sha
null | last_modified
null | library_name
stringclasses 154
values | text
stringlengths 1
900k
| metadata
stringlengths 2
348k
| pipeline_tag
stringclasses 45
values | id
stringlengths 5
122
| tags
sequencelengths 1
1.84k
| created_at
stringlengths 25
25
| arxiv
sequencelengths 0
201
| languages
sequencelengths 0
1.83k
| tags_str
stringlengths 17
9.34k
| text_str
stringlengths 0
389k
| text_lists
sequencelengths 0
722
| processed_texts
sequencelengths 1
723
| tokens_length
sequencelengths 1
723
| input_texts
sequencelengths 1
61
| embeddings
sequencelengths 768
768
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
null | null | transformers |
# bert-base-en-hi-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-hi-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-hi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-hi-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-hi-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.015385899692773819,
0.0735565647482872,
-0.003338729264214635,
0.08653408288955688,
0.08942627161741257,
-0.03932633623480797,
0.12159396708011627,
0.11588453501462936,
-0.03417764604091644,
-0.03792388364672661,
0.021430889144539833,
0.026011968031525612,
0.04476683586835861,
0.053901322185993195,
-0.02186794951558113,
-0.2772197127342224,
-0.006795512977987528,
0.08116558194160461,
-0.02744750678539276,
0.0481683686375618,
0.1488693654537201,
-0.057919178158044815,
0.07195064425468445,
0.05611647292971611,
-0.05617842450737953,
0.1002645194530487,
-0.037633851170539856,
-0.10539259761571884,
0.09395474940538406,
0.11995752900838852,
0.0837724506855011,
0.03169017285108566,
0.06292881816625595,
-0.038621753454208374,
0.013037087395787239,
0.019916759803891182,
0.016317563131451607,
0.024603357538580894,
0.02712109684944153,
-0.03310706093907356,
0.030787521973252296,
-0.07392779737710953,
-0.006935880519449711,
0.060475852340459824,
-0.011970244348049164,
-0.15237928926944733,
-0.05473564192652702,
0.07138680666685104,
0.05491404980421066,
0.010854731313884258,
0.01265806332230568,
0.15824487805366516,
-0.03450873866677284,
0.06519871950149536,
0.17941653728485107,
-0.25490930676460266,
-0.05475466698408127,
0.043456658720970154,
0.05200967192649841,
0.021005133166909218,
-0.038178376853466034,
0.03987642005085945,
0.05810096859931946,
0.070185087621212,
-0.036642465740442276,
-0.09544233232736588,
-0.07472038269042969,
-0.050481606274843216,
-0.09127312153577805,
-0.02017335779964924,
0.1780386120080948,
-0.03348713368177414,
-0.12019622325897217,
-0.026807816699147224,
-0.013274540193378925,
0.19821693003177643,
-0.05627402290701866,
0.002642736304551363,
0.008090339601039886,
-0.006621298845857382,
-0.060418348759412766,
-0.14813099801540375,
-0.12635193765163422,
-0.032430294901132584,
-0.11144928634166718,
0.1494046300649643,
0.07921049743890762,
0.028900478035211563,
-0.045464444905519485,
0.005729449447244406,
-0.11367043107748032,
-0.08297423273324966,
-0.011110837571322918,
-0.07408702373504639,
0.040887828916311264,
0.005852540023624897,
-0.08195602893829346,
-0.1466744840145111,
0.11185647547245026,
0.10905425995588303,
0.014236711896955967,
-0.003958410583436489,
-0.12039927393198013,
-0.019443031400442123,
0.05749871954321861,
0.12084833532571793,
-0.08725044131278992,
0.01125041302293539,
0.0889783725142479,
-0.09392543137073517,
0.012134416028857231,
0.023743825033307076,
-0.14452111721038818,
-0.07260545343160629,
0.00349440542049706,
0.09596437960863113,
0.01026863045990467,
0.06994937360286713,
0.028292296454310417,
-0.03557707741856575,
0.09820879995822906,
-0.12252713739871979,
0.027340922504663467,
-0.04188438132405281,
0.05825197324156761,
0.17733241617679596,
0.01987759955227375,
-0.022061362862586975,
-0.1509351134300232,
-0.06583704054355621,
-0.01706269010901451,
-0.032866328954696655,
-0.022863635793328285,
-0.12172292172908783,
0.05433683842420578,
-0.05599930137395859,
0.0012062372406944633,
-0.15772278606891632,
-0.08478640764951706,
0.07720507681369781,
0.06094886735081673,
-0.033817682415246964,
-0.03710389509797096,
0.051991868764162064,
0.03781208023428917,
-0.014178990386426449,
-0.02970355935394764,
0.009425177238881588,
-0.0230278167873621,
0.027530495077371597,
0.009107653051614761,
0.0691104307770729,
-0.127248615026474,
0.048106301575899124,
-0.04314589500427246,
-0.02101372554898262,
-0.1957181841135025,
0.0526445209980011,
-0.09772839397192001,
-0.0074848891235888,
-0.13666850328445435,
-0.09081420302391052,
0.08922920376062393,
0.009780922904610634,
0.028311077505350113,
0.06742731481790543,
-0.05671869218349457,
-0.0476016104221344,
0.15406012535095215,
-0.07102604955434799,
-0.007116665598005056,
0.2086515724658966,
0.018641671165823936,
-0.007664036005735397,
0.12074566632509232,
0.04701775312423706,
0.10349611937999725,
-0.12197692692279816,
0.032797884196043015,
0.0957724079489708,
0.023900581523776054,
-0.0322655588388443,
0.09725645929574966,
-0.020555032417178154,
-0.08878999948501587,
0.02269785851240158,
-0.024788664653897285,
0.04416565224528313,
-0.015127723105251789,
-0.017501741647720337,
-0.022016555070877075,
-0.0744839459657669,
0.06801832467317581,
0.022937500849366188,
0.054034192115068436,
-0.07247169315814972,
-0.07492108643054962,
0.11431234329938889,
0.060794465243816376,
-0.06217551603913307,
0.05709611251950264,
-0.09076673537492752,
0.0355076864361763,
-0.11179686337709427,
0.03737415745854378,
-0.12998102605342865,
-0.0179375559091568,
0.04421837255358696,
-0.009405110031366348,
0.08111274242401123,
0.0742400735616684,
0.04114622622728348,
0.0226800125092268,
-0.09716832637786865,
0.11629489809274673,
0.0632220059633255,
-0.009974156506359577,
-0.011001646518707275,
-0.04337484762072563,
-0.04748096689581871,
-0.03673356771469116,
0.055616945028305054,
0.01003461703658104,
0.009313483722507954,
-0.011510398238897324,
0.08888693898916245,
-0.055279579013586044,
0.06687366217374802,
0.04833247885107994,
0.04092365875840187,
-0.04262165725231171,
-0.013990601524710655,
0.0532836951315403,
0.003644886426627636,
-0.03098694421350956,
0.11650843918323517,
0.07948105037212372,
0.003231881419196725,
0.12365290522575378,
0.011556562036275864,
0.01565561257302761,
0.007143942639231682,
-0.009472603909671307,
-0.007023653946816921,
-0.05106913298368454,
-0.07372608035802841,
0.14496320486068726,
0.011814801022410393,
0.11235056817531586,
-0.10050778836011887,
0.0005837041535414755,
0.015035000629723072,
-0.07247019559144974,
-0.046222664415836334,
0.06926889717578888,
0.041902437806129456,
-0.14338520169258118,
0.08445558696985245,
0.08437769114971161,
-0.05374635010957718,
0.11052697896957397,
-0.04065399616956711,
-0.06818100064992905,
0.06218792870640755,
-0.011166881769895554,
0.03235170617699623,
-0.0248205978423357,
-0.09724952280521393,
-0.0342845618724823,
0.09614918380975723,
-0.04285008832812309,
-0.015185622498393059,
-0.07924272119998932,
0.04304033890366554,
0.018242383375763893,
-0.05090690031647682,
-0.055224910378456116,
0.008997363038361073,
0.010188973508775234,
0.05832526460289955,
0.019099723547697067,
-0.013150489889085293,
0.04708138853311539,
0.02517486922442913,
-0.026045916602015495,
0.13374638557434082,
-0.11879224330186844,
-0.29225781559944153,
-0.2147853970527649,
-0.2198822945356369,
-0.16612450778484344,
0.05086410790681839,
0.08867097645998001,
-0.08673156797885895,
-0.08921068161725998,
-0.0021483576856553555,
0.09717997163534164,
-0.010142541490495205,
-0.00987924449145794,
0.02270909585058689,
0.0012494896072894335,
0.01129003893584013,
-0.16429920494556427,
-0.01661042496562004,
0.044565413147211075,
-0.12041334062814713,
0.05713605508208275,
-0.08648064732551575,
0.05568796768784523,
0.039673592895269394,
-0.04979482665657997,
0.005552997346967459,
-0.02885408140718937,
0.09064237028360367,
0.010593743063509464,
0.04843578860163689,
0.20316669344902039,
-0.005577471572905779,
0.05187492445111275,
0.09082751721143723,
0.07024117559194565,
-0.0021254904568195343,
0.0378890223801136,
0.04085422307252884,
-0.04935658350586891,
-0.21763090789318085,
-0.03534228727221489,
-0.05628550797700882,
0.028192616999149323,
0.06300027668476105,
0.04968463256955147,
-0.021875660866498947,
0.09061531722545624,
-0.04994494095444679,
0.11185824871063232,
-0.0010183999547734857,
0.07766076922416687,
0.206482395529747,
-0.014659697189927101,
0.09737740457057953,
-0.07507915049791336,
-0.10838691145181656,
0.1247524842619896,
0.06699188798666,
0.0759308859705925,
-0.004201749339699745,
0.1190052181482315,
0.05123596638441086,
0.017795542255043983,
0.08481229096651077,
0.20535238087177277,
-0.03952794522047043,
0.018199551850557327,
-0.03730491176247597,
-0.05864090844988823,
0.008892366662621498,
-0.027398189529776573,
0.0728214830160141,
-0.06410349905490875,
-0.00546674057841301,
-0.11895321309566498,
-0.0067758564837276936,
0.2635863423347473,
0.06230850890278816,
-0.1345842182636261,
-0.058201808482408524,
0.02426520362496376,
-0.11281771957874298,
-0.09405026584863663,
0.0198795385658741,
0.016483400017023087,
-0.12463454157114029,
0.10986253619194031,
0.01455607358366251,
0.12009190022945404,
-0.0402609147131443,
0.02661818452179432,
-0.1214410588145256,
0.05983820930123329,
0.010174744762480259,
0.13272041082382202,
-0.18957661092281342,
0.13396205008029938,
0.027343830093741417,
0.013850752264261246,
-0.13036252558231354,
0.06665164232254028,
0.05091270059347153,
0.07756496965885162,
0.08297773450613022,
-0.010931912809610367,
0.15993528068065643,
-0.09199526906013489,
-0.09194517880678177,
0.055148717015981674,
0.012155784294009209,
0.01396444533020258,
0.07123718410730362,
-0.016531849279999733,
-0.045596711337566376,
-0.023119578137993813,
0.07815911620855331,
-0.1569521129131317,
-0.17054954171180725,
0.05668841302394867,
0.019953977316617966,
-0.0562642477452755,
-0.0232058297842741,
-0.1182161420583725,
-0.04271557554602623,
0.1794835776090622,
0.14236818253993988,
-0.14731185138225555,
-0.09511066228151321,
-0.06448647379875183,
0.132455512881279,
-0.08439493924379349,
0.06372306495904922,
-0.057179711759090424,
0.1410328447818756,
-0.058869559317827225,
-0.11244852840900421,
-0.01812169887125492,
-0.09229928255081177,
-0.028002211824059486,
0.034427497535943985,
0.1221272349357605,
-0.023459354415535927,
0.04783753678202629,
0.05892235413193703,
-0.034827955067157745,
-0.00161093904171139,
-0.06728116422891617,
-0.07151767611503601,
0.014249809086322784,
0.1228180080652237,
0.06607817113399506,
-0.1121055856347084,
-0.14911380410194397,
-0.003694078652188182,
-0.01121872290968895,
0.1916036605834961,
0.1763378232717514,
-0.0007212114287540317,
0.06283316761255264,
0.2831680178642273,
-0.020097048953175545,
-0.2617519795894623,
-0.16915547847747803,
0.011233951896429062,
0.00797587912529707,
-0.06396736204624176,
-0.18393829464912415,
0.11836768686771393,
0.024055752903223038,
-0.0253839623183012,
-0.08647243678569794,
-0.0923815593123436,
-0.08228223770856857,
0.20160798728466034,
0.0490507036447525,
0.11416622251272202,
-0.12224017083644867,
-0.04283987358212471,
-0.1260412484407425,
-0.19497238099575043,
0.12619511783123016,
-0.05418625846505165,
0.11430981755256653,
-0.00359746185131371,
0.05831360071897507,
0.02115902304649353,
0.014061999507248402,
0.09510795027017593,
-0.011198464781045914,
-0.06588100641965866,
-0.06529036909341812,
0.0350804477930069,
0.08427112549543381,
0.015038160607218742,
0.1638878881931305,
-0.06128412485122681,
-0.030531655997037888,
-0.005796422250568867,
-0.07819939404726028,
-0.06623276323080063,
0.08832059055566788,
0.013197029940783978,
-0.08823319524526596,
-0.03128345310688019,
-0.0004759873845614493,
-0.042616840451955795,
-0.02657579630613327,
0.0844012126326561,
-0.01864176243543625,
0.011048667132854462,
0.13924778997898102,
0.1739632934331894,
-0.12916341423988342,
0.0375174880027771,
-0.043921202421188354,
-0.10816072672605515,
0.047212228178977966,
-0.04188002645969391,
0.05528014153242111,
0.03666749596595764,
0.0012526140781119466,
0.07994408160448074,
0.027125338092446327,
-0.06965655088424683,
-0.010663098655641079,
0.07787443697452545,
-0.06327361613512039,
-0.15403421223163605,
-0.055765166878700256,
-0.03789414092898369,
-0.07175082713365555,
0.08567462116479874,
0.13099782168865204,
-0.026291189715266228,
-0.09641464799642563,
0.017879802733659744,
0.01709097810089588,
-0.04989183694124222,
0.08041021972894669,
0.08131242543458939,
0.008631106466054916,
-0.11332935839891434,
0.08649376034736633,
0.12796975672245026,
-0.08766571432352066,
0.025533555075526237,
0.08376707136631012,
-0.060190629214048386,
-0.09834550321102142,
0.03350693732500076,
0.009115592576563358,
-0.09875012189149857,
-0.06520488858222961,
-0.024653661996126175,
-0.0917525365948677,
0.028219472616910934,
0.09148789197206497,
0.06922530382871628,
-0.034218162298202515,
-0.055044613778591156,
-0.0026731870602816343,
-0.05154016613960266,
0.060083456337451935,
0.06576882302761078,
0.055734943598508835,
-0.05387325584888458,
0.015198228880763054,
-0.03954677656292915,
0.14376325905323029,
-0.04941002279520035,
-0.032401908189058304,
-0.09549130499362946,
-0.02485528215765953,
-0.2733050584793091,
0.03047480247914791,
-0.10506574809551239,
0.005448258016258478,
-0.0030723961535841227,
-0.08231458067893982,
-0.01889476552605629,
0.03141748160123825,
-0.09365137666463852,
-0.011638803407549858,
-0.0027776281349360943,
0.1107168048620224,
-0.09858375787734985,
-0.02066459134221077,
0.06626739352941513,
-0.03296959772706032,
0.09524309635162354,
0.029662763699889183,
-0.07440128177404404,
0.08426853269338608,
-0.05388987809419632,
-0.10730129480361938,
0.006929462775588036,
0.05773546174168587,
0.06486012786626816,
-0.0568842738866806,
0.027075450867414474,
0.0741996094584465,
0.04877575486898422,
0.009273945353925228,
0.1298530548810959,
-0.06600336730480194,
-0.01127665676176548,
-0.007578612305223942,
-0.08506077527999878,
-0.008060665801167488,
0.032051749527454376,
0.140548974275589,
0.07715246826410294,
0.0684209018945694,
-0.07128945738077164,
0.00815777387470007,
-0.03352851793169975,
0.019393475726246834,
-0.06866803020238876,
-0.139600470662117,
0.023769792169332504,
-0.07289686053991318,
-0.011401655152440071,
0.042936772108078,
0.10690831393003464,
0.00010843033669516444,
0.12725794315338135,
-0.010056900791823864,
0.04925714433193207,
0.08722035586833954,
-0.026531275361776352,
0.18232662975788116,
0.026274116709828377,
-0.025009367614984512,
-0.07024995237588882,
0.012054110877215862,
0.02982562966644764,
0.06404924392700195,
0.04136759415268898,
0.07072371244430542,
0.0347185917198658,
0.06560247391462326,
0.07919242978096008,
0.05012926086783409,
-0.08750775456428528,
-0.15037651360034943,
0.09534192830324173,
0.08151492476463318,
-0.10107780247926712,
0.10858485102653503,
0.0724358856678009,
-0.08275224268436432,
0.05729207396507263,
0.00849046092480421,
-0.04371146485209465,
-0.12431761622428894,
-0.13819028437137604,
-0.05615673586726189,
-0.07871095836162567,
-0.03181248530745506,
-0.0955614298582077,
0.03038395196199417,
0.046107593923807144,
0.0893891230225563,
-0.025723526254296303,
0.12770822644233704,
-0.16076168417930603,
-0.08419853448867798,
0.05175623670220375,
-0.02052789181470871,
0.042949870228767395,
0.04164412245154381,
0.01460829097777605,
-0.022920098155736923,
0.09462840855121613,
0.018270062282681465,
0.042423103004693985,
0.051597960293293,
0.03504558280110359,
-0.0644393116235733,
-0.05901271477341652,
-0.061628516763448715,
0.0057016946375370026,
0.06984102725982666,
0.18096965551376343,
0.024843787774443626,
-0.026865612715482712,
0.019766956567764282,
0.1008685827255249,
-0.036538444459438324,
-0.188873291015625,
-0.1292579025030136,
0.24082273244857788,
0.00608882587403059,
0.008639471605420113,
0.03988483175635338,
-0.07828014343976974,
-0.10025079548358917,
0.2663595676422119,
0.14604945480823517,
0.07214009016752243,
0.012259529903531075,
0.014206396415829659,
0.012325389310717583,
-0.002446176251396537,
0.1258639693260193,
0.05761410668492317,
0.12454985827207565,
-0.04794519394636154,
-0.004417315125465393,
0.011228803545236588,
-0.0006591289420612156,
-0.24119924008846283,
0.059610556811094284,
-0.006066129542887211,
-0.07396590709686279,
0.0322670079767704,
0.07864236831665039,
-0.010782009921967983,
-0.13896887004375458,
-0.12860214710235596,
-0.02062300778925419,
-0.10479093343019485,
-0.00023210073413792998,
-0.012822335585951805,
0.02050749398767948,
0.04940108582377434,
-0.021242372691631317,
0.09168491512537003,
0.15596625208854675,
0.02410419099032879,
-0.07946212589740753,
-0.023181382566690445,
0.19831402599811554,
-0.019736813381314278,
0.0962146669626236,
0.038812458515167236,
0.04449676722288132,
0.09399723261594772,
-0.0028078523464500904,
-0.10265856981277466,
0.027680980041623116,
0.02175876311957836,
-0.050110772252082825,
0.08312411606311798,
0.0882607027888298,
-0.056632496416568756,
-0.031894709914922714,
-0.05561726912856102,
-0.01959228701889515,
0.010654648765921593,
0.09451194852590561,
0.05535242334008217,
-0.07625409215688705,
0.09315403550863266,
-0.19330327212810516,
0.07634421437978745,
0.15194286406040192,
-0.012008695863187313,
-0.05938250198960304,
-0.0972823053598404,
0.057787057012319565,
0.05162188410758972,
-0.10875086486339569,
-0.09457243978977203,
-0.12317891418933868,
-0.0374075211584568,
-0.11560040712356567,
0.08009716123342514,
-0.20412690937519073,
0.0014324140502139926,
0.00045087566832080483,
0.04730727896094322,
-0.1520412564277649,
0.028981411829590797,
0.09284192323684692,
-0.013848906382918358,
0.021497661247849464,
-0.13459527492523193,
-0.05203508585691452,
-0.012385283596813679,
-0.14163240790367126,
-0.04102745279669762
] |
null | null | transformers |
# bert-base-en-it-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-it-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-it-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-it-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-it-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-it-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-it-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-it-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.013128845952451229,
0.07459764927625656,
-0.003541243728250265,
0.08931730687618256,
0.08997010439634323,
-0.03718779608607292,
0.1180671751499176,
0.11707174777984619,
-0.04066726565361023,
-0.04124145582318306,
0.02243013121187687,
0.03029548190534115,
0.044482361525297165,
0.05556898191571236,
-0.02113931067287922,
-0.2753320634365082,
-0.0074113416485488415,
0.08171121776103973,
-0.02560868114233017,
0.049733903259038925,
0.1486203372478485,
-0.05628938600420952,
0.06916162371635437,
0.0534123070538044,
-0.056730419397354126,
0.0990661010146141,
-0.03560071066021919,
-0.10743125528097153,
0.09378252923488617,
0.11971396952867508,
0.08472467958927155,
0.028968235477805138,
0.0626298189163208,
-0.03906271979212761,
0.013701321557164192,
0.021313052624464035,
0.015370563603937626,
0.024342600256204605,
0.029177824035286903,
-0.03198681399226189,
0.03119487315416336,
-0.07356053590774536,
-0.004927865229547024,
0.0607229545712471,
-0.01218326948583126,
-0.1530303955078125,
-0.05204424262046814,
0.07437849044799805,
0.05381175875663757,
0.010994341224431992,
0.013387473300099373,
0.16038158535957336,
-0.034724798053503036,
0.0694345012307167,
0.17694774270057678,
-0.256549209356308,
-0.05633802339434624,
0.043683700263500214,
0.053444210439920425,
0.021361742168664932,
-0.03722050413489342,
0.040401607751846313,
0.056137990206480026,
0.07205886393785477,
-0.036843713372945786,
-0.096805140376091,
-0.07876187562942505,
-0.053507864475250244,
-0.09296311438083649,
-0.02453530766069889,
0.17939826846122742,
-0.03399202972650528,
-0.12328551709651947,
-0.0276351198554039,
-0.013526241295039654,
0.19992446899414062,
-0.05646998807787895,
0.0015089744701981544,
0.009174061939120293,
-0.003983306232839823,
-0.06426035612821579,
-0.14826932549476624,
-0.12698204815387726,
-0.034486766904592514,
-0.11430607736110687,
0.1464972198009491,
0.0787789449095726,
0.029027990996837616,
-0.048904724419116974,
0.0073239970952272415,
-0.11550546437501907,
-0.08114971965551376,
-0.009646940045058727,
-0.07320334762334824,
0.0393148697912693,
0.006503045093268156,
-0.08178376406431198,
-0.1466149240732193,
0.11184026300907135,
0.11374803632497787,
0.016389403492212296,
-0.0054780226200819016,
-0.12115170061588287,
-0.01887444593012333,
0.06102611497044563,
0.11921180039644241,
-0.08781430125236511,
0.012029454112052917,
0.08518431335687637,
-0.0982515960931778,
0.01011910941451788,
0.023546380922198296,
-0.14093132317066193,
-0.07372181862592697,
0.004405524581670761,
0.09871713072061539,
0.014877588488161564,
0.06906872987747192,
0.025019332766532898,
-0.03610637038946152,
0.09596853703260422,
-0.12058912217617035,
0.030059652402997017,
-0.04157746955752373,
0.05793188139796257,
0.17936480045318604,
0.02233234979212284,
-0.0218809824436903,
-0.1483401507139206,
-0.0686669647693634,
-0.015785392373800278,
-0.03315795212984085,
-0.02175583876669407,
-0.12353963404893875,
0.05663873255252838,
-0.05509590357542038,
0.0006669143913313746,
-0.15858088433742523,
-0.08548733592033386,
0.07575681805610657,
0.06234760582447052,
-0.035256583243608475,
-0.03792726248502731,
0.05517781153321266,
0.03681516274809837,
-0.014127212576568127,
-0.029709676280617714,
0.01151785533875227,
-0.023158669471740723,
0.029472103342413902,
0.004889396484941244,
0.06994988024234772,
-0.12650227546691895,
0.04703919216990471,
-0.04286626726388931,
-0.02045019157230854,
-0.1949029266834259,
0.05347059667110443,
-0.09490364789962769,
-0.008737077936530113,
-0.13686561584472656,
-0.08957107365131378,
0.08749248087406158,
0.009998627007007599,
0.029980571940541267,
0.06710978597402573,
-0.05647860839962959,
-0.045876890420913696,
0.15455496311187744,
-0.07034189999103546,
-0.00348003045655787,
0.21052612364292145,
0.020070161670446396,
-0.008872355334460735,
0.12066753208637238,
0.04619484394788742,
0.10626216977834702,
-0.11862321943044662,
0.03117942623794079,
0.09572383761405945,
0.017085663974285126,
-0.03361084312200546,
0.0968269482254982,
-0.01843884587287903,
-0.08907891064882278,
0.023145556449890137,
-0.024106532335281372,
0.048197321593761444,
-0.015430678613483906,
-0.015288551338016987,
-0.024538442492485046,
-0.07563260942697525,
0.06944544613361359,
0.02339976467192173,
0.05152565613389015,
-0.07296473532915115,
-0.07381770014762878,
0.11400574445724487,
0.05972004309296608,
-0.05865098908543587,
0.056555185467004776,
-0.09050058573484421,
0.03502785414457321,
-0.11065499484539032,
0.04004453122615814,
-0.13105913996696472,
-0.019898567348718643,
0.045870862901210785,
-0.007418334484100342,
0.0813063383102417,
0.07176385074853897,
0.040449291467666626,
0.020500831305980682,
-0.09644634276628494,
0.11646382510662079,
0.06364162266254425,
-0.013343577273190022,
-0.010057779029011726,
-0.04057246819138527,
-0.046245068311691284,
-0.03654829412698746,
0.049886446446180344,
0.010396123863756657,
0.010337644256651402,
-0.012571086175739765,
0.08727319538593292,
-0.05484934523701668,
0.06584266573190689,
0.051722005009651184,
0.04011763632297516,
-0.04309763386845589,
-0.012143879197537899,
0.05433507263660431,
0.004052403382956982,
-0.028949182480573654,
0.11808723211288452,
0.0807267278432846,
0.0074969143606722355,
0.12062375247478485,
0.012218760326504707,
0.014154961332678795,
0.009181872941553593,
-0.009655848145484924,
-0.005273935850709677,
-0.05097910016775131,
-0.07284146547317505,
0.14763498306274414,
0.011978944763541222,
0.11098054051399231,
-0.0996522530913353,
0.0009647957631386817,
0.01640569418668747,
-0.07295235246419907,
-0.04942264035344124,
0.06723205000162125,
0.04618046060204506,
-0.14210134744644165,
0.07989224046468735,
0.08466828614473343,
-0.050296247005462646,
0.11316680908203125,
-0.038481682538986206,
-0.06775466352701187,
0.059566084295511246,
-0.012223406694829464,
0.03360411524772644,
-0.02934934012591839,
-0.09669211506843567,
-0.03373804688453674,
0.0975918173789978,
-0.04113568365573883,
-0.018444042652845383,
-0.07858660817146301,
0.043863411992788315,
0.019854668527841568,
-0.051906391978263855,
-0.05755472555756569,
0.00701622199267149,
0.01199379749596119,
0.058275457471609116,
0.018167108297348022,
-0.011104804463684559,
0.04756711423397064,
0.02770429104566574,
-0.026710744947195053,
0.13167797029018402,
-0.11895544826984406,
-0.29474949836730957,
-0.21882903575897217,
-0.21615788340568542,
-0.16553956270217896,
0.0504155308008194,
0.08922716975212097,
-0.0835646316409111,
-0.08879593759775162,
-0.0001419026666553691,
0.09964913129806519,
-0.010752617381513119,
-0.00794258527457714,
0.023355703800916672,
0.0014859824441373348,
0.01359346229583025,
-0.16406428813934326,
-0.016085291281342506,
0.046718887984752655,
-0.12134851515293121,
0.05926650017499924,
-0.08901885151863098,
0.0578342080116272,
0.04005115106701851,
-0.0511205792427063,
0.004207604564726353,
-0.029406633228063583,
0.08946475386619568,
0.00805868674069643,
0.05159302055835724,
0.20541922748088837,
-0.006869450677186251,
0.05129796266555786,
0.09101340174674988,
0.06857465952634811,
-0.003006590064615011,
0.04062158614397049,
0.04111607000231743,
-0.05198448523879051,
-0.2195705622434616,
-0.03355977684259415,
-0.054243095219135284,
0.035563595592975616,
0.06275612860918045,
0.051113370805978775,
-0.0241082813590765,
0.09115365147590637,
-0.04680749773979187,
0.10747723281383514,
0.000794086663518101,
0.07632371038198471,
0.20921532809734344,
-0.015191315673291683,
0.10053534805774689,
-0.07661962509155273,
-0.10524677485227585,
0.1273776739835739,
0.06430760771036148,
0.07293148338794708,
-0.0033127679489552975,
0.11728468537330627,
0.052409324795007706,
0.017970887944102287,
0.08557955920696259,
0.20812903344631195,
-0.037847571074962616,
0.01876053772866726,
-0.03680393099784851,
-0.053730811923742294,
0.008171742781996727,
-0.031698230654001236,
0.07607824355363846,
-0.06585104018449783,
-0.008634349331259727,
-0.11638723313808441,
-0.007058716379106045,
0.2639232575893402,
0.05760699883103371,
-0.13324306905269623,
-0.060557153075933456,
0.02117796242237091,
-0.11507879942655563,
-0.09562281519174576,
0.019184652715921402,
0.017321377992630005,
-0.1274777203798294,
0.10867670923471451,
0.015722015872597694,
0.11974586546421051,
-0.041429080069065094,
0.025192052125930786,
-0.12026973813772202,
0.05731898918747902,
0.011478043161332607,
0.1318022757768631,
-0.19092367589473724,
0.12989108264446259,
0.027888145297765732,
0.01377116423100233,
-0.13040189445018768,
0.0661156103014946,
0.048336226493120193,
0.07492887228727341,
0.08238965272903442,
-0.012966577894985676,
0.16503265500068665,
-0.09202741831541061,
-0.09194023162126541,
0.053947098553180695,
0.01352709624916315,
0.015313214622437954,
0.07098338007926941,
-0.018605757504701614,
-0.045892927795648575,
-0.021922195330262184,
0.07982724905014038,
-0.1555808037519455,
-0.1679314374923706,
0.05297050252556801,
0.023041075095534325,
-0.05714019387960434,
-0.02344481274485588,
-0.11917992681264877,
-0.043520428240299225,
0.18145492672920227,
0.14070063829421997,
-0.14513346552848816,
-0.09502198547124863,
-0.06663420796394348,
0.13349062204360962,
-0.08397898823022842,
0.06716601550579071,
-0.060912828892469406,
0.14349010586738586,
-0.059842534363269806,
-0.11052659153938293,
-0.016638873144984245,
-0.09457476437091827,
-0.030991988256573677,
0.035695236176252365,
0.12042029201984406,
-0.023047838360071182,
0.05057898163795471,
0.06063574180006981,
-0.03368975967168808,
0.0007614517235197127,
-0.06600991636514664,
-0.07202143967151642,
0.01348952203989029,
0.12030631303787231,
0.06531292200088501,
-0.11208164691925049,
-0.15302735567092896,
-0.0032161653507500887,
-0.012105266563594341,
0.19424596428871155,
0.17608240246772766,
-0.0025120023638010025,
0.06383990496397018,
0.28136125206947327,
-0.021518133580684662,
-0.263817697763443,
-0.17215147614479065,
0.012613840401172638,
0.008037302643060684,
-0.06254319101572037,
-0.18547774851322174,
0.11683772504329681,
0.024774648249149323,
-0.025233514606952667,
-0.08644767105579376,
-0.0982038676738739,
-0.08328147977590561,
0.1999504268169403,
0.047913115471601486,
0.11469655483961105,
-0.12181320786476135,
-0.042132530361413956,
-0.12292572855949402,
-0.18853870034217834,
0.12752367556095123,
-0.05156661570072174,
0.11588307470083237,
-0.003915999550372362,
0.05718747526407242,
0.021649405360221863,
0.013008317910134792,
0.09239587187767029,
-0.012310058809816837,
-0.06572505831718445,
-0.06922222673892975,
0.03287723287940025,
0.08527830243110657,
0.01590495929121971,
0.16852767765522003,
-0.057943347841501236,
-0.02882102131843567,
-0.004931939300149679,
-0.0805220678448677,
-0.06641014665365219,
0.0868169441819191,
0.013651278801262379,
-0.08845918625593185,
-0.032401859760284424,
-0.0031040492467582226,
-0.04607466980814934,
-0.026895025745034218,
0.08368037641048431,
-0.0175944697111845,
0.01072053425014019,
0.1423349231481552,
0.1744176745414734,
-0.12911060452461243,
0.03560153767466545,
-0.046306710690259933,
-0.10940200090408325,
0.0442390963435173,
-0.03805336356163025,
0.05434302240610123,
0.038116924464702606,
0.0007125116535462439,
0.07973983883857727,
0.026617154479026794,
-0.06818011403083801,
-0.009711950086057186,
0.07736968994140625,
-0.060805197805166245,
-0.15268759429454803,
-0.05241097882390022,
-0.03487995266914368,
-0.07592516392469406,
0.08302442729473114,
0.13299019634723663,
-0.023390308022499084,
-0.096332848072052,
0.018699493259191513,
0.016424760222434998,
-0.04907519742846489,
0.07975110411643982,
0.08122354000806808,
0.009286933578550816,
-0.11258519440889359,
0.09080778062343597,
0.12882906198501587,
-0.08660401403903961,
0.026782235130667686,
0.08035503327846527,
-0.05909528210759163,
-0.09930945932865143,
0.03692346811294556,
0.006895641330629587,
-0.09779861569404602,
-0.06679423153400421,
-0.023675953969359398,
-0.0904984399676323,
0.03229572996497154,
0.08898939937353134,
0.06798706203699112,
-0.03130325675010681,
-0.05814124643802643,
-0.004152726382017136,
-0.05191337317228317,
0.06054230406880379,
0.06716465204954147,
0.0528690405189991,
-0.05678097531199455,
0.01802852191030979,
-0.03808966651558876,
0.14390242099761963,
-0.049712058156728745,
-0.03340907767415047,
-0.0937010869383812,
-0.023942554369568825,
-0.26841768622398376,
0.027948476374149323,
-0.10502040386199951,
0.004998020827770233,
-0.0024443757720291615,
-0.08306939899921417,
-0.01988799124956131,
0.030702868476510048,
-0.09345421940088272,
-0.01337046455591917,
-0.004069286864250898,
0.11171628534793854,
-0.10016821324825287,
-0.02332552894949913,
0.06649330258369446,
-0.02960936538875103,
0.09472748637199402,
0.029701614752411842,
-0.07449766248464584,
0.08316045999526978,
-0.049270544201135635,
-0.1068248376250267,
0.008114873431622982,
0.055640920996665955,
0.06082729250192642,
-0.05429510772228241,
0.029681475833058357,
0.0748215913772583,
0.04509532079100609,
0.012604055926203728,
0.1284431666135788,
-0.06785102188587189,
-0.011342352256178856,
-0.0026459870859980583,
-0.08657243847846985,
-0.006154696922749281,
0.031871434301137924,
0.1378634124994278,
0.07375932484865189,
0.0701424777507782,
-0.07132504880428314,
0.008218148723244667,
-0.034539856016635895,
0.0207976084202528,
-0.07074044644832611,
-0.13974906504154205,
0.025939075276255608,
-0.0745205357670784,
-0.012753251940011978,
0.04433716461062431,
0.10337661951780319,
0.0027376716025173664,
0.12634897232055664,
-0.009155803360044956,
0.051298897713422775,
0.08794596791267395,
-0.02806258201599121,
0.18016760051250458,
0.027211593464016914,
-0.026967298239469528,
-0.07027587294578552,
0.013466915115714073,
0.032543011009693146,
0.05675410479307175,
0.03779755160212517,
0.06945871561765671,
0.032944124191999435,
0.06396212428808212,
0.07747111469507217,
0.050802603363990784,
-0.08632446825504303,
-0.15343603491783142,
0.09138534963130951,
0.081842802464962,
-0.10238459706306458,
0.10722702741622925,
0.07007766515016556,
-0.08208169788122177,
0.05709352716803551,
0.011182106100022793,
-0.042382556945085526,
-0.12292496114969254,
-0.14083929359912872,
-0.05645201355218887,
-0.07676874846220016,
-0.0335334837436676,
-0.09501729160547256,
0.02936710976064205,
0.04276883229613304,
0.09010675549507141,
-0.02454960159957409,
0.12983211874961853,
-0.16431918740272522,
-0.08315001428127289,
0.053966693580150604,
-0.021668318659067154,
0.04313917085528374,
0.03943786025047302,
0.015391342341899872,
-0.02525932900607586,
0.09776505082845688,
0.01957729458808899,
0.044430021196603775,
0.052983321249485016,
0.03294822946190834,
-0.06442250311374664,
-0.05934242531657219,
-0.0630062147974968,
0.007040470838546753,
0.06654834002256393,
0.17831392586231232,
0.024968428537249565,
-0.027687296271324158,
0.020708050578832626,
0.10130062699317932,
-0.033870723098516464,
-0.18775159120559692,
-0.12904492020606995,
0.23671871423721313,
0.005882917903363705,
0.008001540787518024,
0.0383942648768425,
-0.0772770419716835,
-0.10054105520248413,
0.2654159367084503,
0.1461278200149536,
0.07488648593425751,
0.011681501753628254,
0.01870664395391941,
0.012397282756865025,
0.00010066943650599569,
0.1272333562374115,
0.059603240340948105,
0.12679749727249146,
-0.047831855714321136,
-0.0028597505297511816,
0.00959824025630951,
0.0006387943867594004,
-0.23904062807559967,
0.05868124961853027,
-0.0070832702331244946,
-0.07239250093698502,
0.03222544118762016,
0.08042503893375397,
-0.014687878079712391,
-0.1335771530866623,
-0.13407902419567108,
-0.02060103788971901,
-0.10502993315458298,
-0.0018694344907999039,
-0.01428733579814434,
0.021678023040294647,
0.05107633024454117,
-0.02134026028215885,
0.09270603954792023,
0.15297697484493256,
0.02398550882935524,
-0.08095668256282806,
-0.02430572360754013,
0.1968129426240921,
-0.016953719779849052,
0.09831445664167404,
0.03893734887242317,
0.04065211862325668,
0.09406010061502457,
-0.006231340579688549,
-0.10482340306043625,
0.026441844180226326,
0.02092158794403076,
-0.04446790739893913,
0.0831492617726326,
0.08621419221162796,
-0.055514395236968994,
-0.03227727487683296,
-0.0556066669523716,
-0.019160130992531776,
0.011852681636810303,
0.09048818051815033,
0.05501769483089447,
-0.0778336375951767,
0.09530623257160187,
-0.1919662058353424,
0.07424382120370865,
0.15198397636413574,
-0.011775663122534752,
-0.05928421393036842,
-0.09870705753564835,
0.05984315648674965,
0.053297895938158035,
-0.11189533770084381,
-0.09382043033838272,
-0.12186797708272934,
-0.03566218912601471,
-0.11791802197694778,
0.0800032690167427,
-0.20221269130706787,
-0.0015870349016040564,
0.00403863238170743,
0.047852929681539536,
-0.1548590511083603,
0.025117579847574234,
0.09202275425195694,
-0.011733477003872395,
0.023056475445628166,
-0.13455669581890106,
-0.05130135267972946,
-0.012243393808603287,
-0.1426926851272583,
-0.03973256051540375
] |
null | null | transformers |
# bert-base-en-ja-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-ja-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-ja-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-ja-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-ja-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-ja-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-ja-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-ja-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.011657794937491417,
0.07869361340999603,
-0.003638095688074827,
0.08953487873077393,
0.09120948612689972,
-0.03894589841365814,
0.11643180251121521,
0.11984074115753174,
-0.04269678518176079,
-0.04124656319618225,
0.021114280447363853,
0.033928338438272476,
0.04608263447880745,
0.057869549840688705,
-0.023832494392991066,
-0.27251067757606506,
-0.008350973017513752,
0.0839519202709198,
-0.0245455801486969,
0.05031662434339523,
0.1502172201871872,
-0.05443088337779045,
0.06884658336639404,
0.05407020449638367,
-0.060865920037031174,
0.10118478536605835,
-0.035446897149086,
-0.10758613049983978,
0.09236864000558853,
0.12011884152889252,
0.08629792928695679,
0.0288967527449131,
0.05905704200267792,
-0.03953097015619278,
0.01355661265552044,
0.021097302436828613,
0.016790170222520828,
0.024702558293938637,
0.029998598620295525,
-0.03232584148645401,
0.02414456382393837,
-0.07727894932031631,
-0.0068155019544065,
0.06250198185443878,
-0.014546962454915047,
-0.15909844636917114,
-0.0526728592813015,
0.07022140920162201,
0.056718695908784866,
0.00902071874588728,
0.012209909036755562,
0.1548449844121933,
-0.03149618208408356,
0.06790582090616226,
0.18045561015605927,
-0.25323471426963806,
-0.05650544539093971,
0.04176962003111839,
0.05212603136897087,
0.022160176187753677,
-0.03470052033662796,
0.03883690387010574,
0.05938884988427162,
0.07010732591152191,
-0.033933743834495544,
-0.09869776666164398,
-0.08233856409788132,
-0.05012248083949089,
-0.0905332863330841,
-0.024292515590786934,
0.18309305608272552,
-0.03912030905485153,
-0.12299452722072601,
-0.029756011441349983,
-0.013149602338671684,
0.19893816113471985,
-0.05821782723069191,
0.0015064685139805079,
0.008554105646908283,
-0.005041405092924833,
-0.05527663603425026,
-0.1439725160598755,
-0.12660953402519226,
-0.03631677106022835,
-0.11188144236803055,
0.14286696910858154,
0.08131258189678192,
0.027744868770241737,
-0.05266880244016647,
0.005090242717415094,
-0.11586319655179977,
-0.08362337946891785,
-0.009774349629878998,
-0.07292546331882477,
0.03832559287548065,
0.007614183705300093,
-0.08021344989538193,
-0.1541883498430252,
0.1122051328420639,
0.10734547674655914,
0.01674080826342106,
-0.005198747385293245,
-0.12369352579116821,
-0.01978844776749611,
0.06315477192401886,
0.11948306858539581,
-0.08321124315261841,
0.013227550312876701,
0.08729097992181778,
-0.09748226404190063,
0.00806750450283289,
0.024647651240229607,
-0.1404445469379425,
-0.07558582723140717,
0.005312957800924778,
0.10038117319345474,
0.010417221114039421,
0.06769968569278717,
0.023627877235412598,
-0.036134857684373856,
0.09708382934331894,
-0.12009833008050919,
0.029914921149611473,
-0.04111449047923088,
0.05981447547674179,
0.17862892150878906,
0.021604599431157112,
-0.02103344164788723,
-0.15047210454940796,
-0.07321306318044662,
-0.014861052855849266,
-0.032441288232803345,
-0.022220395505428314,
-0.12581615149974823,
0.05645434185862541,
-0.0522824227809906,
0.0034881161991506815,
-0.1604572981595993,
-0.08523610979318619,
0.0750766471028328,
0.06018085777759552,
-0.036530524492263794,
-0.04149441793560982,
0.05520346760749817,
0.034547895193099976,
-0.013960111886262894,
-0.03064696304500103,
0.01328089740127325,
-0.02262050099670887,
0.02965422347187996,
0.008480026386678219,
0.06882636249065399,
-0.12070590257644653,
0.047681670635938644,
-0.04251722991466522,
-0.021518828347325325,
-0.19888783991336823,
0.052737798541784286,
-0.09710470587015152,
-0.00854737963527441,
-0.13945253193378448,
-0.08801639080047607,
0.09647607803344727,
0.009005878120660782,
0.027897974476218224,
0.06723546981811523,
-0.06237034127116203,
-0.04647207632660866,
0.15436747670173645,
-0.06979609280824661,
-0.00285415374673903,
0.21049609780311584,
0.01880366913974285,
-0.004502760712057352,
0.1207929477095604,
0.04756725952029228,
0.10759030282497406,
-0.11952601373195648,
0.03317706659436226,
0.08767928928136826,
0.01961476169526577,
-0.03239711374044418,
0.09926127642393112,
-0.015774084255099297,
-0.092168428003788,
0.022749269381165504,
-0.020369168370962143,
0.04867096617817879,
-0.0127587104216218,
-0.015061157755553722,
-0.02285025268793106,
-0.07471898198127747,
0.06625908613204956,
0.02535262331366539,
0.052192192524671555,
-0.07452358305454254,
-0.06947322934865952,
0.11353861540555954,
0.06002578139305115,
-0.05839536339044571,
0.054046109318733215,
-0.08982869982719421,
0.027314921841025352,
-0.11566392332315445,
0.040475994348526,
-0.12483054399490356,
-0.0148190688341856,
0.048642855137586594,
-0.018003281205892563,
0.07872356474399567,
0.07415889203548431,
0.03938726335763931,
0.020268702879548073,
-0.0942971482872963,
0.11665183305740356,
0.06258121877908707,
-0.01280539482831955,
-0.010033901780843735,
-0.04103890061378479,
-0.04515961557626724,
-0.036963533610105515,
0.05145011842250824,
0.012742740102112293,
0.0118540208786726,
-0.016389627009630203,
0.08804987370967865,
-0.052587609738111496,
0.06496869027614594,
0.055352985858917236,
0.040681757032871246,
-0.042008329182863235,
-0.012040713801980019,
0.05240841209888458,
0.0023967307060956955,
-0.02218698337674141,
0.12267957627773285,
0.08209279179573059,
0.0071142856031656265,
0.11822609603404999,
0.0183525700122118,
0.01741626486182213,
0.012657728977501392,
-0.009741906076669693,
-0.006947000045329332,
-0.05131583288311958,
-0.06958062946796417,
0.15104761719703674,
0.011747889220714569,
0.11278489232063293,
-0.10253746062517166,
-0.002279361244291067,
0.019069721922278404,
-0.07553444057703018,
-0.048304736614227295,
0.07009565085172653,
0.04687761515378952,
-0.1528419703245163,
0.08077284693717957,
0.07996290922164917,
-0.05224987864494324,
0.1166590228676796,
-0.039046503603458405,
-0.06782936304807663,
0.059604015201330185,
-0.012290108017623425,
0.03601810336112976,
-0.026177028194069862,
-0.09534800797700882,
-0.034905411303043365,
0.09943240880966187,
-0.04352695867419243,
-0.016935642808675766,
-0.07590310275554657,
0.04228807985782623,
0.019924839958548546,
-0.052363071590662,
-0.056901708245277405,
0.010070934891700745,
0.013953734189271927,
0.057772330939769745,
0.016673462465405464,
-0.007706338539719582,
0.044992346316576004,
0.02802211605012417,
-0.026363005861639977,
0.12965083122253418,
-0.12048893421888351,
-0.2999393939971924,
-0.21856160461902618,
-0.21421605348587036,
-0.1633221060037613,
0.049821674823760986,
0.08982804417610168,
-0.08578838407993317,
-0.08894331753253937,
0.0016227778978645802,
0.10106611251831055,
-0.010760828852653503,
-0.009207453578710556,
0.0211046040058136,
0.0016930686542764306,
0.013628858141601086,
-0.16356787085533142,
-0.015045269392430782,
0.049183957278728485,
-0.1188947856426239,
0.058093201369047165,
-0.09078510105609894,
0.06081102415919304,
0.03809486702084541,
-0.051687322556972504,
0.00429506553336978,
-0.029502686113119125,
0.0892050638794899,
0.008175797760486603,
0.051937319338321686,
0.20774485170841217,
-0.004429006017744541,
0.047596242278814316,
0.09184003621339798,
0.06649812310934067,
-0.0013504870003089309,
0.03902462124824524,
0.043016545474529266,
-0.05001122131943703,
-0.22199499607086182,
-0.03010266087949276,
-0.05627669021487236,
0.037708550691604614,
0.06648557633161545,
0.05138551443815231,
-0.02538716048002243,
0.0898943766951561,
-0.04895230382680893,
0.11053826659917831,
0.002183319069445133,
0.07789637893438339,
0.20576389133930206,
-0.013265430927276611,
0.09848342090845108,
-0.07688460499048233,
-0.10710034519433975,
0.1258063018321991,
0.06887644529342651,
0.06583574414253235,
-0.004327938426285982,
0.1205069050192833,
0.05356195569038391,
0.02197987027466297,
0.08801354467868805,
0.20621956884860992,
-0.03869577497243881,
0.021045846864581108,
-0.03914915397763252,
-0.05382019653916359,
0.004608421120792627,
-0.031197674572467804,
0.0716170147061348,
-0.06261928379535675,
-0.00847560353577137,
-0.122268445789814,
-0.008182253688573837,
0.2564212381839752,
0.058487918227910995,
-0.13228362798690796,
-0.059818726032972336,
0.024625180289149284,
-0.1176728680729866,
-0.10149241983890533,
0.019115706905722618,
0.016859794035553932,
-0.12555232644081116,
0.11014607548713684,
0.013501548208296299,
0.12181583791971207,
-0.04136338457465172,
0.025507653132081032,
-0.12071682512760162,
0.054859794676303864,
0.012201906181871891,
0.1340603530406952,
-0.20119869709014893,
0.1240028366446495,
0.029035449028015137,
0.015077375806868076,
-0.13044984638690948,
0.06866537034511566,
0.04361598938703537,
0.0717572569847107,
0.08062396198511124,
-0.014700809493660927,
0.17221181094646454,
-0.08973965793848038,
-0.08958200365304947,
0.056243740022182465,
0.006233226973563433,
0.011254588142037392,
0.07256714999675751,
-0.0176179651170969,
-0.04336884617805481,
-0.025160441175103188,
0.08166711777448654,
-0.15749821066856384,
-0.16930526494979858,
0.055372025817632675,
0.02449447102844715,
-0.05945097282528877,
-0.02387775294482708,
-0.11695756763219833,
-0.04479319974780083,
0.17733266949653625,
0.14138200879096985,
-0.1460527926683426,
-0.0959213525056839,
-0.07088763266801834,
0.1340184062719345,
-0.08461709320545197,
0.06504133343696594,
-0.06029157713055611,
0.1449592113494873,
-0.0626172125339508,
-0.11068578064441681,
-0.020024308934807777,
-0.09401855617761612,
-0.029641572386026382,
0.034943465143442154,
0.11907117068767548,
-0.02474200539290905,
0.04861830174922943,
0.06061684340238571,
-0.03352927789092064,
-0.0018602008931338787,
-0.06336817890405655,
-0.0710005909204483,
0.0142636988312006,
0.12438157945871353,
0.06309625506401062,
-0.10830895602703094,
-0.1538659632205963,
-0.006774706766009331,
-0.012729502283036709,
0.1891324371099472,
0.17534735798835754,
-0.001448050606995821,
0.06645465642213821,
0.2741380035877228,
-0.021662136539816856,
-0.2581036388874054,
-0.17600147426128387,
0.014409285970032215,
0.010903500951826572,
-0.06577282398939133,
-0.18452540040016174,
0.11133190244436264,
0.022915557026863098,
-0.02715352550148964,
-0.09484779834747314,
-0.09669103473424911,
-0.08281926065683365,
0.1969442218542099,
0.05094233155250549,
0.1173609271645546,
-0.12224508821964264,
-0.04199422523379326,
-0.12254227697849274,
-0.1955709606409073,
0.12874925136566162,
-0.0588655024766922,
0.11503402143716812,
-0.004320450127124786,
0.059644199907779694,
0.022284699603915215,
0.012143678031861782,
0.09452764689922333,
-0.012991835363209248,
-0.06556510180234909,
-0.06600634008646011,
0.02968916855752468,
0.07915978133678436,
0.015471549704670906,
0.16748261451721191,
-0.06110202148556709,
-0.028043409809470177,
-0.009785867296159267,
-0.08093661814928055,
-0.06681962311267853,
0.08739880472421646,
0.013814497739076614,
-0.08863071352243423,
-0.03304165229201317,
-0.005039614159613848,
-0.04524876922369003,
-0.02753736823797226,
0.08970298618078232,
-0.018516650423407555,
0.013211902230978012,
0.14707480370998383,
0.1718330979347229,
-0.12480676174163818,
0.04075568914413452,
-0.04603610932826996,
-0.1084919273853302,
0.04674910008907318,
-0.044748831540346146,
0.05722358077764511,
0.03635828569531441,
-0.0013072558213025331,
0.08180681616067886,
0.024688594043254852,
-0.0707077905535698,
-0.009256036020815372,
0.07587286829948425,
-0.062289461493492126,
-0.15006022155284882,
-0.053627729415893555,
-0.03324289247393608,
-0.07126612216234207,
0.08529697358608246,
0.13509534299373627,
-0.026337388902902603,
-0.09982241690158844,
0.019863804802298546,
0.0170553270727396,
-0.048310406506061554,
0.08175677061080933,
0.07959291338920593,
0.011110772378742695,
-0.1145150363445282,
0.0891086757183075,
0.13119637966156006,
-0.08349757641553879,
0.027136467397212982,
0.08298583328723907,
-0.05704987421631813,
-0.09919726848602295,
0.04365440085530281,
0.020211229100823402,
-0.09540794789791107,
-0.06547391414642334,
-0.027019904926419258,
-0.09062142670154572,
0.032475654035806656,
0.08860974758863449,
0.06688250601291656,
-0.031103448942303658,
-0.05643998086452484,
-0.005428970325738192,
-0.05642151087522507,
0.06373798102140427,
0.06941347569227219,
0.05267651751637459,
-0.057567495852708817,
0.017717646434903145,
-0.040486205369234085,
0.14489781856536865,
-0.04932820051908493,
-0.028331663459539413,
-0.09285250306129456,
-0.024571461603045464,
-0.26600977778434753,
0.031108584254980087,
-0.10271456837654114,
0.0063130357302725315,
-0.002594725927338004,
-0.08461437374353409,
-0.019959019497036934,
0.030958659946918488,
-0.09277018159627914,
-0.011338097043335438,
-0.005334916990250349,
0.11563161015510559,
-0.09697923809289932,
-0.024384617805480957,
0.06675952672958374,
-0.02842847630381584,
0.0946502536535263,
0.027881065383553505,
-0.075130894780159,
0.08573869615793228,
-0.04353788495063782,
-0.10438165068626404,
0.009655250236392021,
0.05504055693745613,
0.06114564836025238,
-0.05640573054552078,
0.028859181329607964,
0.07429960370063782,
0.043217435479164124,
0.010537214577198029,
0.12511350214481354,
-0.06640240550041199,
-0.015210820361971855,
-0.0011347151594236493,
-0.08458584547042847,
-0.007660106290131807,
0.03458552807569504,
0.1365809142589569,
0.07655248045921326,
0.06572071462869644,
-0.07129476219415665,
0.009836922399699688,
-0.034111686050891876,
0.01894254982471466,
-0.07174602895975113,
-0.1420876532793045,
0.02103661373257637,
-0.0725635439157486,
-0.013513434678316116,
0.04386290907859802,
0.10143844038248062,
0.006001257337629795,
0.12199543416500092,
-0.011408612132072449,
0.04584763944149017,
0.08828041702508926,
-0.027080919593572617,
0.18406634032726288,
0.026017069816589355,
-0.02668009325861931,
-0.0692601129412651,
0.013963381759822369,
0.03116781823337078,
0.061757154762744904,
0.02955021895468235,
0.07309874892234802,
0.035775747150182724,
0.06273196637630463,
0.07463287562131882,
0.04844431206583977,
-0.07955142855644226,
-0.14266161620616913,
0.09412803500890732,
0.07950714230537415,
-0.10029732435941696,
0.10889444500207901,
0.07618504762649536,
-0.08292514830827713,
0.05769793316721916,
0.012526010163128376,
-0.04093012586236,
-0.12298184633255005,
-0.14010664820671082,
-0.05883334204554558,
-0.07566305994987488,
-0.034929290413856506,
-0.09683140367269516,
0.030707301571965218,
0.03704901039600372,
0.08737988024950027,
-0.025832554325461388,
0.12507449090480804,
-0.14902351796627045,
-0.08654357492923737,
0.0544043704867363,
-0.02163439802825451,
0.04320879280567169,
0.03814477473497391,
0.018726661801338196,
-0.021722162142395973,
0.09874416142702103,
0.020677024498581886,
0.04288681223988533,
0.053282104432582855,
0.03328270837664604,
-0.06582473963499069,
-0.06179846450686455,
-0.061341412365436554,
0.00730652641505003,
0.06735417246818542,
0.17617349326610565,
0.02602807804942131,
-0.02729228138923645,
0.02214542217552662,
0.1050833910703659,
-0.030560364946722984,
-0.18492098152637482,
-0.12850677967071533,
0.23565009236335754,
0.007697892840951681,
0.011035057716071606,
0.04056443274021149,
-0.07454641163349152,
-0.10003692656755447,
0.2627841830253601,
0.1411157250404358,
0.07746882736682892,
0.010518171824514866,
0.0170754361897707,
0.013018389232456684,
-0.00000138826806050929,
0.12504717707633972,
0.05715034902095795,
0.12534312903881073,
-0.04773066192865372,
0.0010337732965126634,
0.012274413369596004,
0.001618424546904862,
-0.23884868621826172,
0.061549317091703415,
-0.007941109128296375,
-0.07629017531871796,
0.034768082201480865,
0.07914838939905167,
-0.011630638502538204,
-0.1310344636440277,
-0.13712573051452637,
-0.020384948700666428,
-0.10682313144207001,
-0.0027901101857423782,
-0.006735877133905888,
0.019367124885320663,
0.050024937838315964,
-0.021830810233950615,
0.0948643758893013,
0.15512745082378387,
0.023981720209121704,
-0.07710084319114685,
-0.021097702905535698,
0.19619402289390564,
-0.018013430759310722,
0.09397823363542557,
0.03933791443705559,
0.039737217128276825,
0.09432272613048553,
-0.009210336022078991,
-0.10723382979631424,
0.024404579773545265,
0.01970505714416504,
-0.04298322647809982,
0.08310931921005249,
0.09151087701320648,
-0.05516960471868515,
-0.03294450789690018,
-0.053086016327142715,
-0.025109898298978806,
0.009093455038964748,
0.08594043552875519,
0.053352177143096924,
-0.07770075649023056,
0.09736868739128113,
-0.19138890504837036,
0.07046332210302353,
0.14948685467243195,
-0.012574383988976479,
-0.05852172523736954,
-0.0995984673500061,
0.06234375014901161,
0.05458732694387436,
-0.10426999628543854,
-0.0919884666800499,
-0.11890358477830887,
-0.03825612738728523,
-0.12056512385606766,
0.08084369450807571,
-0.20013919472694397,
0.003453141776844859,
0.0010252837091684341,
0.04579184576869011,
-0.15590745210647583,
0.02777986228466034,
0.09156889468431473,
-0.013725204393267632,
0.022361407056450844,
-0.14585024118423462,
-0.05079273879528046,
-0.009026608429849148,
-0.13886675238609314,
-0.040393587201833725
] |
null | null | transformers |
# bert-base-en-lt-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-lt-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-lt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-lt-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-lt-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-lt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-lt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-lt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.01541865337640047,
0.06664030253887177,
-0.003419790416955948,
0.0913122296333313,
0.0910249724984169,
-0.03678177297115326,
0.11896556615829468,
0.12021376937627792,
-0.043181512504816055,
-0.04156143218278885,
0.017872575670480728,
0.02850593440234661,
0.04100111126899719,
0.04895476996898651,
-0.02061275765299797,
-0.2700934410095215,
-0.009172226302325726,
0.08165811002254486,
-0.034015506505966187,
0.04982580617070198,
0.14768236875534058,
-0.05322514474391937,
0.07115738838911057,
0.05288396403193474,
-0.05925055593252182,
0.10012603551149368,
-0.03302064165472984,
-0.10517124831676483,
0.09445782750844955,
0.12310279160737991,
0.08099167048931122,
0.027054939419031143,
0.06586240231990814,
-0.04219804331660271,
0.01285661943256855,
0.02219139225780964,
0.01491745375096798,
0.021591486409306526,
0.022674258798360825,
-0.036161452531814575,
0.028957663103938103,
-0.07884659618139267,
-0.005888022482395172,
0.060103632509708405,
-0.009796984493732452,
-0.1474430114030838,
-0.05068693682551384,
0.07530155032873154,
0.055579058825969696,
0.009165131486952305,
0.016082214191555977,
0.16612443327903748,
-0.03572775423526764,
0.07053347676992416,
0.18542973697185516,
-0.2575634717941284,
-0.056909024715423584,
0.04795286804437637,
0.05113137140870094,
0.024157743901014328,
-0.03176528215408325,
0.046097803860902786,
0.062245991080999374,
0.07091443240642548,
-0.032987963408231735,
-0.09613081067800522,
-0.07940827310085297,
-0.047016359865665436,
-0.09474334865808487,
-0.020014900714159012,
0.1848464459180832,
-0.03743568807840347,
-0.12197020649909973,
-0.024273350834846497,
-0.011248224414885044,
0.20416304469108582,
-0.05588311702013016,
0.0035490349400788546,
0.009118747897446156,
-0.006112528964877129,
-0.05824952572584152,
-0.14892533421516418,
-0.12571178376674652,
-0.03642217814922333,
-0.11364864557981491,
0.15022695064544678,
0.08038207143545151,
0.026355072855949402,
-0.050379883497953415,
0.00980057567358017,
-0.12465453892946243,
-0.07930000126361847,
-0.013388126157224178,
-0.07096385210752487,
0.03723961114883423,
0.005198442842811346,
-0.08335231244564056,
-0.14340835809707642,
0.10878565907478333,
0.10562895983457565,
0.023626161739230156,
-0.008180024102330208,
-0.12253240495920181,
-0.018115518614649773,
0.05412846803665161,
0.11659092456102371,
-0.08564183115959167,
0.01636681891977787,
0.08554472029209137,
-0.09816520661115646,
0.007853729650378227,
0.023497197777032852,
-0.14448107779026031,
-0.07494908571243286,
-0.0024286606349051,
0.10128842294216156,
0.015960324555635452,
0.06861770153045654,
0.02561062015593052,
-0.035505522042512894,
0.09134833514690399,
-0.12208206206560135,
0.030717073008418083,
-0.04475421831011772,
0.0563800148665905,
0.17768356204032898,
0.027335967868566513,
-0.02494334802031517,
-0.1501343697309494,
-0.06952057778835297,
-0.01816769875586033,
-0.032967641949653625,
-0.023291323333978653,
-0.12742435932159424,
0.0557604618370533,
-0.05375426635146141,
-0.000750322244130075,
-0.15709908306598663,
-0.091280497610569,
0.07448605448007584,
0.060828931629657745,
-0.033750902861356735,
-0.04042064771056175,
0.04952997714281082,
0.03147318214178085,
-0.012484322302043438,
-0.026877954602241516,
0.01067490316927433,
-0.022424805909395218,
0.02806081995368004,
0.0047646863386034966,
0.07063156366348267,
-0.12626804411411285,
0.048226647078990936,
-0.040557995438575745,
-0.021054202690720558,
-0.19043436646461487,
0.05670155584812164,
-0.0976104736328125,
-0.005664836149662733,
-0.13359150290489197,
-0.09329037368297577,
0.08900346606969833,
0.013307983987033367,
0.027352679520845413,
0.06857484579086304,
-0.06406248360872269,
-0.048184726387262344,
0.15568235516548157,
-0.06943224370479584,
-0.005539005156606436,
0.20659756660461426,
0.020374447107315063,
-0.00946840364485979,
0.1213921308517456,
0.042346734553575516,
0.12383662164211273,
-0.11992073059082031,
0.03332797810435295,
0.09665698558092117,
0.01894676871597767,
-0.040733061730861664,
0.09089625626802444,
-0.012076292186975479,
-0.09267808496952057,
0.022765997797250748,
-0.04184472933411598,
0.0482635460793972,
-0.017177807167172432,
-0.0159334484487772,
-0.02968333661556244,
-0.0777377262711525,
0.0696035847067833,
0.01826033741235733,
0.051752638071775436,
-0.07567599415779114,
-0.07252464443445206,
0.12415169179439545,
0.0643625557422638,
-0.05886916071176529,
0.0577971488237381,
-0.09195145964622498,
0.033242665231227875,
-0.10455477982759476,
0.04077290743589401,
-0.12953713536262512,
-0.026477433741092682,
0.04347853735089302,
-0.009539715945720673,
0.08813150972127914,
0.07840077579021454,
0.03966166451573372,
0.020676659420132637,
-0.09673255681991577,
0.11866968870162964,
0.06402458995580673,
-0.016144583001732826,
-0.008449319750070572,
-0.04806353524327278,
-0.04225270077586174,
-0.03611001372337341,
0.04375621676445007,
0.01111235935240984,
0.013961754739284515,
-0.011433906853199005,
0.08642284572124481,
-0.05440893396735191,
0.06945808231830597,
0.04891727492213249,
0.0429733507335186,
-0.04659847915172577,
-0.013203926384449005,
0.05026444420218468,
0.0017077624797821045,
-0.03303249925374985,
0.12086135149002075,
0.07962074130773544,
-0.0006122587947174907,
0.12186871469020844,
0.01667175255715847,
0.015148158185184002,
0.009426026605069637,
-0.007052191067487001,
-0.005033527966588736,
-0.05502941831946373,
-0.07254224270582199,
0.14334699511528015,
0.009532235562801361,
0.11017237603664398,
-0.10128827393054962,
-0.004611236974596977,
0.014461199752986431,
-0.0722726434469223,
-0.05117200314998627,
0.06755103915929794,
0.052041761577129364,
-0.13298143446445465,
0.07852121442556381,
0.07837291061878204,
-0.051076702773571014,
0.10980171710252762,
-0.03709143027663231,
-0.0670647919178009,
0.06302003562450409,
-0.008163981139659882,
0.035745613276958466,
-0.029196595773100853,
-0.0915355309844017,
-0.03771141543984413,
0.09719223529100418,
-0.039910923689603806,
-0.017305690795183182,
-0.08392699062824249,
0.040482863783836365,
0.021489184349775314,
-0.05574284493923187,
-0.06043262407183647,
0.008259802125394344,
0.011702636256814003,
0.0608595535159111,
0.013930505141615868,
-0.012262919917702675,
0.044974371790885925,
0.027023931965231895,
-0.02792784385383129,
0.1297145038843155,
-0.12290803343057632,
-0.3007678687572479,
-0.22241759300231934,
-0.215219646692276,
-0.16764797270298004,
0.049710579216480255,
0.08991170674562454,
-0.08970152586698532,
-0.09197615087032318,
0.00011200672452105209,
0.09568839520215988,
-0.008340696804225445,
-0.004472124390304089,
0.02502492628991604,
0.003520354861393571,
0.012926284223794937,
-0.16815386712551117,
-0.013980415649712086,
0.04916004464030266,
-0.11925269663333893,
0.05897960439324379,
-0.08825401216745377,
0.05774058774113655,
0.04634026437997818,
-0.052271321415901184,
0.004652056843042374,
-0.029284611344337463,
0.0869305431842804,
0.009281093254685402,
0.04996383935213089,
0.2012273073196411,
-0.005274936091154814,
0.05190989747643471,
0.08722548186779022,
0.06864074617624283,
-0.006857714615762234,
0.042470917105674744,
0.043405454605817795,
-0.05433730408549309,
-0.22380058467388153,
-0.03553378954529762,
-0.05788011848926544,
0.029338698834180832,
0.06122322753071785,
0.05282917991280556,
-0.020581457763910294,
0.08831989765167236,
-0.04709664732217789,
0.11256323754787445,
-0.0035783795174211264,
0.07644712924957275,
0.2136675864458084,
-0.014823134988546371,
0.0993717834353447,
-0.0773252472281456,
-0.1045583039522171,
0.12901243567466736,
0.061760928481817245,
0.0839105099439621,
-0.007041116710752249,
0.11460625380277634,
0.05429690703749657,
0.02044200710952282,
0.08362855017185211,
0.2074384093284607,
-0.04117288812994957,
0.01930377446115017,
-0.032990407198667526,
-0.05466514080762863,
0.01523146964609623,
-0.02765248715877533,
0.07070430368185043,
-0.0650443509221077,
-0.00838461983948946,
-0.10708173364400864,
-0.0048585268668830395,
0.2622961103916168,
0.05633627623319626,
-0.13178512454032898,
-0.05694885179400444,
0.025047121569514275,
-0.11244512349367142,
-0.09449402242898941,
0.019205961376428604,
0.023825760930776596,
-0.11999586969614029,
0.11401501297950745,
0.020014679059386253,
0.12154661864042282,
-0.03596805781126022,
0.02406780980527401,
-0.11519304662942886,
0.06277874112129211,
0.010349494405090809,
0.1321062296628952,
-0.19288435578346252,
0.13050416111946106,
0.027223480865359306,
0.010214027017354965,
-0.13310478627681732,
0.06473072618246078,
0.04770999029278755,
0.08185330033302307,
0.08285730332136154,
-0.00802522525191307,
0.16981446743011475,
-0.08189673721790314,
-0.09183420985937119,
0.054068759083747864,
0.0158784631639719,
0.015948276966810226,
0.07298965752124786,
-0.02073245868086815,
-0.04717152565717697,
-0.017504701390862465,
0.07395501434803009,
-0.1508847177028656,
-0.16513870656490326,
0.053862202912569046,
0.02489199861884117,
-0.06465240567922592,
-0.025901390239596367,
-0.12095610052347183,
-0.04999449849128723,
0.1868223398923874,
0.14355166256427765,
-0.14421160519123077,
-0.09353990107774734,
-0.06794463098049164,
0.13466304540634155,
-0.08428098261356354,
0.06585697829723358,
-0.05419088900089264,
0.1455591470003128,
-0.05641327425837517,
-0.11126918345689774,
-0.019854718819260597,
-0.09377993643283844,
-0.025733713060617447,
0.03795084357261658,
0.12197259068489075,
-0.022845467552542686,
0.05212198942899704,
0.05814716964960098,
-0.038135770708322525,
0.004243694245815277,
-0.06988143175840378,
-0.07556896656751633,
0.01476069912314415,
0.10745114833116531,
0.0706920325756073,
-0.11553482711315155,
-0.15230895578861237,
-0.006499270908534527,
-0.014092804864048958,
0.19133125245571136,
0.17731884121894836,
-0.004943979438394308,
0.0667625367641449,
0.26832452416419983,
-0.02410535328090191,
-0.2623564302921295,
-0.16172805428504944,
0.00815573800355196,
0.011566395871341228,
-0.062168121337890625,
-0.1824071705341339,
0.11426395177841187,
0.01777319610118866,
-0.02214863896369934,
-0.08101315796375275,
-0.10365252941846848,
-0.0870714783668518,
0.1999453902244568,
0.04836871847510338,
0.11600358784198761,
-0.12013179808855057,
-0.043613500893116,
-0.12069080770015717,
-0.18320603668689728,
0.13066495954990387,
-0.055577557533979416,
0.11536262929439545,
-0.004602106288075447,
0.062048718333244324,
0.024435896426439285,
0.016659563407301903,
0.09437362849712372,
-0.009627381339669228,
-0.06263164430856705,
-0.06978265196084976,
0.03792263939976692,
0.08409985154867172,
0.015275916084647179,
0.1696058064699173,
-0.061927035450935364,
-0.027499521151185036,
-0.002004476962611079,
-0.07919136434793472,
-0.0657690167427063,
0.08770613372325897,
0.014634625986218452,
-0.08931570500135422,
-0.03568534553050995,
-0.005156440194696188,
-0.04562397673726082,
-0.028527863323688507,
0.07490937411785126,
-0.018488025292754173,
0.012444636784493923,
0.13363656401634216,
0.18029029667377472,
-0.12883171439170837,
0.037855975329875946,
-0.04190713167190552,
-0.10600468516349792,
0.04415559396147728,
-0.04901439696550369,
0.055784404277801514,
0.040091563016176224,
0.0046288068406283855,
0.08074114471673965,
0.02777639590203762,
-0.06426848471164703,
-0.01244497112929821,
0.08436480909585953,
-0.05972835421562195,
-0.15703773498535156,
-0.05554880201816559,
-0.0439433753490448,
-0.07407029718160629,
0.08134325593709946,
0.13519573211669922,
-0.029723122715950012,
-0.09416548907756805,
0.020253516733646393,
0.01432079542428255,
-0.05171303078532219,
0.08152125775814056,
0.0854138433933258,
0.007818610407412052,
-0.11274801194667816,
0.08702536672353745,
0.12397217005491257,
-0.07847745716571808,
0.025668460875749588,
0.08374358713626862,
-0.05909217521548271,
-0.0982644334435463,
0.043370652943849564,
0.0019394882256165147,
-0.1064915657043457,
-0.0649501234292984,
-0.025473106652498245,
-0.09399621188640594,
0.03464186564087868,
0.08911820501089096,
0.06672303378582001,
-0.030927427113056183,
-0.058884330093860626,
-0.002037244848906994,
-0.05277850851416588,
0.059457387775182724,
0.07015084475278854,
0.05514322221279144,
-0.06417994201183319,
0.029287295415997505,
-0.039874061942100525,
0.14793778955936432,
-0.05017193779349327,
-0.029715273529291153,
-0.09038300812244415,
-0.021577170118689537,
-0.27590858936309814,
0.02478596195578575,
-0.10066548734903336,
0.007131199352443218,
0.00024792616022750735,
-0.08682326227426529,
-0.021899692714214325,
0.033740460872650146,
-0.09478799253702164,
-0.012494797818362713,
-0.005079193972051144,
0.11129023879766464,
-0.10029611736536026,
-0.023416131734848022,
0.06843335926532745,
-0.02996746264398098,
0.09277816116809845,
0.028184110298752785,
-0.07933243364095688,
0.08994045108556747,
-0.05163482576608658,
-0.10627375543117523,
0.013843185268342495,
0.06235310807824135,
0.0630568340420723,
-0.05479365587234497,
0.030063079670071602,
0.07552246004343033,
0.04704679921269417,
0.013067812658846378,
0.11858850717544556,
-0.06591591984033585,
-0.010940143838524818,
-0.006267286837100983,
-0.08368890732526779,
-0.004101211670786142,
0.03181266039609909,
0.14018723368644714,
0.07675953954458237,
0.06631526350975037,
-0.06922287493944168,
0.006104673258960247,
-0.035058557987213135,
0.019177768379449844,
-0.07201424241065979,
-0.13762013614177704,
0.0279830489307642,
-0.07287172973155975,
-0.01133571844547987,
0.043650493025779724,
0.10003357380628586,
0.0010074703022837639,
0.12101702392101288,
-0.01008034311234951,
0.054982807487249374,
0.08343743532896042,
-0.028818512335419655,
0.17955665290355682,
0.027773279696702957,
-0.023473670706152916,
-0.07199706137180328,
0.01046113483607769,
0.03521793335676193,
0.0502360574901104,
0.04553360864520073,
0.05929083749651909,
0.035238273441791534,
0.06167621910572052,
0.08467729389667511,
0.04715615510940552,
-0.09010947495698929,
-0.1491057425737381,
0.0880085825920105,
0.0832933858036995,
-0.09990239888429642,
0.10805917531251907,
0.07214239984750748,
-0.08430394530296326,
0.059980764985084534,
0.012733799405395985,
-0.044134438037872314,
-0.12523233890533447,
-0.1399880051612854,
-0.056844405829906464,
-0.08370461314916611,
-0.03402729704976082,
-0.10016575455665588,
0.03137294203042984,
0.03254939615726471,
0.09201163798570633,
-0.020812226459383965,
0.12761400640010834,
-0.16731901466846466,
-0.08286291360855103,
0.05242832750082016,
-0.02270270325243473,
0.04397229105234146,
0.036934833973646164,
0.016934841871261597,
-0.025032924488186836,
0.09825151413679123,
0.01638534665107727,
0.04563593119382858,
0.05606892332434654,
0.03582002595067024,
-0.06598376482725143,
-0.055340200662612915,
-0.06501134485006332,
0.005344056989997625,
0.06514078378677368,
0.17532877624034882,
0.02807871624827385,
-0.030397383496165276,
0.021265817806124687,
0.10611901432275772,
-0.03889545053243637,
-0.19794778525829315,
-0.12852108478546143,
0.23077116906642914,
0.006557798478752375,
0.008703920058906078,
0.039825454354286194,
-0.0752120167016983,
-0.10077375173568726,
0.26787304878234863,
0.1475943773984909,
0.07386860251426697,
0.01367703452706337,
0.014341577887535095,
0.01303440798074007,
-0.0013627858133986592,
0.12437556684017181,
0.06424618512392044,
0.13259591162204742,
-0.04754740372300148,
-0.005087060388177633,
0.008566825650632381,
0.0058175381273031235,
-0.23412476480007172,
0.05500693619251251,
-0.007071513216942549,
-0.07551294565200806,
0.0323001928627491,
0.07942990213632584,
-0.013740814290940762,
-0.12424200028181076,
-0.13222788274288177,
-0.018940212205052376,
-0.10472054034471512,
-0.0027982064057141542,
-0.014979545027017593,
0.018344752490520477,
0.04918619990348816,
-0.02556355856359005,
0.09063873440027237,
0.1558477282524109,
0.022301871329545975,
-0.08712124079465866,
-0.02858009934425354,
0.200190007686615,
-0.009638906456530094,
0.08984304964542389,
0.0406704843044281,
0.04131118580698967,
0.09060102701187134,
-0.005418073385953903,
-0.1051139086484909,
0.021994687616825104,
0.01956973224878311,
-0.05063610151410103,
0.08322186022996902,
0.08393578976392746,
-0.05818457901477814,
-0.03178346902132034,
-0.05439550057053566,
-0.015349517576396465,
0.008597714826464653,
0.10150916874408722,
0.058318130671978,
-0.08046454936265945,
0.09069100022315979,
-0.19394920766353607,
0.07393138110637665,
0.1535710096359253,
-0.011389906518161297,
-0.05892998352646828,
-0.09809660166501999,
0.05935395136475563,
0.05094461515545845,
-0.10606301575899124,
-0.08943813294172287,
-0.12278547137975693,
-0.035747919231653214,
-0.11090336740016937,
0.08083750307559967,
-0.202799990773201,
-0.006838867906481028,
0.002247665310278535,
0.04677191749215126,
-0.1545041799545288,
0.03183618187904358,
0.10035184025764465,
-0.010220278054475784,
0.02163313701748848,
-0.13965189456939697,
-0.051597852259874344,
-0.009637432172894478,
-0.14039742946624756,
-0.04201343655586243
] |
null | null | transformers |
# bert-base-en-nl-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-nl-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-nl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-nl-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-nl-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-nl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-nl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
64,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-nl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.026954108849167824,
0.08834947645664215,
-0.0035763964988291264,
0.09097112715244293,
0.07362592220306396,
-0.05960657075047493,
0.11245989799499512,
0.1179407462477684,
-0.035322405397892,
-0.00954041350632906,
0.0273244921118021,
0.026662608608603477,
0.04012959823012352,
0.06782964617013931,
-0.03377596288919449,
-0.24920888245105743,
0.009011415764689445,
0.06349362432956696,
-0.012395689263939857,
0.06779523938894272,
0.13864970207214355,
-0.064512237906456,
0.0756734237074852,
0.0531836561858654,
-0.040856458246707916,
0.09304895997047424,
-0.016559364274144173,
-0.11588557809591293,
0.08706169575452805,
0.10389568656682968,
0.06976784020662308,
0.025593172758817673,
0.06547579169273376,
-0.046531643718481064,
0.016756145283579826,
0.032170772552490234,
0.022283289581537247,
0.027776435017585754,
0.031116630882024765,
-0.04509011656045914,
0.041810404509305954,
-0.08738623559474945,
-0.00009946641512215137,
0.05704895406961441,
-0.013149882666766644,
-0.17624592781066895,
-0.05882435292005539,
0.08377812057733536,
0.06548111885786057,
0.017767108976840973,
0.0042672427371144295,
0.18198050558567047,
-0.03389766812324524,
0.08672875165939331,
0.1916898787021637,
-0.26752620935440063,
-0.06035071611404419,
0.07045304775238037,
0.033283911645412445,
0.024591442197561264,
-0.03989996388554573,
0.04233522713184357,
0.07087574899196625,
0.06793578714132309,
-0.025063546374440193,
-0.08567624539136887,
-0.07036510854959488,
-0.049773477017879486,
-0.10951907932758331,
-0.033478643745183945,
0.17959146201610565,
-0.03250080719590187,
-0.13440242409706116,
-0.03892059996724129,
-0.028611114248633385,
0.19157665967941284,
-0.04790434241294861,
0.00027817109366878867,
0.008197015151381493,
-0.013684699311852455,
-0.06265799701213837,
-0.12327694892883301,
-0.12262657284736633,
-0.04082048311829567,
-0.11838971078395844,
0.15912146866321564,
0.07663936167955399,
0.033044952899217606,
-0.05813414976000786,
0.015457170084118843,
-0.13520976901054382,
-0.0865318700671196,
-0.029375256970524788,
-0.07468973100185394,
0.05255863815546036,
-0.0014259455492720008,
-0.0769910141825676,
-0.12575112283229828,
0.12367462366819382,
0.12057041376829147,
-0.006333835888653994,
-0.00772613100707531,
-0.11905257403850555,
-0.018521783873438835,
0.052065856754779816,
0.133943110704422,
-0.10238441079854965,
0.03020055778324604,
0.10581132769584656,
-0.07834683358669281,
0.03293800726532936,
0.029830990359187126,
-0.12216010689735413,
-0.06969086825847626,
0.035829782485961914,
0.11563929915428162,
0.0055301254615187645,
0.06579932570457458,
0.02468949183821678,
-0.01924637332558632,
0.08442958444356918,
-0.13149645924568176,
0.02215472422540188,
-0.041734471917152405,
0.04165536165237427,
0.1612553596496582,
0.020242886617779732,
-0.032203901559114456,
-0.150128573179245,
-0.06204923987388611,
-0.026917599141597748,
-0.035955630242824554,
-0.01208888553082943,
-0.12589779496192932,
0.06477154791355133,
-0.03759103640913963,
0.006301764398813248,
-0.168116956949234,
-0.10474679619073868,
0.0723809152841568,
0.03880050778388977,
-0.029479138553142548,
-0.022350218147039413,
0.04794205725193024,
0.007000415585935116,
-0.021270619705319405,
-0.024944603443145752,
-0.017838511615991592,
-0.03164176642894745,
0.04308179393410683,
0.006085825618356466,
0.06940997391939163,
-0.10646845400333405,
0.039150118827819824,
-0.079159677028656,
-0.016759872436523438,
-0.20326106250286102,
0.04092494398355484,
-0.08933164924383163,
-0.009674678556621075,
-0.1314147412776947,
-0.10365292429924011,
0.08679816126823425,
0.00227241194806993,
0.036917995661497116,
0.07889797538518906,
-0.05270161107182503,
-0.03828630596399307,
0.18078309297561646,
-0.09388875961303711,
-0.02241113968193531,
0.22275708615779877,
0.0194210484623909,
-0.02607186697423458,
0.13265548646450043,
0.058130208402872086,
0.08986538648605347,
-0.11774736642837524,
0.021535789594054222,
0.07646110653877258,
0.020982880145311356,
-0.007300587370991707,
0.08797262609004974,
-0.0234561488032341,
-0.08716461807489395,
0.0224837064743042,
-0.03750217333436012,
0.03145679086446762,
-0.019036762416362762,
-0.009936434216797352,
-0.04057103395462036,
-0.0791826844215393,
0.07162199914455414,
0.012225608341395855,
0.0302553940564394,
-0.09262523055076599,
-0.07118585705757141,
0.08859596401453018,
0.07637665420770645,
-0.06244485452771187,
0.03783193230628967,
-0.0942012220621109,
0.0629887729883194,
-0.11089315265417099,
0.03202848508954048,
-0.12770625948905945,
-0.041891127824783325,
0.04380849003791809,
-0.03413476422429085,
0.062162838876247406,
0.04286088049411774,
0.04764321818947792,
0.03840074688196182,
-0.08693507313728333,
0.09621064364910126,
0.055763814598321915,
-0.010762404650449753,
-0.004029399715363979,
-0.045050691813230515,
-0.03303876891732216,
-0.036878470331430435,
0.053279370069503784,
-0.016776161268353462,
0.01628868281841278,
0.006634841673076153,
0.09093890339136124,
-0.041375916451215744,
0.05624443292617798,
0.06378759443759918,
0.032606836408376694,
-0.04313221573829651,
-0.026823891326785088,
0.03836195915937424,
-0.004271593410521746,
-0.03787033632397652,
0.11844244599342346,
0.03802719712257385,
0.02632041834294796,
0.1296854466199875,
0.04248424991965294,
0.011083880439400673,
0.02547111175954342,
-0.0077306777238845825,
0.0038401528727263212,
-0.0616149976849556,
-0.058802686631679535,
0.11173540353775024,
0.00407018419355154,
0.10317960381507874,
-0.1251540333032608,
-0.017268184572458267,
0.022171737626194954,
-0.0946430116891861,
-0.05314432829618454,
0.09039848297834396,
0.014817897230386734,
-0.15065573155879974,
0.08760154992341995,
0.08476995676755905,
-0.05215976759791374,
0.11084147542715073,
-0.03880978003144264,
-0.08527833968400955,
0.061061371117830276,
0.013090232387185097,
0.03285769000649452,
-0.0188908651471138,
-0.06869429349899292,
-0.021161876618862152,
0.0960586741566658,
-0.03593876212835312,
-0.027639882639050484,
-0.09933531284332275,
0.04392877593636513,
0.011985128745436668,
-0.06403014063835144,
-0.05807873606681824,
0.020686954259872437,
0.018152806907892227,
0.08360538631677628,
0.0007275422685779631,
-0.018446357920765877,
0.036023274064064026,
0.026064250618219376,
-0.034269776195287704,
0.14155153930187225,
-0.11194892227649689,
-0.30039092898368835,
-0.21473442018032074,
-0.18002714216709137,
-0.1776377558708191,
0.04746730625629425,
0.08902373164892197,
-0.08137928694486618,
-0.09872252494096756,
-0.022004878148436546,
0.07995413988828659,
0.00003392863800399937,
-0.007934335619211197,
0.03125631436705589,
-0.00048753508599475026,
0.024591373279690742,
-0.1632956564426422,
-0.029284393414855003,
0.03988922759890556,
-0.13878992199897766,
0.06580567359924316,
-0.07156466692686081,
0.059556953608989716,
0.05092070624232292,
-0.05351565405726433,
0.0018688528798520565,
-0.024229003116488457,
0.09811333566904068,
-0.00006852262595202774,
0.05280313268303871,
0.23029746115207672,
-0.014189555309712887,
0.0481346994638443,
0.08173748105764389,
0.058125291019678116,
-0.022610735148191452,
0.05256357416510582,
0.037656113505363464,
-0.054055873304605484,
-0.21631024777889252,
-0.03615375608205795,
-0.042468756437301636,
0.04886958748102188,
0.05608253926038742,
0.06193903461098671,
-0.012092269957065582,
0.08370386064052582,
-0.0632304847240448,
0.07908593118190765,
0.028211606666445732,
0.08288389444351196,
0.19491265714168549,
-0.0050235106609761715,
0.09923690557479858,
-0.07525918632745743,
-0.09674072265625,
0.13810159265995026,
0.039790328592061996,
0.06319331377744675,
-0.027640484273433685,
0.09584241360425949,
0.052238211035728455,
0.03753504902124405,
0.08156467229127884,
0.20238472521305084,
-0.046667151153087616,
0.014134038239717484,
-0.022938286885619164,
-0.06678321957588196,
0.0020245013292878866,
-0.030634524300694466,
0.03667598217725754,
-0.02227906696498394,
-0.022005517035722733,
-0.09521292895078659,
0.018553990870714188,
0.2521434724330902,
0.0805915892124176,
-0.16834113001823425,
-0.08901876211166382,
0.025032877922058105,
-0.10755743831396103,
-0.09442460536956787,
0.032253023236989975,
0.045216113328933716,
-0.1271626204252243,
0.11050328612327576,
0.01544253621250391,
0.10975541174411774,
-0.03765440359711647,
0.01624079793691635,
-0.11683491617441177,
0.07596226781606674,
-0.0018175765872001648,
0.12703686952590942,
-0.19269238412380219,
0.1196361854672432,
0.025272801518440247,
0.018262775614857674,
-0.12310567498207092,
0.05863025039434433,
0.05836872756481171,
0.08441652357578278,
0.10324584692716599,
-0.006965700536966324,
0.16815216839313507,
-0.10410252213478088,
-0.10746703296899796,
0.05125937983393669,
0.01419579703360796,
0.02058080956339836,
0.0853927731513977,
-0.021899277344346046,
-0.044849153608083725,
-0.021991971880197525,
0.04245078191161156,
-0.14685402810573578,
-0.1366717666387558,
0.0385238379240036,
0.033772025257349014,
-0.046591099351644516,
-0.054679471999406815,
-0.1163095161318779,
-0.04166436195373535,
0.1794169694185257,
0.15599870681762695,
-0.1526450216770172,
-0.08839298039674759,
-0.05675186216831207,
0.13072097301483154,
-0.08506277203559875,
0.0757061317563057,
-0.06230884790420532,
0.15400934219360352,
-0.0451628677546978,
-0.10838001221418381,
-0.008536788634955883,
-0.09685491025447845,
-0.0605495348572731,
0.04578656703233719,
0.13477663695812225,
-0.019076909869909286,
0.03680169954895973,
0.061003636568784714,
-0.02922636829316616,
0.011808169074356556,
-0.07497292011976242,
-0.06676598638296127,
0.05176597833633423,
0.11155713349580765,
0.08513332158327103,
-0.09630462527275085,
-0.16637958586215973,
-0.017703216522932053,
-0.003763028187677264,
0.17441587150096893,
0.20736123621463776,
-0.006986789871007204,
0.051475923508405685,
0.2695774435997009,
-0.010230056941509247,
-0.2639712691307068,
-0.15272405743598938,
-0.015622874721884727,
0.0066385287791490555,
-0.049215398728847504,
-0.13904498517513275,
0.12095845490694046,
0.03763088956475258,
-0.024177735671401024,
-0.06829485297203064,
-0.13941991329193115,
-0.08620356768369675,
0.19976820051670074,
0.07063637673854828,
0.11380267143249512,
-0.11430715024471283,
-0.04043222963809967,
-0.09718727320432663,
-0.1803206354379654,
0.11503037810325623,
-0.0873713418841362,
0.10402942448854446,
-0.008794592693448067,
0.05551557242870331,
0.031920820474624634,
0.005183078348636627,
0.09548132121562958,
-0.03983282297849655,
-0.03741316497325897,
-0.07505333423614502,
0.053430285304784775,
0.0880017951130867,
0.006045171525329351,
0.19029411673545837,
-0.05185228958725929,
-0.0014834527391940355,
0.022934669628739357,
-0.07868552953004837,
-0.07063920795917511,
0.09277968853712082,
0.005842701066285372,
-0.08892934769392014,
-0.03892318904399872,
0.0005805520340800285,
-0.04855388402938843,
-0.03449972718954086,
0.06920739263296127,
-0.012865129858255386,
0.02954535186290741,
0.14647211134433746,
0.1653951108455658,
-0.10706549882888794,
0.06267507374286652,
-0.04020290821790695,
-0.10631448030471802,
0.04502280801534653,
-0.047169655561447144,
0.06447318941354752,
0.04624095559120178,
0.011776993051171303,
0.08190380781888962,
0.025034254416823387,
-0.07916456460952759,
-0.016142021864652634,
0.07069388777017593,
-0.09129040688276291,
-0.16305804252624512,
-0.051187194883823395,
-0.04853567108511925,
-0.06618509441614151,
0.09331540018320084,
0.141169011592865,
-0.042027294635772705,
-0.09125272929668427,
0.014953290112316608,
0.033225856721401215,
-0.035981398075819016,
0.08606122434139252,
0.07612330466508865,
0.007993251085281372,
-0.11219999194145203,
0.10729052126407623,
0.11358154565095901,
-0.08021006733179092,
0.029380222782492638,
0.07297921180725098,
-0.07488839328289032,
-0.0891905128955841,
0.02795553021132946,
-0.00477221142500639,
-0.08487509191036224,
-0.07326239347457886,
-0.036055292934179306,
-0.10359303653240204,
0.02970404550433159,
0.11973688751459122,
0.07846426963806152,
-0.01941070519387722,
-0.03920983895659447,
-0.0006055395933799446,
-0.06495656073093414,
0.09318196028470993,
0.07883863896131516,
0.05384952947497368,
-0.08191318809986115,
0.03068741410970688,
-0.03830976411700249,
0.12051211297512054,
-0.0485197976231575,
-0.03331290930509567,
-0.09272134304046631,
-0.02165190689265728,
-0.2711341977119446,
0.03159205615520477,
-0.10579574108123779,
0.010861903429031372,
-0.007688396144658327,
-0.07895228266716003,
-0.019170664250850677,
0.04451143741607666,
-0.0893261730670929,
-0.01620454527437687,
-0.010460155084729195,
0.10547421127557755,
-0.12809154391288757,
-0.031110307201743126,
0.06702986359596252,
-0.03661932051181793,
0.10544315725564957,
0.04217835143208504,
-0.0720481351017952,
0.09695443511009216,
-0.092413030564785,
-0.0903371050953865,
0.029536830261349678,
0.05471966043114662,
0.057018544524908066,
-0.08233295381069183,
0.03484180197119713,
0.08403513580560684,
0.02167435921728611,
0.011141628958284855,
0.10807356983423233,
-0.0735006034374237,
-0.04049624502658844,
0.008447754196822643,
-0.06417465955018997,
-0.016573170199990273,
0.02532149665057659,
0.13452766835689545,
0.07498055696487427,
0.07675427198410034,
-0.08406149595975876,
-0.0034576503094285727,
-0.0498502179980278,
0.015650412067770958,
-0.07294491678476334,
-0.14482301473617554,
0.00269229244440794,
-0.04666168987751007,
-0.004764876794070005,
0.0362926609814167,
0.09373268485069275,
-0.008514695800840855,
0.11335809528827667,
-0.005975629668682814,
0.040889278054237366,
0.10005299746990204,
-0.021827368065714836,
0.18595834076404572,
0.012856758199632168,
-0.03342851996421814,
-0.07799682766199112,
0.005747917108237743,
0.04437192901968956,
0.026542043313384056,
0.0530816875398159,
0.06974441558122635,
0.03312045335769653,
0.0535048246383667,
0.06582479178905487,
0.05538076534867287,
-0.07328439503908157,
-0.16392582654953003,
0.07227789610624313,
0.07759871333837509,
-0.08434218913316727,
0.10318819433450699,
0.10886652767658234,
-0.08030246198177338,
0.04400334134697914,
0.0015928060747683048,
-0.040404949337244034,
-0.13634689152240753,
-0.1522798091173172,
-0.06616612523794174,
-0.0828733816742897,
-0.033167529851198196,
-0.11231062561273575,
0.03411264345049858,
0.027444615960121155,
0.0966915711760521,
-0.037619419395923615,
0.14492668211460114,
-0.16296589374542236,
-0.08227957785129547,
0.06201628968119621,
-0.019174516201019287,
0.02922242321074009,
0.06526167690753937,
0.009351707063615322,
-0.015336652286350727,
0.0867241621017456,
0.0295585747808218,
0.05358784645795822,
0.06039321795105934,
0.041149675846099854,
-0.07639919966459274,
-0.058007217943668365,
-0.05270004644989967,
0.008272312581539154,
0.05727136880159378,
0.15161852538585663,
0.04382335767149925,
-0.035077277570962906,
0.029771946370601654,
0.14539192616939545,
-0.04904087260365486,
-0.18461355566978455,
-0.12631309032440186,
0.24266749620437622,
0.00628596032038331,
0.014399406500160694,
0.05020594224333763,
-0.09101156890392303,
-0.07470286637544632,
0.2386217713356018,
0.11799313127994537,
0.08471086621284485,
0.025034481659531593,
-0.007030012086033821,
0.006311266683042049,
-0.01755015179514885,
0.10931071639060974,
0.07376459985971451,
0.13220089673995972,
-0.0444486066699028,
0.014035571366548538,
0.0015627655666321516,
0.010102286003530025,
-0.2268635779619217,
0.047879017889499664,
-0.011415518820285797,
-0.0672464445233345,
0.011102591641247272,
0.08243082463741302,
-0.01349487155675888,
-0.1281229555606842,
-0.12617790699005127,
-0.015532041899859905,
-0.10285387933254242,
0.008564868941903114,
-0.019476905465126038,
0.018160369247198105,
0.050846412777900696,
-0.027939477935433388,
0.09583825618028641,
0.14219976961612701,
0.03388769179582596,
-0.06823112815618515,
-0.036242809146642685,
0.18151386082172394,
0.010066572576761246,
0.11712110042572021,
0.04779006168246269,
0.03396173194050789,
0.10200882703065872,
-0.02388060837984085,
-0.11779258400201797,
0.047681618481874466,
0.025304878130555153,
-0.044748082756996155,
0.07497811317443848,
0.09053776413202286,
-0.04085462540388107,
-0.018308518454432487,
-0.041069600731134415,
-0.020204495638608932,
-0.0018427959876134992,
0.07959345728158951,
0.054841283708810806,
-0.09288524836301804,
0.09485884755849838,
-0.18215645849704742,
0.0708409920334816,
0.15181390941143036,
-0.026488171890378,
-0.0348937027156353,
-0.0967077910900116,
0.07802079617977142,
0.04532654955983162,
-0.11165253818035126,
-0.050105590373277664,
-0.11753245443105698,
-0.011181697249412537,
-0.10442250967025757,
0.08262815326452255,
-0.217935249209404,
-0.0029133744537830353,
-0.004452516790479422,
0.03627409413456917,
-0.15809543430805206,
0.040131982415914536,
0.10248595476150513,
-0.003938795067369938,
0.019237251952290535,
-0.10560815036296844,
-0.05120573192834854,
0.006130137015134096,
-0.12513424456119537,
-0.047342054545879364
] |
null | null | transformers |
# bert-base-en-no-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-no-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-no-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-no-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-no-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-no-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-no-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-no-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.014345858246088028,
0.07774946838617325,
-0.003535583848133683,
0.08970042318105698,
0.0901443362236023,
-0.03829219937324524,
0.11909462511539459,
0.11702216416597366,
-0.04081142693758011,
-0.03909136727452278,
0.022149603813886642,
0.028575679287314415,
0.04324507340788841,
0.0532660111784935,
-0.02191350981593132,
-0.27465295791625977,
-0.008139641024172306,
0.0815872848033905,
-0.023849956691265106,
0.04927841201424599,
0.14742906391620636,
-0.05583939328789711,
0.06816135346889496,
0.05404927209019661,
-0.05709760636091232,
0.097346231341362,
-0.036544304341077805,
-0.10724993795156479,
0.09327103942632675,
0.12053237110376358,
0.08345837891101837,
0.03007560595870018,
0.06070486083626747,
-0.0371737964451313,
0.013175326399505138,
0.020310068503022194,
0.015030687674880028,
0.02376958355307579,
0.029697339981794357,
-0.03370899334549904,
0.02884293906390667,
-0.07493636757135391,
-0.004370598588138819,
0.061649709939956665,
-0.01244569942355156,
-0.15415528416633606,
-0.05148034170269966,
0.07357057183980942,
0.05356083810329437,
0.011970659717917442,
0.01353625301271677,
0.16046522557735443,
-0.032378047704696655,
0.06804284453392029,
0.17663712799549103,
-0.2566564381122589,
-0.05645177140831947,
0.04179462417960167,
0.05234567075967789,
0.02114960178732872,
-0.03710789233446121,
0.040596406906843185,
0.056581102311611176,
0.07080502063035965,
-0.03737824037671089,
-0.09558691084384918,
-0.07825078070163727,
-0.05454358458518982,
-0.09166283905506134,
-0.022459039464592934,
0.17850670218467712,
-0.032977648079395294,
-0.12411084026098251,
-0.026300137862563133,
-0.013008098118007183,
0.20188505947589874,
-0.0560583658516407,
0.0030589306261390448,
0.0081702945753932,
-0.004910030402243137,
-0.06595554202795029,
-0.14750581979751587,
-0.12645700573921204,
-0.034092631191015244,
-0.11384209990501404,
0.1458764672279358,
0.07915373891592026,
0.02947091870009899,
-0.048559900373220444,
0.005929695442318916,
-0.120669886469841,
-0.08231991529464722,
-0.008791215717792511,
-0.07303314656019211,
0.03859725967049599,
0.007289457600563765,
-0.08211186528205872,
-0.14535902440547943,
0.11240361630916595,
0.11279920488595963,
0.015703903511166573,
-0.004617765080183744,
-0.12232619524002075,
-0.019718900322914124,
0.0585969015955925,
0.11619273573160172,
-0.08742205053567886,
0.012232151813805103,
0.08660276979207993,
-0.09945378452539444,
0.010839666239917278,
0.023207295686006546,
-0.1397913694381714,
-0.0741424635052681,
0.0036341031081974506,
0.09849371761083603,
0.01444774866104126,
0.06796635687351227,
0.025286411866545677,
-0.03626592084765434,
0.09842368215322495,
-0.11910758912563324,
0.02967797964811325,
-0.04023382067680359,
0.05780349299311638,
0.17899271845817566,
0.023534873500466347,
-0.021275192499160767,
-0.1498125195503235,
-0.06984176486730576,
-0.01544986478984356,
-0.03259807825088501,
-0.021409425884485245,
-0.12221834063529968,
0.05688144639134407,
-0.053879305720329285,
-0.0005574636743403971,
-0.1586826741695404,
-0.08473066985607147,
0.0763293206691742,
0.06152816489338875,
-0.03624093160033226,
-0.039621464908123016,
0.05556816980242729,
0.03665760159492493,
-0.013750498183071613,
-0.029673663899302483,
0.012286881916224957,
-0.02270234376192093,
0.029954953119158745,
0.007143170572817326,
0.06802520900964737,
-0.12621374428272247,
0.04744311049580574,
-0.044328220188617706,
-0.02165941707789898,
-0.19544737040996552,
0.05374189466238022,
-0.09515581279993057,
-0.008634707890450954,
-0.137719988822937,
-0.09012145549058914,
0.08854441344738007,
0.008534470573067665,
0.029929185286164284,
0.06695457547903061,
-0.05532912537455559,
-0.04563216120004654,
0.15360476076602936,
-0.06971290707588196,
-0.00499775679782033,
0.2106970101594925,
0.02024892345070839,
-0.012973706237971783,
0.12020409107208252,
0.04308168217539787,
0.10747039318084717,
-0.11959432810544968,
0.032621897757053375,
0.09240593016147614,
0.018486371263861656,
-0.035320181399583817,
0.0970195084810257,
-0.019316306337714195,
-0.0898444727063179,
0.023189209401607513,
-0.02268112823367119,
0.04643925279378891,
-0.015942012891173363,
-0.015621114522218704,
-0.02541758492588997,
-0.07728525251150131,
0.07048097997903824,
0.024170607328414917,
0.05258042365312576,
-0.07429031282663345,
-0.07540366053581238,
0.11159592866897583,
0.058471519500017166,
-0.058988336473703384,
0.056306250393390656,
-0.0887337476015091,
0.03569692000746727,
-0.11253535747528076,
0.03829657658934593,
-0.13049226999282837,
-0.021574577316641808,
0.04620892181992531,
-0.005537622608244419,
0.08273077011108398,
0.07132379710674286,
0.04022081568837166,
0.023126967251300812,
-0.09842655062675476,
0.11732526868581772,
0.06593447923660278,
-0.012484105303883553,
-0.009746596217155457,
-0.040734682232141495,
-0.04538167268037796,
-0.03648989647626877,
0.049316488206386566,
0.01013961248099804,
0.010583201423287392,
-0.011534173972904682,
0.08994673192501068,
-0.055648140609264374,
0.06446579843759537,
0.05222821980714798,
0.040862783789634705,
-0.04229695722460747,
-0.012024510651826859,
0.055270541459321976,
0.0037120620254427195,
-0.03141729161143303,
0.11639136075973511,
0.08002238720655441,
0.00670044356957078,
0.12052246928215027,
0.011881781741976738,
0.013704432174563408,
0.010374682955443859,
-0.00968649610877037,
-0.0053461226634681225,
-0.0520702563226223,
-0.06978513300418854,
0.148921400308609,
0.012100148014724255,
0.1103438287973404,
-0.09935521334409714,
0.001060023671016097,
0.01722104288637638,
-0.07337022572755814,
-0.049126509577035904,
0.06844204664230347,
0.04596145823597908,
-0.1413201093673706,
0.0805499404668808,
0.08246077597141266,
-0.052381884306669235,
0.11091528832912445,
-0.03915220871567726,
-0.06757447123527527,
0.05986945703625679,
-0.011064817197620869,
0.03493700549006462,
-0.029122425243258476,
-0.09666807949542999,
-0.03270366042852402,
0.09858661890029907,
-0.041336312890052795,
-0.018089402467012405,
-0.07878179103136063,
0.043736279010772705,
0.01881701685488224,
-0.052076682448387146,
-0.05738377571105957,
0.008244047872722149,
0.012325801886618137,
0.05740520358085632,
0.016757378354668617,
-0.010413473471999168,
0.05005333572626114,
0.02739696018397808,
-0.027842717245221138,
0.130752295255661,
-0.11818442493677139,
-0.29286667704582214,
-0.2176043540239334,
-0.21625354886054993,
-0.1680850088596344,
0.05003727599978447,
0.09105770289897919,
-0.08326622098684311,
-0.08828653395175934,
0.00014634820399805903,
0.09610942006111145,
-0.011285553686320782,
-0.007412176579236984,
0.022092100232839584,
0.001486626686528325,
0.01524626649916172,
-0.16342446208000183,
-0.015303915366530418,
0.04720427840948105,
-0.12212663888931274,
0.05938313156366348,
-0.08762233704328537,
0.057530950754880905,
0.039802175015211105,
-0.051245782524347305,
0.003029982093721628,
-0.028962835669517517,
0.08899382501840591,
0.009647194296121597,
0.05004024878144264,
0.2061404585838318,
-0.005637582391500473,
0.05235673859715462,
0.09042485058307648,
0.06942850351333618,
-0.003206160617992282,
0.04066083952784538,
0.04248262196779251,
-0.052765216678380966,
-0.21945442259311676,
-0.03432144224643707,
-0.0548773929476738,
0.031669143587350845,
0.06126619130373001,
0.05071568489074707,
-0.021756403148174286,
0.0918322429060936,
-0.047037892043590546,
0.10639273375272751,
0.0010194967035204172,
0.07793443650007248,
0.21064245700836182,
-0.012761609628796577,
0.10184549540281296,
-0.07652951031923294,
-0.10439734905958176,
0.12609481811523438,
0.06419919431209564,
0.07378938049077988,
-0.004864758346229792,
0.11676526814699173,
0.05312804877758026,
0.01957145519554615,
0.08638682216405869,
0.20628713071346283,
-0.03728649765253067,
0.01905987225472927,
-0.0369657538831234,
-0.05473557114601135,
0.008289449848234653,
-0.031829457730054855,
0.07770638167858124,
-0.06552676111459732,
-0.010352169163525105,
-0.11905394494533539,
-0.0075500779785215855,
0.26239463686943054,
0.05818507447838783,
-0.13456054031848907,
-0.06103096529841423,
0.021735455840826035,
-0.11597740650177002,
-0.09565132111310959,
0.019834497943520546,
0.014818079769611359,
-0.12686747312545776,
0.11115168035030365,
0.015537160448729992,
0.12107986956834793,
-0.04071822389960289,
0.025369960814714432,
-0.12193925678730011,
0.05779140070080757,
0.011815418489277363,
0.1323884278535843,
-0.1914154440164566,
0.1300884485244751,
0.02700863406062126,
0.014352738857269287,
-0.13173481822013855,
0.06587852537631989,
0.04753958433866501,
0.0745122879743576,
0.082511305809021,
-0.013927514664828777,
0.1660318672657013,
-0.0881662666797638,
-0.09277453273534775,
0.05502345785498619,
0.012726888060569763,
0.012902911752462387,
0.07029503583908081,
-0.016322823241353035,
-0.04575414955615997,
-0.02094390243291855,
0.08022786676883698,
-0.15957583487033844,
-0.1675671488046646,
0.05467383190989494,
0.022664442658424377,
-0.059387873858213425,
-0.02316298522055149,
-0.11947128176689148,
-0.04464942589402199,
0.18269512057304382,
0.14048443734645844,
-0.14595600962638855,
-0.09583907574415207,
-0.06734870374202728,
0.13511645793914795,
-0.08392311632633209,
0.06654919683933258,
-0.061161108314991,
0.1423002928495407,
-0.058289848268032074,
-0.10845860093832016,
-0.01733226515352726,
-0.09396998584270477,
-0.032228581607341766,
0.034586671739816666,
0.12068548053503036,
-0.023067276924848557,
0.049441467970609665,
0.05809156224131584,
-0.03315619006752968,
0.0017716640140861273,
-0.0664885863661766,
-0.07236096262931824,
0.013577824458479881,
0.12295331060886383,
0.06374693661928177,
-0.11132661253213882,
-0.15305177867412567,
-0.003989442251622677,
-0.013327907770872116,
0.19267913699150085,
0.1775580197572708,
-0.002179969334974885,
0.06543732434511185,
0.2823997139930725,
-0.019948305562138557,
-0.26067736744880676,
-0.1723189651966095,
0.012693198397755623,
0.008668766357004642,
-0.06344208866357803,
-0.18369224667549133,
0.11677808314561844,
0.025503626093268394,
-0.025899237021803856,
-0.0885709896683693,
-0.09549855440855026,
-0.08456841111183167,
0.1996859908103943,
0.04918212443590164,
0.11600267887115479,
-0.12322096526622772,
-0.043555114418268204,
-0.12357411533594131,
-0.1892976611852646,
0.12943491339683533,
-0.05104170739650726,
0.11600199341773987,
-0.003923160955309868,
0.05700981989502907,
0.021503275260329247,
0.012396042235195637,
0.09347983449697495,
-0.012208553031086922,
-0.06637690961360931,
-0.06740672886371613,
0.03435683622956276,
0.0865837037563324,
0.015391243621706963,
0.16643153131008148,
-0.058093681931495667,
-0.028411637991666794,
-0.0056129987351596355,
-0.08036590367555618,
-0.06690939515829086,
0.08706078678369522,
0.014094365760684013,
-0.08805505186319351,
-0.03224877640604973,
-0.0034836612176150084,
-0.044430606067180634,
-0.027424750849604607,
0.08287409693002701,
-0.018900902941823006,
0.012878716923296452,
0.14522424340248108,
0.17513445019721985,
-0.12735413014888763,
0.03388126939535141,
-0.04703015834093094,
-0.1106966957449913,
0.04455994814634323,
-0.03995787352323532,
0.05588848516345024,
0.03880812227725983,
0.0011097980896010995,
0.07921165972948074,
0.026819735765457153,
-0.06745648384094238,
-0.009023516438901424,
0.0767093151807785,
-0.060078591108322144,
-0.15147808194160461,
-0.05160479247570038,
-0.03410576283931732,
-0.07491837441921234,
0.08441956341266632,
0.13467124104499817,
-0.024598753079771996,
-0.09616734087467194,
0.018720056861639023,
0.015287081710994244,
-0.05039951205253601,
0.07972808182239532,
0.08147681504487991,
0.010444528423249722,
-0.1120610237121582,
0.09162541478872299,
0.12955524027347565,
-0.08629240840673447,
0.02666010707616806,
0.07994924485683441,
-0.058724772185087204,
-0.09916617721319199,
0.038006480783224106,
0.007401082199066877,
-0.09958657622337341,
-0.0666002407670021,
-0.02392563596367836,
-0.09055823087692261,
0.033088766038417816,
0.08959220349788666,
0.0666763186454773,
-0.0324825756251812,
-0.05801866576075554,
-0.00288728391751647,
-0.052679166197776794,
0.060925502330064774,
0.06943883746862411,
0.05281883850693703,
-0.05605810880661011,
0.017538169398903847,
-0.03861545771360397,
0.14264552295207977,
-0.050136689096689224,
-0.031596578657627106,
-0.09304152429103851,
-0.023829856887459755,
-0.2723447382450104,
0.02731510065495968,
-0.10364855825901031,
0.0059521435759961605,
-0.0023380897473543882,
-0.08521031588315964,
-0.019227977842092514,
0.03081614337861538,
-0.09287344664335251,
-0.012960394844412804,
-0.0036822666879743338,
0.11107750982046127,
-0.10064805299043655,
-0.02394092082977295,
0.06681382656097412,
-0.029496626928448677,
0.09520605951547623,
0.03051965869963169,
-0.07650748640298843,
0.08069228380918503,
-0.05217380449175835,
-0.10560531169176102,
0.007202215492725372,
0.0554279163479805,
0.060955412685871124,
-0.05548077076673508,
0.029344581067562103,
0.07535692304372787,
0.046571578830480576,
0.013346061110496521,
0.12957508862018585,
-0.0675584226846695,
-0.015421964228153229,
-0.003023560391739011,
-0.08672843128442764,
-0.006963624618947506,
0.030252447351813316,
0.13827377557754517,
0.07564180344343185,
0.06810316443443298,
-0.07112506031990051,
0.009585955180227757,
-0.03347044810652733,
0.02037724480032921,
-0.070429228246212,
-0.1380905956029892,
0.026735346764326096,
-0.07216443121433258,
-0.011016657575964928,
0.04377240687608719,
0.10265584290027618,
-0.00047113795881159604,
0.12764479219913483,
-0.009254510514438152,
0.05026146024465561,
0.08888248354196548,
-0.026970956474542618,
0.18334858119487762,
0.02739943005144596,
-0.025419561192393303,
-0.06970009952783585,
0.013623712584376335,
0.031259771436452866,
0.05688744783401489,
0.038709353655576706,
0.0693301185965538,
0.032534029334783554,
0.06387680768966675,
0.07706355303525925,
0.050931189209222794,
-0.08616288751363754,
-0.1496342569589615,
0.09394602477550507,
0.08155741542577744,
-0.10237468779087067,
0.10609997808933258,
0.07060637325048447,
-0.08202208578586578,
0.05632568150758743,
0.012360934168100357,
-0.04306839033961296,
-0.12213754653930664,
-0.14132344722747803,
-0.056749384850263596,
-0.07768615335226059,
-0.032342247664928436,
-0.09541022777557373,
0.02900484763085842,
0.04248848184943199,
0.09031303226947784,
-0.024142513051629066,
0.12900017201900482,
-0.16324712336063385,
-0.08132913708686829,
0.053748778998851776,
-0.020922960713505745,
0.04295577108860016,
0.04153745248913765,
0.014287997037172318,
-0.024039853364229202,
0.09849051386117935,
0.0187474824488163,
0.044339511543512344,
0.05359401926398277,
0.03412526100873947,
-0.06323295831680298,
-0.059929363429546356,
-0.06345250457525253,
0.007687056437134743,
0.0686783641576767,
0.18173936009407043,
0.024435823783278465,
-0.02711327187716961,
0.02085290104150772,
0.10179706662893295,
-0.036208201199769974,
-0.18756762146949768,
-0.12894420325756073,
0.24009288847446442,
0.0041803945787250996,
0.007967134937644005,
0.03855765983462334,
-0.07809954136610031,
-0.09924443811178207,
0.26438620686531067,
0.1446196585893631,
0.0739627406001091,
0.010970295406877995,
0.019219785928726196,
0.011574573814868927,
-0.000166155252372846,
0.12572985887527466,
0.05922975018620491,
0.12703059613704681,
-0.04919235035777092,
-0.00324068870395422,
0.011516107246279716,
0.002286708215251565,
-0.24064210057258606,
0.060197390615940094,
-0.009500761516392231,
-0.07341443747282028,
0.0323450081050396,
0.08048537373542786,
-0.015545172616839409,
-0.13298580050468445,
-0.1316877156496048,
-0.01951626129448414,
-0.10663625597953796,
-0.0008964153239503503,
-0.015243779867887497,
0.020678184926509857,
0.05003196373581886,
-0.02131584845483303,
0.09359748661518097,
0.1534203290939331,
0.023714004084467888,
-0.07957995682954788,
-0.022474635392427444,
0.19510167837142944,
-0.013066443614661694,
0.0972578376531601,
0.039774369448423386,
0.04480856657028198,
0.09565658122301102,
-0.005467874463647604,
-0.10404551029205322,
0.0275376345962286,
0.02120259776711464,
-0.046469684690237045,
0.08389374613761902,
0.08826696872711182,
-0.05598326027393341,
-0.0305998083204031,
-0.05455942824482918,
-0.021671321243047714,
0.010736772790551186,
0.09400612115859985,
0.05628349259495735,
-0.07814573496580124,
0.0956035926938057,
-0.19255828857421875,
0.07373156398534775,
0.1501336693763733,
-0.012966363690793514,
-0.060219816863536835,
-0.09774669259786606,
0.062121372669935226,
0.05278791859745979,
-0.1126813292503357,
-0.09292321652173996,
-0.12452226132154465,
-0.03418499231338501,
-0.11542367190122604,
0.08010233938694,
-0.20108415186405182,
-0.0025519514456391335,
0.003954235929995775,
0.04771631583571434,
-0.15491202473640442,
0.02548089250922203,
0.08981028199195862,
-0.013706021010875702,
0.021699333563447,
-0.13849608600139618,
-0.05222012475132942,
-0.011973632499575615,
-0.14340536296367645,
-0.04001389443874359
] |
null | null | transformers |
# bert-base-en-pl-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-pl-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-pl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-pl-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-pl-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-pl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-pl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
64,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-pl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.02958521991968155,
0.08206760138273239,
-0.0035782833583652973,
0.08795466274023056,
0.07826651632785797,
-0.058156177401542664,
0.11370252072811127,
0.11751770973205566,
-0.03684750944375992,
-0.007708821911364794,
0.02747366763651371,
0.026561765000224113,
0.044450465589761734,
0.07173622399568558,
-0.0339517667889595,
-0.251298189163208,
0.009158696979284286,
0.06377746909856796,
-0.008081008680164814,
0.06993769109249115,
0.1401798129081726,
-0.0673203393816948,
0.07537128776311874,
0.053067851811647415,
-0.0425308458507061,
0.09041883796453476,
-0.015132712200284004,
-0.11701709032058716,
0.08698850870132446,
0.10392282158136368,
0.0685996487736702,
0.027356086298823357,
0.06336147338151932,
-0.0411781407892704,
0.01779426820576191,
0.035003677010536194,
0.023473992943763733,
0.02912708930671215,
0.034742970019578934,
-0.0431717187166214,
0.03180331736803055,
-0.08316020667552948,
0.0013158529764041305,
0.059698719531297684,
-0.014139348641037941,
-0.17613406479358673,
-0.06145385280251503,
0.08337592333555222,
0.06543725728988647,
0.01894761435687542,
0.0025302765425294638,
0.18508382141590118,
-0.03184320405125618,
0.08432728797197342,
0.1911514550447464,
-0.2687146067619324,
-0.06065312772989273,
0.06669578701257706,
0.03594158589839935,
0.03143249824643135,
-0.04060068726539612,
0.04029921814799309,
0.06783506274223328,
0.06931988149881363,
-0.024317346513271332,
-0.08572735637426376,
-0.06647389382123947,
-0.052728790789842606,
-0.10889571160078049,
-0.03414357081055641,
0.18174903094768524,
-0.034705713391304016,
-0.13747991621494293,
-0.043013621121644974,
-0.02894928865134716,
0.19216860830783844,
-0.047740329056978226,
0.000008938087376009207,
0.009442201815545559,
-0.011956513859331608,
-0.06359677761793137,
-0.12208175659179688,
-0.12424817681312561,
-0.04394775629043579,
-0.11805834621191025,
0.15340805053710938,
0.07712070643901825,
0.03396809846162796,
-0.059075385332107544,
0.015195376239717007,
-0.13535836338996887,
-0.08665817975997925,
-0.02843792736530304,
-0.07652323693037033,
0.05334114655852318,
-0.0023462518583983183,
-0.08023389428853989,
-0.1328631341457367,
0.12242307513952255,
0.12240629643201828,
-0.00834442488849163,
-0.006328711286187172,
-0.1183817982673645,
-0.01875505968928337,
0.05577949807047844,
0.13630855083465576,
-0.10455664992332458,
0.034659869968891144,
0.10472936928272247,
-0.07571656256914139,
0.029924176633358,
0.03008771501481533,
-0.11972169578075409,
-0.0683918446302414,
0.04039527103304863,
0.11430959403514862,
0.005198102910071611,
0.0661158412694931,
0.0236239954829216,
-0.019763093441724777,
0.08624520897865295,
-0.13198025524616241,
0.02005656436085701,
-0.04064232483506203,
0.04212185740470886,
0.16378434002399445,
0.01796874776482582,
-0.03202375769615173,
-0.152151420712471,
-0.06055671349167824,
-0.028248256072402,
-0.034621816128492355,
-0.011385937221348286,
-0.124444380402565,
0.06124269217252731,
-0.042849306017160416,
0.004121268633753061,
-0.16759414970874786,
-0.10217554122209549,
0.07019934058189392,
0.03825540095567703,
-0.02983883209526539,
-0.022986244410276413,
0.05435599014163017,
0.01008706633001566,
-0.022612378001213074,
-0.02618153765797615,
-0.015775606036186218,
-0.030817603692412376,
0.044242989271879196,
0.004225630778819323,
0.0667002871632576,
-0.10610230267047882,
0.04169446602463722,
-0.07814870774745941,
-0.01828814297914505,
-0.21643459796905518,
0.04157760366797447,
-0.08789584785699844,
-0.008784250356256962,
-0.1334686279296875,
-0.1022062599658966,
0.0906563326716423,
0.0014190890360623598,
0.036246273666620255,
0.08000216633081436,
-0.052578601986169815,
-0.03763699159026146,
0.1832360327243805,
-0.09495958685874939,
-0.02451116405427456,
0.22320345044136047,
0.020341962575912476,
-0.02575698308646679,
0.132560595870018,
0.05778713524341583,
0.08366931974887848,
-0.115256167948246,
0.022425206378102303,
0.075125552713871,
0.021338947117328644,
-0.004230389837175608,
0.09236037731170654,
-0.031448621302843094,
-0.08215148001909256,
0.021044889464974403,
-0.0376601405441761,
0.02835913933813572,
-0.018433764576911926,
-0.008052710443735123,
-0.03991532325744629,
-0.07844337075948715,
0.06755193322896957,
0.013202687725424767,
0.032274313271045685,
-0.09186983108520508,
-0.07076744735240936,
0.08532501012086868,
0.07168716937303543,
-0.06161335110664368,
0.03779168799519539,
-0.09350139647722244,
0.0659743994474411,
-0.11152194440364838,
0.03178618848323822,
-0.1323627531528473,
-0.03707007318735123,
0.04519697278738022,
-0.02809731476008892,
0.06000266596674919,
0.03974441811442375,
0.04783913120627403,
0.03629022091627121,
-0.08572886139154434,
0.09465980529785156,
0.05741627886891365,
-0.011805125512182713,
-0.006342502310872078,
-0.04367081820964813,
-0.033061277121305466,
-0.037460148334503174,
0.05667733773589134,
-0.011533706448972225,
0.01749861054122448,
0.008447045460343361,
0.08878674358129501,
-0.04076826199889183,
0.05373748391866684,
0.06452622264623642,
0.029440829530358315,
-0.04091798514127731,
-0.026789618656039238,
0.039555810391902924,
-0.002387541811913252,
-0.03432793542742729,
0.12110036611557007,
0.038761917501688004,
0.027789082378149033,
0.13217639923095703,
0.04132146015763283,
0.00769804697483778,
0.021401332691311836,
-0.007332651410251856,
0.0055864243768155575,
-0.060840263962745667,
-0.061056092381477356,
0.11644785851240158,
0.005436754785478115,
0.10469956696033478,
-0.1257164031267166,
-0.014598050154745579,
0.023679716512560844,
-0.0925760567188263,
-0.04984111711382866,
0.0862882137298584,
0.01459395419806242,
-0.1500830352306366,
0.08899357914924622,
0.08595448732376099,
-0.04598702862858772,
0.10837461799383163,
-0.04134571552276611,
-0.08669264614582062,
0.06370854377746582,
0.012196913361549377,
0.03205045312643051,
-0.018549775704741478,
-0.07169068604707718,
-0.023539433255791664,
0.09666967391967773,
-0.03681715205311775,
-0.030536716803908348,
-0.09919030219316483,
0.04701506346464157,
0.01141849160194397,
-0.06164074316620827,
-0.05801914632320404,
0.018963800743222237,
0.018801366910338402,
0.08298610150814056,
0.004362470470368862,
-0.013322155922651291,
0.03592483326792717,
0.02674955315887928,
-0.03631867840886116,
0.14183372259140015,
-0.11144652962684631,
-0.29642048478126526,
-0.21238777041435242,
-0.17754532396793365,
-0.172948956489563,
0.04910166561603546,
0.08883046358823776,
-0.08057309687137604,
-0.09674175828695297,
-0.02119547501206398,
0.08123299479484558,
-0.0011221058666706085,
-0.008010849356651306,
0.030114134773612022,
-0.0029053392354398966,
0.024215931072831154,
-0.16096928715705872,
-0.029202478006482124,
0.0397246852517128,
-0.1402348428964615,
0.06761510670185089,
-0.07046658545732498,
0.055722612887620926,
0.04864182323217392,
-0.05248408764600754,
0.0022945795208215714,
-0.027833648025989532,
0.09725945442914963,
-0.0013562410604208708,
0.05328705161809921,
0.23449690639972687,
-0.016289064660668373,
0.049022868275642395,
0.08201535791158676,
0.056810423731803894,
-0.02101719193160534,
0.05160119757056236,
0.034577615559101105,
-0.05160830169916153,
-0.21653281152248383,
-0.032121721655130386,
-0.04112781956791878,
0.05022337660193443,
0.056263990700244904,
0.06013161316514015,
-0.01590048521757126,
0.08954917639493942,
-0.06402595341205597,
0.07737618684768677,
0.027135180309414864,
0.08265841752290726,
0.1898723542690277,
-0.007356354035437107,
0.10189789533615112,
-0.07403384149074554,
-0.09276921302080154,
0.13773460686206818,
0.03586574271321297,
0.06231701746582985,
-0.026438433676958084,
0.09694493561983109,
0.05122411996126175,
0.03761032223701477,
0.08158634603023529,
0.2039329558610916,
-0.04635291546583176,
0.013819909654557705,
-0.0252341590821743,
-0.06563136726617813,
-0.003070726990699768,
-0.031849898397922516,
0.039696380496025085,
-0.022884046658873558,
-0.023844415321946144,
-0.09890127182006836,
0.01836583949625492,
0.25762638449668884,
0.07785382121801376,
-0.16727997362613678,
-0.0898413360118866,
0.02361823245882988,
-0.10906244814395905,
-0.097246915102005,
0.03060227446258068,
0.04130685701966286,
-0.1322513073682785,
0.10783310979604721,
0.012598070316016674,
0.10997411608695984,
-0.03736872598528862,
0.0164349302649498,
-0.11707385629415512,
0.07362892478704453,
-0.002568656112998724,
0.12449468672275543,
-0.1949974149465561,
0.11541548371315002,
0.025450294837355614,
0.017791440710425377,
-0.12592379748821259,
0.06196000799536705,
0.060827527195215225,
0.08372160792350769,
0.10231179744005203,
-0.008501201868057251,
0.17527475953102112,
-0.10029957443475723,
-0.10760188847780228,
0.051585353910923004,
0.01612120307981968,
0.015409920364618301,
0.08372972905635834,
-0.02324780821800232,
-0.04177400842308998,
-0.024206047877669334,
0.04466446116566658,
-0.14673089981079102,
-0.13603833317756653,
0.039609119296073914,
0.027937473729252815,
-0.04212367162108421,
-0.05522305145859718,
-0.11700761318206787,
-0.04511101916432381,
0.1751260906457901,
0.15591663122177124,
-0.15543211996555328,
-0.08977050334215164,
-0.0575091727077961,
0.12894205749034882,
-0.08372515439987183,
0.07850607484579086,
-0.06512728333473206,
0.15374313294887543,
-0.044498007744550705,
-0.10634492337703705,
-0.005914624780416489,
-0.09688874334096909,
-0.06399822980165482,
0.04332348331809044,
0.1346631646156311,
-0.022643454372882843,
0.03636186569929123,
0.05966902896761894,
-0.025660526007413864,
0.00984769593924284,
-0.07217968255281448,
-0.06452136486768723,
0.047661494463682175,
0.11998807638883591,
0.08757372945547104,
-0.09503760933876038,
-0.17204873263835907,
-0.018027959391474724,
-0.005573180038481951,
0.17668016254901886,
0.20401503145694733,
-0.005962215829640627,
0.05061895400285721,
0.27073779702186584,
-0.006000497844070196,
-0.26398929953575134,
-0.15028016269207,
-0.01263723149895668,
0.004352030344307423,
-0.04810483008623123,
-0.14332130551338196,
0.11770261824131012,
0.037120264023542404,
-0.024569330736994743,
-0.068696990609169,
-0.13705627620220184,
-0.08619273453950882,
0.19854387640953064,
0.0731617733836174,
0.10901658236980438,
-0.12077280879020691,
-0.042020153254270554,
-0.09570474922657013,
-0.18059998750686646,
0.10919059067964554,
-0.08578062802553177,
0.10446996986865997,
-0.008834549225866795,
0.05107349157333374,
0.030299430713057518,
0.0031457431614398956,
0.09373374283313751,
-0.04236353933811188,
-0.04125593230128288,
-0.0763445794582367,
0.053131259977817535,
0.09179681539535522,
0.008197114802896976,
0.18999053537845612,
-0.051745325326919556,
-0.001116492785513401,
0.021313324570655823,
-0.07821205258369446,
-0.07120513170957565,
0.08771344274282455,
0.006397368852049112,
-0.08903203904628754,
-0.037930265069007874,
-0.0000015192317732726224,
-0.05222173035144806,
-0.03562263771891594,
0.06769302487373352,
-0.015974033623933792,
0.030997341498732567,
0.1467539370059967,
0.16516795754432678,
-0.10956200957298279,
0.05520176887512207,
-0.04243427887558937,
-0.1075834110379219,
0.045937418937683105,
-0.04571186378598213,
0.06310450285673141,
0.04300100728869438,
0.01103011704981327,
0.08340760320425034,
0.02647513523697853,
-0.08054043352603912,
-0.013394211418926716,
0.06813307851552963,
-0.09258044511079788,
-0.1665036529302597,
-0.0483664944767952,
-0.04232490435242653,
-0.07025301456451416,
0.09439060837030411,
0.13965339958667755,
-0.03813866153359413,
-0.09421969950199127,
0.01404905691742897,
0.03361182659864426,
-0.033619336783885956,
0.08711522072553635,
0.07441859692335129,
0.0077252136543393135,
-0.11400893330574036,
0.10844520479440689,
0.11462945491075516,
-0.08381843566894531,
0.02943754568696022,
0.07262906432151794,
-0.07651131600141525,
-0.08933279663324356,
0.02834712341427803,
-0.006754116155207157,
-0.08132916688919067,
-0.07077786326408386,
-0.03637796267867088,
-0.10702229291200638,
0.030621154233813286,
0.12073244154453278,
0.07811331748962402,
-0.02200925350189209,
-0.038673967123031616,
-0.0010939843486994505,
-0.0628146305680275,
0.09066963940858841,
0.07575833797454834,
0.05395931750535965,
-0.07968661189079285,
0.03193436563014984,
-0.036935366690158844,
0.11950115859508514,
-0.04758988320827484,
-0.03375845402479172,
-0.09223899245262146,
-0.022666512057185173,
-0.2703362703323364,
0.03116246871650219,
-0.1042914167046547,
0.007554601412266493,
-0.007863065227866173,
-0.07696934789419174,
-0.016638997942209244,
0.04286728799343109,
-0.0889885425567627,
-0.017283465713262558,
-0.011349507607519627,
0.10614582896232605,
-0.12826700508594513,
-0.02773553505539894,
0.06661014258861542,
-0.036884743720293045,
0.10911908745765686,
0.04546636715531349,
-0.07315686345100403,
0.09214361011981964,
-0.08515410125255585,
-0.09327158331871033,
0.026178311556577682,
0.05201539397239685,
0.05564415827393532,
-0.08080221712589264,
0.03634432330727577,
0.08243795484304428,
0.019516564905643463,
0.01227051392197609,
0.11757408827543259,
-0.07422579824924469,
-0.037489354610443115,
0.013115997426211834,
-0.0609421543776989,
-0.017178311944007874,
0.024884190410375595,
0.1336820274591446,
0.07487095147371292,
0.07671871036291122,
-0.08297508955001831,
-0.0023535124491900206,
-0.0526193231344223,
0.01601996272802353,
-0.0734085738658905,
-0.14488573372364044,
0.00401898380368948,
-0.047908537089824677,
-0.00429909024387598,
0.03687463328242302,
0.09456925094127655,
-0.00645303213968873,
0.1153932586312294,
-0.003091225167736411,
0.04837232455611229,
0.10521634668111801,
-0.020950814709067345,
0.1850261241197586,
0.013055117800831795,
-0.035465534776449203,
-0.07878252863883972,
0.00816279649734497,
0.04241148382425308,
0.020886490121483803,
0.05030454322695732,
0.07047948241233826,
0.029631687328219414,
0.05259301885962486,
0.06409426033496857,
0.05425035580992699,
-0.067353755235672,
-0.16753621399402618,
0.07275143265724182,
0.07607987523078918,
-0.08395746350288391,
0.107315294444561,
0.1092531830072403,
-0.07967471331357956,
0.04306240379810333,
-0.002283575013279915,
-0.039277251809835434,
-0.1331607699394226,
-0.14564311504364014,
-0.06446501612663269,
-0.08183073997497559,
-0.033733632415533066,
-0.10990729182958603,
0.03386353701353073,
0.03579321131110191,
0.0947413444519043,
-0.03624870255589485,
0.1480417400598526,
-0.16302677989006042,
-0.08600055426359177,
0.06439867615699768,
-0.017550697550177574,
0.030581630766391754,
0.06448005884885788,
0.007169637829065323,
-0.011883611790835857,
0.08501649647951126,
0.032041531056165695,
0.05289464443922043,
0.05765330046415329,
0.040765613317489624,
-0.07476534694433212,
-0.05930798128247261,
-0.051515039056539536,
0.008963041007518768,
0.0545685775578022,
0.1552775353193283,
0.04032190889120102,
-0.030575554817914963,
0.02929440699517727,
0.14401213824748993,
-0.049053896218538284,
-0.18079952895641327,
-0.12768159806728363,
0.24261121451854706,
0.007481199689209461,
0.01318651158362627,
0.05259386822581291,
-0.09263694286346436,
-0.07295283675193787,
0.23959311842918396,
0.11846859753131866,
0.0804179310798645,
0.02388930134475231,
-0.0037136715836822987,
0.005440706852823496,
-0.016138684004545212,
0.11179035902023315,
0.07361546158790588,
0.1258348673582077,
-0.04723360389471054,
0.022250624373555183,
0.0025629433803260326,
0.009357327595353127,
-0.227981299161911,
0.04744467884302139,
-0.009966564364731312,
-0.06507106125354767,
0.01321292482316494,
0.08325915783643723,
-0.007313517387956381,
-0.13187098503112793,
-0.12636195123195648,
-0.01640257053077221,
-0.10338112711906433,
0.007291754242032766,
-0.018545469269156456,
0.01953296549618244,
0.05175289884209633,
-0.024594750255346298,
0.099074587225914,
0.14342300593852997,
0.03502655401825905,
-0.06368596106767654,
-0.03744148090481758,
0.1841629445552826,
-0.0023103526327759027,
0.1154618188738823,
0.04625875502824783,
0.034217458218336105,
0.10218421369791031,
-0.02242465689778328,
-0.11726595461368561,
0.04645122215151787,
0.02496388740837574,
-0.04431198537349701,
0.07452249526977539,
0.09084620326757431,
-0.038654133677482605,
-0.022118529304862022,
-0.04263301193714142,
-0.019195839762687683,
0.0009108636295422912,
0.07772807776927948,
0.05399128422141075,
-0.09308182448148727,
0.09826580435037613,
-0.18413075804710388,
0.07151626795530319,
0.149934783577919,
-0.026171598583459854,
-0.034319017082452774,
-0.09700296074151993,
0.07565714418888092,
0.04914049431681633,
-0.11412955075502396,
-0.05276220291852951,
-0.12018044292926788,
-0.011516634374856949,
-0.1037931740283966,
0.08260076493024826,
-0.22177493572235107,
-0.0002264048089273274,
-0.004213912878185511,
0.03774106502532959,
-0.15936912596225739,
0.03682100772857666,
0.09903428703546524,
-0.002380749676376581,
0.019328812137246132,
-0.10099054127931595,
-0.05244560167193413,
0.008282284252345562,
-0.12629160284996033,
-0.04535863175988197
] |
null | null | transformers |
# bert-base-en-pt-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-pt-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-pt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": ["multilingual", "en", "pt"], "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-pt-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"en",
"pt",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual",
"en",
"pt"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #en #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-pt-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-pt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #en #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-pt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
68,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #en #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-pt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.030079497024416924,
0.08672361820936203,
-0.004259190987795591,
0.09046553820371628,
0.07161059230566025,
-0.05990912765264511,
0.10677261650562286,
0.12207812070846558,
-0.039306286722421646,
0.0034298542886972427,
0.022242415696382523,
0.02835577167570591,
0.04699994996190071,
0.09092874079942703,
-0.045701853930950165,
-0.2328590452671051,
0.006529991049319506,
0.06167622283101082,
0.0002848141884896904,
0.0854005515575409,
0.1298602968454361,
-0.07290448993444443,
0.07954274863004684,
0.039629142731428146,
-0.026709003373980522,
0.0774170383810997,
-0.008133996278047562,
-0.11928117275238037,
0.0837002694606781,
0.09840685874223709,
0.0662841945886612,
0.04374212771654129,
0.04731128737330437,
-0.03260326385498047,
0.0222812257707119,
0.04899141192436218,
0.0228290818631649,
0.03633381798863411,
0.0514834001660347,
-0.04107312485575676,
0.047342050820589066,
-0.07708793133497238,
0.010254690423607826,
0.05701107531785965,
-0.020071426406502724,
-0.20098406076431274,
-0.06314592808485031,
0.08542849123477936,
0.06760124862194061,
0.024247730150818825,
-0.010626085102558136,
0.21483725309371948,
-0.027766801416873932,
0.09786359965801239,
0.1934422254562378,
-0.26602208614349365,
-0.06233099102973938,
0.050975192338228226,
0.03881312161684036,
0.04617701843380928,
-0.041341882199048996,
0.022923769429326057,
0.07442981004714966,
0.06725739687681198,
-0.016720324754714966,
-0.08238515257835388,
-0.04645620286464691,
-0.05694837123155594,
-0.126496821641922,
-0.036548174917697906,
0.1940748244524002,
-0.03215501829981804,
-0.14196643233299255,
-0.03888840228319168,
-0.031974829733371735,
0.18434759974479675,
-0.033093951642513275,
-0.010334407910704613,
-0.003046313999220729,
-0.02549155056476593,
-0.07060746103525162,
-0.10691408067941666,
-0.13179941475391388,
-0.04302627593278885,
-0.11889813095331192,
0.1293923258781433,
0.09016506373882294,
0.037551771849393845,
-0.07335428893566132,
0.030245132744312286,
-0.1268019825220108,
-0.08256679028272629,
-0.022128935903310776,
-0.08074522763490677,
0.04988477751612663,
-0.018056591972708702,
-0.06385455280542374,
-0.1340629905462265,
0.11874661594629288,
0.11404288560152054,
-0.027168044820427895,
-0.008802425116300583,
-0.1198178231716156,
-0.01762539893388748,
0.06050724536180496,
0.12429138273000717,
-0.11037325114011765,
0.04221579059958458,
0.09964028000831604,
-0.061900049448013306,
0.014383310452103615,
0.028110940009355545,
-0.09445533901453018,
-0.047215428203344345,
0.0784938633441925,
0.11131516844034195,
0.02195655182003975,
0.07125665247440338,
0.03257862478494644,
-0.023862497881054878,
0.10557472705841064,
-0.12744644284248352,
0.012596993707120419,
-0.033403731882572174,
0.03690537065267563,
0.17367517948150635,
0.02148512192070484,
-0.04088834300637245,
-0.15625792741775513,
-0.0504208542406559,
-0.031666357070207596,
-0.04653230309486389,
-0.015749111771583557,
-0.1270538717508316,
0.06670519709587097,
-0.02845926582813263,
-0.008168011903762817,
-0.16582460701465607,
-0.08594535291194916,
0.05785736069083214,
0.0237856637686491,
-0.02734552137553692,
-0.026989692822098732,
0.05894659087061882,
-0.006480985786765814,
-0.027562204748392105,
-0.02162422426044941,
-0.004228965379297733,
-0.032089345157146454,
0.06283292919397354,
0.0015680125216022134,
0.06544417142868042,
-0.09389721602201462,
0.04438981041312218,
-0.08666572719812393,
-0.029674163088202477,
-0.20730438828468323,
0.0247841477394104,
-0.08826366811990738,
-0.026576479896903038,
-0.13394731283187866,
-0.12705838680267334,
0.08756458014249802,
-0.014417164959013462,
0.022838301956653595,
0.08174429088830948,
-0.05400955677032471,
-0.034406568855047226,
0.18569065630435944,
-0.10641726106405258,
-0.03412378951907158,
0.23550501465797424,
0.022219980135560036,
-0.04190439730882645,
0.13151367008686066,
0.03447011113166809,
0.0861722081899643,
-0.12684491276741028,
0.027615563943982124,
0.060288093984127045,
0.004269732162356377,
0.005446800962090492,
0.09158381819725037,
-0.03148530423641205,
-0.09012877196073532,
0.016140524297952652,
-0.0562007874250412,
0.010233830660581589,
-0.033759068697690964,
-0.010474552400410175,
-0.03517429530620575,
-0.07066884636878967,
0.07145960628986359,
0.022199362516403198,
0.0257094819098711,
-0.09600381553173065,
-0.07017311453819275,
0.06021682545542717,
0.07385968416929245,
-0.056404560804367065,
0.027883829548954964,
-0.09445330500602722,
0.08579054474830627,
-0.10443306714296341,
0.027663031592965126,
-0.13232779502868652,
-0.04814556986093521,
0.051055509597063065,
-0.04302850365638733,
0.050523482263088226,
0.06539440900087357,
0.049054019153118134,
0.03947450593113899,
-0.08548945188522339,
0.0772719755768776,
0.0560600571334362,
-0.01425651740282774,
-0.002167896833270788,
-0.061391476541757584,
-0.018775055184960365,
-0.04174552857875824,
0.053113903850317,
-0.016777032986283302,
0.008180797100067139,
0.011396380141377449,
0.07305417954921722,
-0.026012443006038666,
0.0455339252948761,
0.06361167877912521,
0.03869037702679634,
-0.031142476946115494,
-0.01951332576572895,
0.03861921280622482,
-0.007534395437687635,
-0.01890258677303791,
0.11461041122674942,
0.01016054768115282,
0.05140243470668793,
0.1305774599313736,
0.053711406886577606,
-0.005427098833024502,
0.028949903324246407,
-0.008418858051300049,
0.0010330855147913098,
-0.0659126490354538,
-0.04949014633893967,
0.12820136547088623,
0.003442118177190423,
0.09594928473234177,
-0.13818612694740295,
-0.02561173588037491,
0.027684934437274933,
-0.09976988285779953,
-0.047312237322330475,
0.09366460144519806,
0.018018439412117004,
-0.14552783966064453,
0.09041374176740646,
0.09230073541402817,
-0.053257741034030914,
0.10872731357812881,
-0.04443542659282684,
-0.09656692296266556,
0.06072428822517395,
0.03175768628716469,
0.03091558627784252,
-0.013040713034570217,
-0.0590951032936573,
-0.0119660384953022,
0.10210806131362915,
-0.039610084146261215,
-0.028800832107663155,
-0.10230070352554321,
0.048394665122032166,
-0.0003688631404656917,
-0.06376884132623672,
-0.0726562961935997,
0.03298300877213478,
0.029354967176914215,
0.09819456189870834,
-0.009807929396629333,
-0.021621501073241234,
0.024617452174425125,
0.022860338911414146,
-0.04716499522328377,
0.1404450386762619,
-0.10806392133235931,
-0.2994988262653351,
-0.1986793726682663,
-0.1354738175868988,
-0.16642409563064575,
0.039810240268707275,
0.08608824759721756,
-0.07384338974952698,
-0.09084019064903259,
-0.033053673803806305,
0.06998351216316223,
0.005514519289135933,
-0.009112253785133362,
-0.002717671450227499,
-0.002117006340995431,
0.030069775879383087,
-0.153737872838974,
-0.03225768730044365,
0.025875497609376907,
-0.15452785789966583,
0.09162472933530807,
-0.05017954111099243,
0.05411680415272713,
0.061477385461330414,
-0.05059453099966049,
-0.0009525824571028352,
-0.03519567474722862,
0.09232882410287857,
-0.012705285102128983,
0.06074337661266327,
0.24340064823627472,
-0.008833691477775574,
0.056225862354040146,
0.07319661229848862,
0.04842599108815193,
-0.016616730019450188,
0.06388123333454132,
0.0395267978310585,
-0.049684107303619385,
-0.21933633089065552,
-0.03186009079217911,
-0.033666811883449554,
0.05319042131304741,
0.04729118198156357,
0.055651552975177765,
0.003613061038777232,
0.0785030871629715,
-0.06755518913269043,
0.03807482123374939,
0.037132300436496735,
0.08309005200862885,
0.1554684042930603,
-0.008737587369978428,
0.10819735378026962,
-0.07125914841890335,
-0.09314106404781342,
0.14259269833564758,
0.019684599712491035,
0.07399188727140427,
-0.04332924261689186,
0.06255203485488892,
0.062970831990242,
0.06773357838392258,
0.0792613998055458,
0.18764247000217438,
-0.047007255256175995,
0.01520706620067358,
-0.028449218720197678,
-0.0692155659198761,
-0.0016314253443852067,
-0.04001105576753616,
0.049060896039009094,
-0.010403872467577457,
-0.03244250640273094,
-0.09166122227907181,
0.01819709688425064,
0.26108893752098083,
0.07854603976011276,
-0.1740066558122635,
-0.07539847493171692,
0.01907258853316307,
-0.09575644135475159,
-0.08347319066524506,
0.02889268472790718,
0.0511881448328495,
-0.14675065875053406,
0.09467681497335434,
0.008501159027218819,
0.1092228889465332,
-0.04536297172307968,
0.01145308930426836,
-0.10997271537780762,
0.071465864777565,
-0.009110541082918644,
0.11434592306613922,
-0.20096956193447113,
0.12485771626234055,
0.013902205042541027,
0.015697840601205826,
-0.11547969281673431,
0.051858123391866684,
0.057984303683042526,
0.08318459242582321,
0.1002931147813797,
-0.012097119353711605,
0.1975061595439911,
-0.11198262125253677,
-0.10369008779525757,
0.055658698081970215,
0.017368653789162636,
0.028631320223212242,
0.08194956928491592,
-0.019050229340791702,
-0.03611399605870247,
-0.023442868143320084,
0.040694329887628555,
-0.1388770341873169,
-0.10255486518144608,
0.04257870838046074,
0.009832066483795643,
-0.05342330038547516,
-0.06494046002626419,
-0.12306679785251617,
-0.06422948092222214,
0.1517215073108673,
0.14088039100170135,
-0.15764038264751434,
-0.08547689020633698,
-0.06586010754108429,
0.12472216784954071,
-0.09059567004442215,
0.07134886085987091,
-0.06001584976911545,
0.13837271928787231,
-0.02860148623585701,
-0.10153357684612274,
-0.006159029435366392,
-0.09836765378713608,
-0.08725084364414215,
0.047556322067976,
0.14249306917190552,
-0.01465501356869936,
0.033918943256139755,
0.055747393518686295,
-0.03596181422472,
0.008665187284350395,
-0.07929076999425888,
-0.06491011381149292,
0.041110292077064514,
0.12250470370054245,
0.08513396978378296,
-0.07735387235879898,
-0.1806630790233612,
-0.03644825518131256,
0.007423873525112867,
0.165061816573143,
0.2086549699306488,
-0.0044515603221952915,
0.054422371089458466,
0.2665974497795105,
0.0037470466922968626,
-0.2500500977039337,
-0.1474885195493698,
-0.003956199623644352,
-0.01599045842885971,
-0.04859892278909683,
-0.1153622716665268,
0.1118626594543457,
0.040044400840997696,
-0.019742803648114204,
-0.071410171687603,
-0.14765611290931702,
-0.08315938711166382,
0.19870923459529877,
0.091023288667202,
0.10044337064027786,
-0.129257932305336,
-0.039007462561130524,
-0.061148807406425476,
-0.17493394017219543,
0.09123606234788895,
-0.08742114901542664,
0.09006310999393463,
-0.00786907784640789,
0.05439697206020355,
0.03019736520946026,
-0.005391720682382584,
0.08782843500375748,
-0.04328129068017006,
-0.026857202872633934,
-0.07765709608793259,
0.060895588248968124,
0.07425825297832489,
0.014688869006931782,
0.19843029975891113,
-0.02790757082402706,
0.011772805824875832,
0.02470353990793228,
-0.07073564827442169,
-0.09506002813577652,
0.08612373471260071,
0.0036946639884263277,
-0.0874219685792923,
-0.035108648240566254,
0.01106122974306345,
-0.0586492195725441,
-0.046746909618377686,
0.043398674577474594,
-0.022119076922535896,
0.050296515226364136,
0.1399325430393219,
0.1715371310710907,
-0.10339435935020447,
0.03254777193069458,
-0.04287358373403549,
-0.10946044325828552,
0.0540197528898716,
-0.030778517946600914,
0.06445968896150589,
0.04807521775364876,
0.010635478422045708,
0.09939761459827423,
0.024227183312177658,
-0.08830663561820984,
-0.01443410199135542,
0.06926296651363373,
-0.11113625764846802,
-0.17072437703609467,
-0.04538744315505028,
-0.044578880071640015,
-0.07718240469694138,
0.09545137733221054,
0.1324497014284134,
-0.038545820862054825,
-0.09198576211929321,
0.01216043159365654,
0.044572919607162476,
-0.020257148891687393,
0.101837657392025,
0.08481527119874954,
0.010137303732335567,
-0.11464300006628036,
0.10482338070869446,
0.10969407111406326,
-0.09305764734745026,
0.02607845328748226,
0.05527905374765396,
-0.08089014887809753,
-0.08682411164045334,
0.053755223751068115,
-0.015856023877859116,
-0.056343842297792435,
-0.06826987117528915,
-0.03625739738345146,
-0.10136618465185165,
0.03387309983372688,
0.12274425476789474,
0.0813293531537056,
-0.01859845593571663,
-0.0263239573687315,
0.002939409576356411,
-0.06839250028133392,
0.10408100485801697,
0.08403224498033524,
0.05008258670568466,
-0.08141826093196869,
0.06140309199690819,
-0.02895195409655571,
0.11591262370347977,
-0.0509573295712471,
-0.03274291008710861,
-0.09328219294548035,
-0.021643470972776413,
-0.22389863431453705,
0.01932779885828495,
-0.1042761504650116,
0.006027435418218374,
-0.008168529719114304,
-0.08411405980587006,
-0.015015166252851486,
0.0473167859017849,
-0.08576180040836334,
-0.010294366627931595,
0.005118282046169043,
0.11564213037490845,
-0.1443074643611908,
-0.03078058362007141,
0.0638473629951477,
-0.028806431218981743,
0.1102832779288292,
0.042624056339263916,
-0.07952789962291718,
0.10126348584890366,
-0.08459966629743576,
-0.07414605468511581,
0.027479829266667366,
0.0526973158121109,
0.04662112891674042,
-0.10426356643438339,
0.044849686324596405,
0.07993154972791672,
0.01633613556623459,
0.020688490942120552,
0.10513553023338318,
-0.07929834723472595,
-0.025866061449050903,
0.011917592026293278,
-0.059735123068094254,
-0.022462913766503334,
0.0208745039999485,
0.11578482389450073,
0.08037757128477097,
0.07909237593412399,
-0.08999760448932648,
0.005405866540968418,
-0.059659991413354874,
0.009003698825836182,
-0.06594815850257874,
-0.13519448041915894,
0.003082699840888381,
-0.029668645933270454,
0.004796951077878475,
0.030774317681789398,
0.06623833626508713,
0.0013392467517405748,
0.11027824878692627,
-0.005143707152456045,
0.047829769551754,
0.09682612866163254,
-0.028595374897122383,
0.16747428476810455,
0.00019940247875638306,
-0.04042724147439003,
-0.07802478969097137,
0.009508301503956318,
0.015927506610751152,
0.008437260054051876,
0.06932241469621658,
0.08219331502914429,
0.027995234355330467,
0.03254550322890282,
0.06449135392904282,
0.056479327380657196,
-0.0507705919444561,
-0.1746954470872879,
0.06947285681962967,
0.07837691903114319,
-0.0715029388666153,
0.1087740883231163,
0.12112829834222794,
-0.075567826628685,
0.03734635189175606,
0.004840974695980549,
-0.037218593060970306,
-0.1336091011762619,
-0.1538630723953247,
-0.06041451171040535,
-0.07113534957170486,
-0.02991037257015705,
-0.1201416477560997,
0.023466896265745163,
0.019699877128005028,
0.09935418516397476,
-0.049504172056913376,
0.14448150992393494,
-0.15428932011127472,
-0.09898362308740616,
0.07291115820407867,
-0.0116014014929533,
0.023940306156873703,
0.06398551911115646,
0.01525741908699274,
-0.00009703663090476766,
0.09369494020938873,
0.032788217067718506,
0.04612263664603233,
0.043485336005687714,
0.047512516379356384,
-0.08265472948551178,
-0.06602465361356735,
-0.0451008565723896,
0.007726580835878849,
0.05707358941435814,
0.16466955840587616,
0.04352793097496033,
-0.02566622570157051,
0.03128879517316818,
0.1542794406414032,
-0.05352093279361725,
-0.17262303829193115,
-0.13996583223342896,
0.2743842601776123,
0.010382109321653843,
0.005678878165781498,
0.06399542093276978,
-0.08850954473018646,
-0.06246207654476166,
0.21888582408428192,
0.12683004140853882,
0.08454172313213348,
0.0264140497893095,
-0.01147423405200243,
0.006629252340644598,
-0.016541002318263054,
0.11592058837413788,
0.08099932968616486,
0.1274389624595642,
-0.0398174449801445,
0.04594716429710388,
-0.014334472827613354,
0.026927271857857704,
-0.20831269025802612,
0.029653767123818398,
0.004399280529469252,
-0.06999843567609787,
0.007306764367967844,
0.09721493721008301,
-0.0012348985765129328,
-0.12929192185401917,
-0.1461324244737625,
0.0027300457004457712,
-0.10633622854948044,
0.018677322193980217,
-0.012895554304122925,
0.014610289596021175,
0.04570743814110756,
-0.025078341364860535,
0.10336913168430328,
0.15411503612995148,
0.03881203010678291,
-0.058711353689432144,
-0.04442887380719185,
0.17942099273204803,
-0.004096703603863716,
0.10564088076353073,
0.05060192942619324,
0.04612817242741585,
0.10134673863649368,
-0.030119014903903008,
-0.11112426966428757,
0.06842055916786194,
0.027215976268053055,
-0.061717692762613297,
0.07131258398294449,
0.09485670924186707,
-0.018846401944756508,
-0.025589339435100555,
-0.02259395644068718,
-0.017358873039484024,
-0.01034954097121954,
0.0441352054476738,
0.05867252126336098,
-0.09856024384498596,
0.1276433765888214,
-0.18134503066539764,
0.06649550795555115,
0.15494762361049652,
-0.023578274995088577,
-0.025431161746382713,
-0.10164027661085129,
0.07692746818065643,
0.0461270809173584,
-0.1102738156914711,
-0.044799696654081345,
-0.11134796589612961,
-0.0042017181403934956,
-0.15240393579006195,
0.07483276724815369,
-0.22579574584960938,
0.007433730643242598,
-0.010854203253984451,
0.029728280380368233,
-0.15843963623046875,
0.047274962067604065,
0.07206617295742035,
-0.003556999145075679,
0.023380087688565254,
-0.06547319889068604,
-0.06406084448099136,
0.0183255597949028,
-0.13895326852798462,
-0.033187150955200195
] |
null | null | transformers |
# bert-base-en-ro-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-ro-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-ro-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-ro-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-ro-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-ro-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-ro-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-ro-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.010811435990035534,
0.06926017999649048,
-0.0034891117829829454,
0.08985874056816101,
0.09375863522291183,
-0.03831787779927254,
0.11690805852413177,
0.11691197752952576,
-0.041920777410268784,
-0.03996075689792633,
0.02208399958908558,
0.033790625631809235,
0.045478012412786484,
0.05765143036842346,
-0.023788832128047943,
-0.28004491329193115,
-0.009219115599989891,
0.0782618373632431,
-0.021022969856858253,
0.04950660094618797,
0.15020620822906494,
-0.05392388999462128,
0.07256666570901871,
0.05317137390375137,
-0.05751655623316765,
0.10125777125358582,
-0.034634917974472046,
-0.10800778865814209,
0.0957455113530159,
0.12082912027835846,
0.08873613178730011,
0.029029596596956253,
0.0676787793636322,
-0.03989800065755844,
0.013599748723208904,
0.021293381229043007,
0.014685921370983124,
0.02676928974688053,
0.027649231255054474,
-0.03814911097288132,
0.03364710137248039,
-0.07526751607656479,
-0.0056144376285374165,
0.06023179367184639,
-0.01214431133121252,
-0.15456043183803558,
-0.053246110677719116,
0.0677100270986557,
0.05133301764726639,
0.010981522500514984,
0.014247207902371883,
0.1634400635957718,
-0.03270239010453224,
0.06981498748064041,
0.189017653465271,
-0.2559832036495209,
-0.058300502598285675,
0.04627154767513275,
0.052853092551231384,
0.021103937178850174,
-0.03995521739125252,
0.03994731605052948,
0.058178115636110306,
0.07110195606946945,
-0.0395788736641407,
-0.0964479073882103,
-0.08471519500017166,
-0.05218473821878433,
-0.09220615774393082,
-0.02163679152727127,
0.1740398108959198,
-0.03505176305770874,
-0.12268641591072083,
-0.02219581976532936,
-0.015670860186219215,
0.19606897234916687,
-0.05684799700975418,
0.0043117753230035305,
0.009252272546291351,
-0.00813309382647276,
-0.07008758932352066,
-0.14771316945552826,
-0.12554001808166504,
-0.03367690369486809,
-0.1139998808503151,
0.14904336631298065,
0.0800347626209259,
0.029758069664239883,
-0.04981539398431778,
0.007828348316252232,
-0.11642187088727951,
-0.08071018010377884,
-0.00972396694123745,
-0.07541143894195557,
0.03725668042898178,
0.010728091932833195,
-0.0819455161690712,
-0.13638077676296234,
0.11206749081611633,
0.12180761247873306,
0.012804767116904259,
-0.003802653169259429,
-0.11755896359682083,
-0.02053237333893776,
0.057813115417957306,
0.11911334097385406,
-0.08418495953083038,
0.006200691219419241,
0.08682949841022491,
-0.0999760702252388,
0.00953135546296835,
0.023619839921593666,
-0.14109072089195251,
-0.07193846255540848,
0.0013093914603814483,
0.09601684659719467,
0.011855412274599075,
0.06826300919055939,
0.026609478518366814,
-0.032341890037059784,
0.09339923411607742,
-0.1207316517829895,
0.029221856966614723,
-0.04057002440094948,
0.056286007165908813,
0.18169759213924408,
0.022987699136137962,
-0.02245689183473587,
-0.14803363382816315,
-0.07168678939342499,
-0.013767053373157978,
-0.03448697179555893,
-0.02319098450243473,
-0.1245412528514862,
0.05536564439535141,
-0.061257679015398026,
0.0028686022851616144,
-0.16185089945793152,
-0.08207420259714127,
0.07312244921922684,
0.0619131438434124,
-0.038137007504701614,
-0.03947891667485237,
0.050884902477264404,
0.03745900094509125,
-0.012762646190822124,
-0.028355797752738,
0.01756991259753704,
-0.0203481987118721,
0.029144421219825745,
0.010204091668128967,
0.07054862380027771,
-0.12499364465475082,
0.04711148515343666,
-0.044410157948732376,
-0.024180317297577858,
-0.18894094228744507,
0.05130802467465401,
-0.09613840281963348,
-0.009423901326954365,
-0.13969145715236664,
-0.0909339040517807,
0.08707783371210098,
0.010221130214631557,
0.02856936678290367,
0.06145348772406578,
-0.048559170216321945,
-0.04595808684825897,
0.15605680644512177,
-0.06865222007036209,
0.0037291820626705885,
0.211017444729805,
0.017827417701482773,
-0.009059417061507702,
0.11956865340471268,
0.04454079642891884,
0.10350759327411652,
-0.12024819105863571,
0.03435288369655609,
0.09523693472146988,
0.018258443102240562,
-0.035474345088005066,
0.0963623896241188,
-0.014988498762249947,
-0.09065315127372742,
0.02383742295205593,
-0.02457611821591854,
0.04702180624008179,
-0.0164352897554636,
-0.01486186496913433,
-0.022429734468460083,
-0.0744672417640686,
0.06950120627880096,
0.025361547246575356,
0.05389343947172165,
-0.07366959750652313,
-0.07558541744947433,
0.10596977174282074,
0.06293696165084839,
-0.05973092466592789,
0.05582280084490776,
-0.09155667573213577,
0.03572404012084007,
-0.1092492863535881,
0.03874185308814049,
-0.1322244107723236,
-0.021760180592536926,
0.04410908743739128,
-0.005348233040422201,
0.08193206042051315,
0.0770394504070282,
0.04083537682890892,
0.01909739151597023,
-0.09520148485898972,
0.11782827228307724,
0.06432405859231949,
-0.015398629009723663,
-0.007944175973534584,
-0.041124504059553146,
-0.046667784452438354,
-0.0395318977534771,
0.04943205788731575,
0.0036438670940697193,
0.008307642303407192,
-0.016456663608551025,
0.08879068493843079,
-0.054052215069532394,
0.06728433072566986,
0.047644831240177155,
0.04105905443429947,
-0.04585705325007439,
-0.011908069252967834,
0.05430499091744423,
0.001243399572558701,
-0.024007583037018776,
0.11952352523803711,
0.08072787523269653,
-0.0034888049121946096,
0.11874113976955414,
0.00870214682072401,
0.01127183623611927,
0.012116238474845886,
-0.009994602762162685,
-0.0032495218329131603,
-0.053874511271715164,
-0.06956740468740463,
0.15192650258541107,
0.01086064800620079,
0.11153572052717209,
-0.09911752492189407,
0.0018464497989043593,
0.017805473878979683,
-0.07703585177659988,
-0.04818170145153999,
0.07383690029382706,
0.04912271723151207,
-0.14643023908138275,
0.08115295320749283,
0.07667513936758041,
-0.055361416190862656,
0.1111571416258812,
-0.03710651025176048,
-0.06786791235208511,
0.06057506799697876,
-0.011590243317186832,
0.033888183534145355,
-0.031628116965293884,
-0.08702915161848068,
-0.03646009415388107,
0.09863302111625671,
-0.043611589819192886,
-0.01770680584013462,
-0.08018310368061066,
0.04464399442076683,
0.018976688385009766,
-0.05054144933819771,
-0.05772022530436516,
0.009673935361206532,
0.011676477268338203,
0.05785426124930382,
0.014428154565393925,
-0.01938292756676674,
0.04587500914931297,
0.0271381214261055,
-0.024373915046453476,
0.13118168711662292,
-0.11521898210048676,
-0.2879315912723541,
-0.21971207857131958,
-0.2248341292142868,
-0.16303235292434692,
0.04939408600330353,
0.08933552354574203,
-0.08542871475219727,
-0.08868981897830963,
0.00217360514216125,
0.09635072946548462,
-0.010632618330419064,
-0.010620207525789738,
0.02225724793970585,
0.004081320017576218,
0.011675565503537655,
-0.16380199790000916,
-0.01531432569026947,
0.04306105896830559,
-0.12650257349014282,
0.0625741183757782,
-0.0933670923113823,
0.05800604447722435,
0.03603183850646019,
-0.051558468490839005,
0.002905945060774684,
-0.029757773503661156,
0.08313817530870438,
0.00860060565173626,
0.04882466420531273,
0.20626911520957947,
-0.002690864959731698,
0.05270212143659592,
0.08608730882406235,
0.06435949355363846,
-0.002677159383893013,
0.04089269042015076,
0.043002597987651825,
-0.05515642836689949,
-0.2248867303133011,
-0.030630892142653465,
-0.05458087846636772,
0.03064262494444847,
0.06538844853639603,
0.05031228065490723,
-0.030058924108743668,
0.09209437668323517,
-0.04691653326153755,
0.10757676512002945,
0.0014348564436659217,
0.07650043070316315,
0.20648372173309326,
-0.012242939323186874,
0.10140146315097809,
-0.07863382995128632,
-0.10806023329496384,
0.12531647086143494,
0.06526625156402588,
0.08262713253498077,
-0.0042548757046461105,
0.1178557351231575,
0.04904063418507576,
0.022313110530376434,
0.08702682703733444,
0.209413543343544,
-0.03855728730559349,
0.020543664693832397,
-0.0393768735229969,
-0.05106234923005104,
0.006639738567173481,
-0.02941148914396763,
0.07214048504829407,
-0.06766168028116226,
-0.006841476075351238,
-0.1127363070845604,
-0.010141453705728054,
0.26623299717903137,
0.059072308242321014,
-0.13953247666358948,
-0.05807577073574066,
0.019985206425189972,
-0.11513987928628922,
-0.09313470125198364,
0.021660201251506805,
0.013809583149850368,
-0.1293523609638214,
0.11171138286590576,
0.012683132663369179,
0.12018543481826782,
-0.04020858556032181,
0.02501152828335762,
-0.12191499769687653,
0.0643867626786232,
0.012994003482162952,
0.13350173830986023,
-0.1846773773431778,
0.13627859950065613,
0.024330493062734604,
0.011784636415541172,
-0.12981915473937988,
0.0658784732222557,
0.047766853123903275,
0.06918280571699142,
0.08343475311994553,
-0.01369213405996561,
0.1569097489118576,
-0.09337668865919113,
-0.09112899005413055,
0.05738450586795807,
0.0165264755487442,
0.013290734961628914,
0.07440134137868881,
-0.021698245778679848,
-0.04592208191752434,
-0.022440843284130096,
0.07142466306686401,
-0.14958301186561584,
-0.17016008496284485,
0.05031151697039604,
0.02037196047604084,
-0.06402777135372162,
-0.022701390087604523,
-0.1191917359828949,
-0.04367665573954582,
0.17597632110118866,
0.14254891872406006,
-0.1416308581829071,
-0.09542486816644669,
-0.06319545954465866,
0.13340769708156586,
-0.08752376586198807,
0.06406842172145844,
-0.060139864683151245,
0.14204493165016174,
-0.06039302796125412,
-0.11049623042345047,
-0.0162107702344656,
-0.09459815174341202,
-0.034349530935287476,
0.03816869109869003,
0.11783536523580551,
-0.01995157077908516,
0.049497924745082855,
0.059602849185466766,
-0.03255326300859451,
-0.0012209848500788212,
-0.06440172344446182,
-0.0725005641579628,
0.011717632412910461,
0.11645858734846115,
0.0665559396147728,
-0.11193861812353134,
-0.1545840948820114,
-0.006773859728127718,
-0.011077463626861572,
0.1936909705400467,
0.17663007974624634,
-0.0030769736040383577,
0.06637243926525116,
0.28161531686782837,
-0.020599769428372383,
-0.26297950744628906,
-0.17665186524391174,
0.013712558895349503,
0.009692461229860783,
-0.05784102529287338,
-0.18419769406318665,
0.11255411803722382,
0.022496426478028297,
-0.024695107713341713,
-0.09419731795787811,
-0.09303972125053406,
-0.07942420244216919,
0.20006172358989716,
0.0481177382171154,
0.12130981683731079,
-0.11954735219478607,
-0.03920038789510727,
-0.12374795228242874,
-0.18407085537910461,
0.12552569806575775,
-0.05330902710556984,
0.11775902658700943,
-0.003453476820141077,
0.06635422259569168,
0.021067900583148003,
0.014542672783136368,
0.09067307412624359,
-0.01583125814795494,
-0.0655055120587349,
-0.0678921565413475,
0.028155658394098282,
0.0867973119020462,
0.01590578258037567,
0.1623566895723343,
-0.05992237478494644,
-0.02953452803194523,
-0.006672997493296862,
-0.08183136582374573,
-0.06558452546596527,
0.08832267671823502,
0.015800781548023224,
-0.08430848270654678,
-0.03233882412314415,
-0.002157812239602208,
-0.04557262733578682,
-0.02641952969133854,
0.09148985147476196,
-0.017104828730225563,
0.010222136043012142,
0.14686764776706696,
0.17083175480365753,
-0.11606702953577042,
0.03819621354341507,
-0.04655860364437103,
-0.1075369268655777,
0.04395167902112007,
-0.040842168033123016,
0.05357466638088226,
0.03752372786402702,
0.00029337118030525744,
0.07863790541887283,
0.025174137204885483,
-0.07074417918920517,
-0.006239987909793854,
0.07743481546640396,
-0.05641848221421242,
-0.15194492042064667,
-0.04949190840125084,
-0.036718521267175674,
-0.07468394190073013,
0.08641792088747025,
0.13680987060070038,
-0.02454284206032753,
-0.09861704707145691,
0.016838116571307182,
0.019819315522909164,
-0.04986263066530228,
0.08092807233333588,
0.08231773972511292,
0.00869344174861908,
-0.11360593885183334,
0.08848168700933456,
0.13048025965690613,
-0.08067118376493454,
0.027062511071562767,
0.08087310194969177,
-0.05925177037715912,
-0.09892486780881882,
0.03608395904302597,
0.005702170077711344,
-0.10399501025676727,
-0.06665021181106567,
-0.02594131976366043,
-0.08789903670549393,
0.029844308272004128,
0.08087863773107529,
0.06937649846076965,
-0.03542485460639,
-0.0563989132642746,
-0.004642960615456104,
-0.05516835302114487,
0.058038659393787384,
0.07216185331344604,
0.05347508192062378,
-0.05574197694659233,
0.01117575541138649,
-0.03907500207424164,
0.14519965648651123,
-0.05002877488732338,
-0.031220097094774246,
-0.09487482905387878,
-0.02338661253452301,
-0.2673701047897339,
0.03061068244278431,
-0.1022617518901825,
0.006510201841592789,
-0.0025351126678287983,
-0.08492989093065262,
-0.02221408672630787,
0.03228584676980972,
-0.09630908071994781,
-0.01067409198731184,
-0.003912026062607765,
0.11296392977237701,
-0.09768222272396088,
-0.02293274737894535,
0.06869200617074966,
-0.029101552441716194,
0.09316803514957428,
0.0323757603764534,
-0.07291440665721893,
0.08559004962444305,
-0.05532852187752724,
-0.10708130896091461,
0.007448944263160229,
0.056955404579639435,
0.06267253309488297,
-0.05522680655121803,
0.031027432531118393,
0.07304399460554123,
0.04975315183401108,
0.010377953760325909,
0.1287534236907959,
-0.07104547321796417,
-0.007077538874000311,
-0.006933680735528469,
-0.09063075482845306,
-0.005962425842881203,
0.03162912279367447,
0.13120964169502258,
0.07851055264472961,
0.07198858261108398,
-0.07157722860574722,
0.011100889183580875,
-0.03258153051137924,
0.021561166271567345,
-0.07102107256650925,
-0.13992609083652496,
0.026238838210701942,
-0.07628992944955826,
-0.012388868257403374,
0.04523377865552902,
0.10131986439228058,
0.005548127461224794,
0.12631574273109436,
-0.011662159115076065,
0.04526878148317337,
0.08669944852590561,
-0.029506182298064232,
0.171585351228714,
0.029444577172398567,
-0.023885395377874374,
-0.06918126344680786,
0.010320414789021015,
0.033736709505319595,
0.06094946339726448,
0.0399460531771183,
0.07526060193777084,
0.03632652387022972,
0.06506400555372238,
0.07842445373535156,
0.04645334929227829,
-0.07974296808242798,
-0.1480383574962616,
0.09021280705928802,
0.07921219617128372,
-0.10174213349819183,
0.10536770522594452,
0.07777946442365646,
-0.0789957344532013,
0.05436347424983978,
0.009893663227558136,
-0.041565172374248505,
-0.12745103240013123,
-0.1432417333126068,
-0.06029544770717621,
-0.07762367278337479,
-0.030255690217018127,
-0.09284158051013947,
0.030968550592660904,
0.04533296823501587,
0.08922625333070755,
-0.021310536190867424,
0.12170176953077316,
-0.16239817440509796,
-0.0848846286535263,
0.05199368670582771,
-0.020981701090931892,
0.043023303151130676,
0.04380451515316963,
0.01188095472753048,
-0.023338960483670235,
0.09645609557628632,
0.02047046646475792,
0.04237595573067665,
0.055878978222608566,
0.03705720975995064,
-0.06362762302160263,
-0.05891168490052223,
-0.06464079767465591,
0.009300311096012592,
0.06812300533056259,
0.1775878518819809,
0.02507655881345272,
-0.026164351031184196,
0.020568344742059708,
0.10611151903867722,
-0.03518501669168472,
-0.18634174764156342,
-0.12948395311832428,
0.23901090025901794,
0.008001450449228287,
0.010972718708217144,
0.03579111024737358,
-0.07589171081781387,
-0.09890877455472946,
0.2643832862377167,
0.15490984916687012,
0.0802517756819725,
0.010948587208986282,
0.016565125435590744,
0.012925948947668076,
0.001307721366174519,
0.12478107213973999,
0.06127184256911278,
0.12632784247398376,
-0.04949728399515152,
-0.0065819756127893925,
0.012583564035594463,
0.006120700854808092,
-0.23761974275112152,
0.05799335986375809,
-0.007621183525770903,
-0.07391522824764252,
0.03238648176193237,
0.07923901081085205,
-0.012942543253302574,
-0.14209644496440887,
-0.12810003757476807,
-0.020118698477745056,
-0.10674906522035599,
-0.0008371425792574883,
-0.011068703606724739,
0.02392527088522911,
0.05603478476405144,
-0.02316768653690815,
0.08911257237195969,
0.15609115362167358,
0.024031072854995728,
-0.08460026979446411,
-0.022811558097600937,
0.19654500484466553,
-0.018161822110414505,
0.09510213881731033,
0.036549463868141174,
0.04271253943443298,
0.09617474675178528,
-0.008148602209985256,
-0.10330386459827423,
0.027580222114920616,
0.020096763968467712,
-0.04757671803236008,
0.08484172821044922,
0.08673194795846939,
-0.05861921235918999,
-0.029904335737228394,
-0.05461619049310684,
-0.01927977055311203,
0.011810670606791973,
0.09399460256099701,
0.05748549476265907,
-0.07704740017652512,
0.09496667981147766,
-0.19421210885047913,
0.07340291887521744,
0.15439406037330627,
-0.01300033088773489,
-0.058424074202775955,
-0.09879406541585922,
0.06142124533653259,
0.05476434901356697,
-0.1136331632733345,
-0.09439796954393387,
-0.12285404652357101,
-0.039404239505529404,
-0.11682821065187454,
0.08051742613315582,
-0.2009211778640747,
0.0012940748129040003,
-0.001058241119608283,
0.047164931893348694,
-0.15441305935382843,
0.027081726118922234,
0.08976689726114273,
-0.011838744394481182,
0.02354256995022297,
-0.13747313618659973,
-0.05336897820234299,
-0.011632727459073067,
-0.14442157745361328,
-0.04167594388127327
] |
null | null | transformers |
# bert-base-en-ru-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-ru-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-ru-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-ru-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-ru-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-ru-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-ru-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
64,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-ru-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.025841813534498215,
0.07948856800794601,
-0.0035037915222346783,
0.0864628404378891,
0.07879801094532013,
-0.05614583566784859,
0.11147945374250412,
0.11601778864860535,
-0.03851484879851341,
-0.00596565892919898,
0.028618423268198967,
0.01623677834868431,
0.04795493185520172,
0.07229513674974442,
-0.03561187908053398,
-0.25028327107429504,
0.011032133363187313,
0.057327963411808014,
-0.006733173504471779,
0.0682491809129715,
0.14281293749809265,
-0.06518566608428955,
0.07634641230106354,
0.05186702683568001,
-0.04778754338622093,
0.09596415609121323,
-0.013381149619817734,
-0.11552317440509796,
0.08568718284368515,
0.10333036631345749,
0.07377281785011292,
0.026522280648350716,
0.06690889596939087,
-0.04234003275632858,
0.017557838931679726,
0.03596874326467514,
0.02048392966389656,
0.028185242787003517,
0.03646055608987808,
-0.04485883191227913,
0.04009349271655083,
-0.0829165056347847,
-0.0033843303099274635,
0.06075679883360863,
-0.015023035928606987,
-0.17138083279132843,
-0.064293771982193,
0.08899049460887909,
0.06476256996393204,
0.019716298207640648,
0.0001758883590810001,
0.17821680009365082,
-0.03321407362818718,
0.08006316423416138,
0.19684377312660217,
-0.270630806684494,
-0.06251006573438644,
0.07256769388914108,
0.03451915830373764,
0.03430233895778656,
-0.04280960559844971,
0.03914213553071022,
0.06900292634963989,
0.07037218660116196,
-0.030489018186926842,
-0.08553098142147064,
-0.06699024885892868,
-0.05328656733036041,
-0.10841410607099533,
-0.030656777322292328,
0.18274232745170593,
-0.034621939063072205,
-0.13638758659362793,
-0.036256130784749985,
-0.03207709267735481,
0.18832534551620483,
-0.048329100012779236,
-0.0008082629065029323,
0.005930038169026375,
-0.00994708202779293,
-0.06044035777449608,
-0.11809917539358139,
-0.12609447538852692,
-0.04213612526655197,
-0.11497987061738968,
0.15381880104541779,
0.07862631976604462,
0.03582775592803955,
-0.0576721653342247,
0.015018677338957787,
-0.13752514123916626,
-0.0874660387635231,
-0.028614778071641922,
-0.08185174316167831,
0.048626791685819626,
0.0004520501533988863,
-0.08308643847703934,
-0.13461770117282867,
0.12483248114585876,
0.12495368719100952,
-0.010714071802794933,
-0.005639996845275164,
-0.1120021715760231,
-0.0166397076100111,
0.052131377160549164,
0.13812214136123657,
-0.10746277868747711,
0.031342942267656326,
0.10211826115846634,
-0.08114780485630035,
0.027449162676930428,
0.030237341299653053,
-0.12097413837909698,
-0.07119709253311157,
0.0329836905002594,
0.11177942156791687,
0.0010069396812468767,
0.06245680898427963,
0.020638611167669296,
-0.01972905546426773,
0.08475132286548615,
-0.12899339199066162,
0.01758025586605072,
-0.04041939973831177,
0.04232153296470642,
0.16516447067260742,
0.013572609052062035,
-0.030285369604825974,
-0.14994457364082336,
-0.06053631380200386,
-0.025965608656406403,
-0.03659142553806305,
-0.013142233714461327,
-0.1257220357656479,
0.058922991156578064,
-0.05239701271057129,
0.00621092040091753,
-0.17277444899082184,
-0.09529833495616913,
0.06777817755937576,
0.038630712777376175,
-0.03350511193275452,
-0.01628788746893406,
0.05454546958208084,
0.00785053800791502,
-0.021631471812725067,
-0.02167995274066925,
-0.02015570178627968,
-0.02934376895427704,
0.0403466522693634,
0.002007794566452503,
0.06784636527299881,
-0.10599144548177719,
0.04099971428513527,
-0.07914566993713379,
-0.019123338162899017,
-0.20405647158622742,
0.040435466915369034,
-0.08925363421440125,
-0.011122630909085274,
-0.1330779790878296,
-0.1000586748123169,
0.08862125128507614,
-0.0007753019453957677,
0.036780934780836105,
0.07652467489242554,
-0.056888315826654434,
-0.03614865615963936,
0.18607480823993683,
-0.09581095725297928,
-0.01884651370346546,
0.22535422444343567,
0.021038930863142014,
-0.023472579196095467,
0.12866094708442688,
0.05951736867427826,
0.08578822016716003,
-0.11552678793668747,
0.020093616098165512,
0.07117792218923569,
0.01875300705432892,
-0.0022662202827632427,
0.09353333711624146,
-0.027958016842603683,
-0.07757208496332169,
0.021988049149513245,
-0.03701505437493324,
0.027008317410945892,
-0.018831415101885796,
-0.008082614280283451,
-0.04051022231578827,
-0.07971502840518951,
0.0705781951546669,
0.01216186210513115,
0.03214072436094284,
-0.09282063692808151,
-0.0732206478714943,
0.07132454216480255,
0.0752989873290062,
-0.059569381177425385,
0.0362909734249115,
-0.09506304562091827,
0.06737876683473587,
-0.10669518262147903,
0.03292987868189812,
-0.1319682002067566,
-0.03421766310930252,
0.04542272165417671,
-0.02226305939257145,
0.05976768955588341,
0.04807453230023384,
0.047457996755838394,
0.034550540149211884,
-0.08651283383369446,
0.0929010733962059,
0.05163215473294258,
-0.011936060152947903,
-0.002219298854470253,
-0.040505457669496536,
-0.03570916876196861,
-0.03975697234272957,
0.05184900760650635,
-0.013990473002195358,
0.01712891086935997,
0.006019770633429289,
0.09234128892421722,
-0.03905601054430008,
0.05572805553674698,
0.059190090745687485,
0.03200434893369675,
-0.04304531216621399,
-0.02644614316523075,
0.039021071046590805,
-0.004079067148268223,
-0.029550304636359215,
0.11587304621934891,
0.04550973325967789,
0.024971721693873405,
0.1260291486978531,
0.04901888966560364,
0.004128619097173214,
0.0330594964325428,
-0.007477977778762579,
0.006535657681524754,
-0.06250407546758652,
-0.05734267085790634,
0.11832161992788315,
0.006061403546482325,
0.09913396090269089,
-0.1210777536034584,
-0.011201850138604641,
0.025043336674571037,
-0.09749016165733337,
-0.05032845959067345,
0.08597361296415329,
0.01101020909845829,
-0.15562941133975983,
0.08704014122486115,
0.08763935416936874,
-0.05125793069601059,
0.10676270723342896,
-0.04027831554412842,
-0.08984819054603577,
0.06365854293107986,
0.011185160838067532,
0.03317531943321228,
-0.019641732797026634,
-0.05892712250351906,
-0.02490624226629734,
0.09568493068218231,
-0.03816361725330353,
-0.02966412715613842,
-0.0962987095117569,
0.04546605050563812,
0.008276741951704025,
-0.0584062822163105,
-0.059304576367139816,
0.025181980803608894,
0.01731930300593376,
0.08260076493024826,
0.0036420270334929228,
-0.018005991354584694,
0.034147392958402634,
0.025294972583651543,
-0.034511275589466095,
0.1413867324590683,
-0.1107138991355896,
-0.29990482330322266,
-0.2139073759317398,
-0.17917485535144806,
-0.17191191017627716,
0.04953707754611969,
0.0892273411154747,
-0.08729285001754761,
-0.09789775311946869,
-0.017744140699505806,
0.08156505972146988,
0.001252001035027206,
-0.010431362316012383,
0.030194982886314392,
0.0018896894762292504,
0.02584204636514187,
-0.1559419482946396,
-0.02957727201282978,
0.03972671553492546,
-0.13869722187519073,
0.07018068432807922,
-0.07150150835514069,
0.05949630215764046,
0.046361926943063736,
-0.05469844862818718,
0.0013756196713075042,
-0.024787336587905884,
0.09262627363204956,
-0.00034137762850150466,
0.05556779354810715,
0.2347533404827118,
-0.01725619286298752,
0.04938440024852753,
0.08714816719293594,
0.05520890653133392,
-0.019376268610358238,
0.05236212909221649,
0.033041611313819885,
-0.05099918320775032,
-0.2191380262374878,
-0.031453005969524384,
-0.04189911112189293,
0.04694906994700432,
0.05385860800743103,
0.06094219163060188,
-0.019141824916005135,
0.09027522057294846,
-0.06222495809197426,
0.07289665937423706,
0.026548009365797043,
0.08248327672481537,
0.17947427928447723,
-0.006082706153392792,
0.10172892361879349,
-0.07697059959173203,
-0.09121577441692352,
0.1388399302959442,
0.03449791297316551,
0.06688769161701202,
-0.02385278418660164,
0.09715846180915833,
0.05309457704424858,
0.04548529535531998,
0.08501727133989334,
0.19995786249637604,
-0.04236960411071777,
0.011698397807776928,
-0.0250865388661623,
-0.061743710190057755,
-0.0014076359802857041,
-0.028304746374487877,
0.038252927362918854,
-0.025665584951639175,
-0.02300233393907547,
-0.09323916584253311,
0.018623966723680496,
0.26420125365257263,
0.08210344612598419,
-0.1687723696231842,
-0.09363842755556107,
0.023600956425070763,
-0.106615349650383,
-0.09633772820234299,
0.032011836767196655,
0.04408704489469528,
-0.13189928233623505,
0.10417284071445465,
0.011428226716816425,
0.11041068285703659,
-0.02933591604232788,
0.016170764341950417,
-0.11398087441921234,
0.07852582633495331,
9.545669854560401e-7,
0.12568971514701843,
-0.19164060056209564,
0.11751829832792282,
0.021973595023155212,
0.017886420711874962,
-0.12076575309038162,
0.06052369624376297,
0.06122425198554993,
0.08429527282714844,
0.10142643004655838,
-0.008327053859829903,
0.16170983016490936,
-0.10211747139692307,
-0.10293572396039963,
0.052668944001197815,
0.01967393048107624,
0.01264544390141964,
0.08626231551170349,
-0.027558691799640656,
-0.0403313972055912,
-0.02352682687342167,
0.04839285463094711,
-0.15049925446510315,
-0.136637881398201,
0.03875957801938057,
0.031306903809309006,
-0.04049691930413246,
-0.0569952130317688,
-0.11374403536319733,
-0.03792836144566536,
0.17570945620536804,
0.1607217937707901,
-0.15006807446479797,
-0.08938910067081451,
-0.05697683244943619,
0.13021157681941986,
-0.08726653456687927,
0.07662299275398254,
-0.06504496932029724,
0.15833289921283722,
-0.044801414012908936,
-0.10758068412542343,
-0.008244005031883717,
-0.09991089254617691,
-0.06438367813825607,
0.044768478721380234,
0.13081377744674683,
-0.016477268189191818,
0.03547387570142746,
0.059724703431129456,
-0.023877421393990517,
0.008190209046006203,
-0.0705721452832222,
-0.06182326003909111,
0.04704725369811058,
0.11579170823097229,
0.08696889877319336,
-0.09478257596492767,
-0.17944999039173126,
-0.019822251051664352,
-0.005276435520499945,
0.1767563372850418,
0.20279859006404877,
-0.010478883981704712,
0.05261407047510147,
0.27110010385513306,
-0.004318005871027708,
-0.26630377769470215,
-0.15510040521621704,
-0.010855669155716896,
0.008364534936845303,
-0.04625615477561951,
-0.14117133617401123,
0.11384481191635132,
0.035306595265865326,
-0.024148503318428993,
-0.07350245863199234,
-0.13739348948001862,
-0.08205774426460266,
0.2022714763879776,
0.0683256983757019,
0.109946608543396,
-0.11605533212423325,
-0.03801301121711731,
-0.09827812761068344,
-0.17863327264785767,
0.09874925762414932,
-0.08875241130590439,
0.10579051822423935,
-0.009052242152392864,
0.052994925528764725,
0.028083160519599915,
0.005203469656407833,
0.09397263079881668,
-0.041717611253261566,
-0.04257303103804588,
-0.0753830149769783,
0.05285444110631943,
0.09394415467977524,
0.007740760687738657,
0.18586347997188568,
-0.04769164323806763,
0.0011655762791633606,
0.028192168101668358,
-0.07676739245653152,
-0.06848805397748947,
0.08989474922418594,
0.008507927879691124,
-0.08680635690689087,
-0.0409974567592144,
0.003168786410242319,
-0.05248746648430824,
-0.035048551857471466,
0.06868305057287216,
-0.012980327010154724,
0.03234627842903137,
0.14609983563423157,
0.1555771827697754,
-0.10122520476579666,
0.057932961732149124,
-0.04343525320291519,
-0.10739707946777344,
0.04526561498641968,
-0.043338555842638016,
0.06219274923205376,
0.04382982477545738,
0.006248722784221172,
0.0827774703502655,
0.02495977096259594,
-0.08286748826503754,
-0.008214399218559265,
0.07016545534133911,
-0.09036558866500854,
-0.1644400805234909,
-0.048575788736343384,
-0.04260702058672905,
-0.07131337374448776,
0.0945303812623024,
0.14021913707256317,
-0.04179145395755768,
-0.09521143138408661,
0.012672077864408493,
0.036454785615205765,
-0.03878654167056084,
0.08543296903371811,
0.07510127872228622,
0.007640325929969549,
-0.11087393015623093,
0.11213327199220657,
0.11355765908956528,
-0.07870139926671982,
0.029526429250836372,
0.06946200132369995,
-0.08011038601398468,
-0.08979570865631104,
0.03303874284029007,
-0.012062420137226582,
-0.08254930377006531,
-0.07365041971206665,
-0.03635028377175331,
-0.1048542708158493,
0.02886100858449936,
0.11604584753513336,
0.08008647710084915,
-0.025585750117897987,
-0.04040253534913063,
-0.0036555295810103416,
-0.06229161098599434,
0.08961077779531479,
0.08326729387044907,
0.05347675830125809,
-0.084149569272995,
0.02155073918402195,
-0.036336932331323624,
0.11906907707452774,
-0.04845326766371727,
-0.031709372997283936,
-0.0927259624004364,
-0.0229811929166317,
-0.2785276770591736,
0.03261817246675491,
-0.10256602615118027,
0.0061972495168447495,
-0.010311945341527462,
-0.07941257208585739,
-0.019165923818945885,
0.04427654668688774,
-0.08911386132240295,
-0.017504405230283737,
-0.012906773015856743,
0.1082208901643753,
-0.12633733451366425,
-0.02549489215016365,
0.06862373650074005,
-0.03536900132894516,
0.10730474442243576,
0.049226827919483185,
-0.0707060694694519,
0.09611779451370239,
-0.08824732899665833,
-0.09276653081178665,
0.026046812534332275,
0.051791124045848846,
0.05672555789351463,
-0.08337636291980743,
0.03762635961174965,
0.08045948296785355,
0.015659207478165627,
0.01024672482162714,
0.11456415802240372,
-0.07118643075227737,
-0.035422004759311676,
0.003526157233864069,
-0.06058867275714874,
-0.019226854667067528,
0.023583535104990005,
0.1380186825990677,
0.0813358873128891,
0.0776456892490387,
-0.08606228977441788,
0.0017602811567485332,
-0.04652651026844978,
0.016759024932980537,
-0.07386866956949234,
-0.14229626953601837,
-0.0009625882375985384,
-0.0504240058362484,
-0.005322188604623079,
0.0352478064596653,
0.09035351872444153,
-0.008769487030804157,
0.1158493310213089,
-0.004442581906914711,
0.04316979646682739,
0.09837500751018524,
-0.01792307011783123,
0.17930728197097778,
0.014566944912075996,
-0.03677161782979965,
-0.08381792902946472,
0.003962158225476742,
0.040199026465415955,
0.01904439553618431,
0.05386500060558319,
0.07506198436021805,
0.03202300891280174,
0.05089056119322777,
0.05974919721484184,
0.05157296359539032,
-0.06319840252399445,
-0.16191309690475464,
0.0674985945224762,
0.06934494525194168,
-0.08460196107625961,
0.10781122744083405,
0.11624163389205933,
-0.07961679250001907,
0.03922705352306366,
-0.005847202613949776,
-0.03869818150997162,
-0.13110652565956116,
-0.1428622603416443,
-0.06628567725419998,
-0.08303394913673401,
-0.03204212337732315,
-0.10908275097608566,
0.03313213214278221,
0.03834358602762222,
0.09202892333269119,
-0.03777134045958519,
0.14899982511997223,
-0.1653009057044983,
-0.08831458538770676,
0.06464969366788864,
-0.018919169902801514,
0.02785324491560459,
0.06891049444675446,
0.006078544072806835,
-0.011746188625693321,
0.08399444073438644,
0.03238378465175629,
0.05135009437799454,
0.057873234152793884,
0.03897382691502571,
-0.07820044457912445,
-0.05996102839708328,
-0.049684394150972366,
0.012073243968188763,
0.053265076130628586,
0.15136653184890747,
0.04385220259428024,
-0.02956056408584118,
0.030516507104039192,
0.14522847533226013,
-0.04887652024626732,
-0.17864573001861572,
-0.13224296271800995,
0.23671022057533264,
0.008423837833106518,
0.01392638310790062,
0.0520138144493103,
-0.0947987362742424,
-0.07688634842634201,
0.2380121946334839,
0.12153829634189606,
0.08321915566921234,
0.02349589578807354,
-0.0038275509141385555,
0.006584049202501774,
-0.01937432959675789,
0.11272307485342026,
0.07114320993423462,
0.12200824171304703,
-0.049467600882053375,
0.02074776031076908,
0.001174180768430233,
0.008419505320489407,
-0.22677598893642426,
0.04807288572192192,
-0.010781070217490196,
-0.06670365482568741,
0.011182514950633049,
0.08768521994352341,
-0.011210194788873196,
-0.13839057087898254,
-0.12260924279689789,
-0.014568882994353771,
-0.10285684466362,
0.009478958323597908,
-0.018408527597784996,
0.019360799342393875,
0.05675973370671272,
-0.027330657467246056,
0.09647154062986374,
0.14923644065856934,
0.03592057153582573,
-0.058673154562711716,
-0.03635116294026375,
0.18221653997898102,
-0.0023477424401789904,
0.112125463783741,
0.04222757741808891,
0.03249156475067139,
0.1041349321603775,
-0.020567089319229126,
-0.11789365857839584,
0.04586831107735634,
0.02423136495053768,
-0.04154811054468155,
0.0728013813495636,
0.09267238527536392,
-0.04174092411994934,
-0.01986629143357277,
-0.03840174525976181,
-0.02322675846517086,
0.0012312097242102027,
0.07241170853376389,
0.05998882278800011,
-0.09222432971000671,
0.10261566936969757,
-0.18361850082874298,
0.0719124898314476,
0.1503271609544754,
-0.026538323611021042,
-0.034320756793022156,
-0.09636267274618149,
0.0791737288236618,
0.053091198205947876,
-0.10877198725938797,
-0.04852120578289032,
-0.11846879124641418,
-0.010937030427157879,
-0.10098215937614441,
0.08360575139522552,
-0.2184073030948639,
0.0006477948045358062,
-0.006176568567752838,
0.040151357650756836,
-0.15674686431884766,
0.0404890738427639,
0.09794875979423523,
-0.003911879379302263,
0.021012069657444954,
-0.10241668671369553,
-0.05366676673293114,
0.005872039590030909,
-0.124954953789711,
-0.04806302487850189
] |
null | null | transformers |
# bert-base-en-sw-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-sw-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-sw-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-sw-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-sw-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-sw-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-sw-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
104,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-sw-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.018406333401799202,
0.07282226532697678,
-0.0033424522262066603,
0.0815010666847229,
0.08791445940732956,
-0.040139637887477875,
0.1111728698015213,
0.1151718869805336,
-0.033724091947078705,
-0.031247567385435104,
0.023816218599677086,
0.02732592076063156,
0.04857353866100311,
0.06950366497039795,
-0.02091744914650917,
-0.27079689502716064,
-0.0011353400768712163,
0.07090937346220016,
-0.0322006531059742,
0.05402354523539543,
0.14210866391658783,
-0.06075386703014374,
0.0681876689195633,
0.04624650999903679,
-0.05633789673447609,
0.09941834211349487,
-0.03780889883637428,
-0.10964998602867126,
0.08918452262878418,
0.11678794026374817,
0.0795213133096695,
0.03503645583987236,
0.06899132579565048,
-0.041587233543395996,
0.014183866791427135,
0.02046835795044899,
0.02049814537167549,
0.02696078084409237,
0.027728283777832985,
-0.0368901789188385,
0.019629646092653275,
-0.0783054530620575,
-0.0038678590208292007,
0.0664803758263588,
-0.012232865206897259,
-0.1545153558254242,
-0.05208192020654678,
0.07970400899648666,
0.05564753711223602,
0.007406829856336117,
0.009181073866784573,
0.16016554832458496,
-0.030993763357400894,
0.06985337287187576,
0.18284206092357635,
-0.2578875720500946,
-0.05450068786740303,
0.04408174008131027,
0.049038827419281006,
0.025926342234015465,
-0.034488338977098465,
0.04755205661058426,
0.059141241014003754,
0.0688532367348671,
-0.036480627954006195,
-0.09697476774454117,
-0.07320740818977356,
-0.04486057162284851,
-0.09921815246343613,
-0.026022836565971375,
0.18842945992946625,
-0.029929568991065025,
-0.12520192563533783,
-0.026460207998752594,
-0.020602690055966377,
0.19323758780956268,
-0.05637497827410698,
-0.0037783985026180744,
0.009265837259590626,
-0.007258093915879726,
-0.06514376401901245,
-0.1394665688276291,
-0.12130504846572876,
-0.040465641766786575,
-0.11085665225982666,
0.15386547148227692,
0.07402196526527405,
0.03233318775892258,
-0.04884694144129753,
0.013549444265663624,
-0.12246061861515045,
-0.08006668090820312,
-0.011114467866718769,
-0.07637420296669006,
0.0281577967107296,
0.010589327663183212,
-0.08132562041282654,
-0.1463163048028946,
0.11351807415485382,
0.11798694729804993,
0.022785712033510208,
-0.0038026864640414715,
-0.115712970495224,
-0.015299808233976364,
0.06377014517784119,
0.12382029742002487,
-0.08617281168699265,
0.001141777727752924,
0.0878581628203392,
-0.09568919986486435,
0.009722752496600151,
0.018019307404756546,
-0.13682176172733307,
-0.07379725575447083,
0.007839975878596306,
0.09548310935497284,
0.015480334870517254,
0.06949913501739502,
0.02847602590918541,
-0.03626304864883423,
0.09826506674289703,
-0.1269029974937439,
0.02464781515300274,
-0.040708933025598526,
0.056172557175159454,
0.18149511516094208,
0.03068564459681511,
-0.02383338287472725,
-0.15095511078834534,
-0.06755617260932922,
-0.02039770409464836,
-0.03662334010004997,
-0.02111951634287834,
-0.1227075457572937,
0.05628729611635208,
-0.04430854320526123,
-0.004054221324622631,
-0.15965759754180908,
-0.10186974704265594,
0.06669845432043076,
0.04924125224351883,
-0.030885906890034676,
-0.039353009313344955,
0.05190302059054375,
0.03752056881785393,
-0.010787115432322025,
-0.028157850727438927,
0.008636007085442543,
-0.02323087863624096,
0.03028511069715023,
0.002047143643721938,
0.06654690206050873,
-0.12473399937152863,
0.047587502747774124,
-0.049780119210481644,
-0.017042066901922226,
-0.20242786407470703,
0.0576934777200222,
-0.09790776669979095,
-0.003301888471469283,
-0.1334756463766098,
-0.08909939229488373,
0.0730661079287529,
0.011496730148792267,
0.026694796979427338,
0.07606443017721176,
-0.06562621891498566,
-0.051615431904792786,
0.16380339860916138,
-0.07691479474306107,
-0.006695028860121965,
0.21284468472003937,
0.02187429368495941,
-0.014186164364218712,
0.12107197195291519,
0.052298929542303085,
0.10543283075094223,
-0.10138971358537674,
0.029749585315585136,
0.0874600037932396,
0.020851530134677887,
-0.022593218833208084,
0.09968850761651993,
-0.023350493982434273,
-0.09267239272594452,
0.024626508355140686,
-0.02665741741657257,
0.03968828171491623,
-0.015410834923386574,
-0.01411461178213358,
-0.028245242312550545,
-0.07999487221240997,
0.07386205345392227,
0.01736033521592617,
0.05135650932788849,
-0.07636933773756027,
-0.07238253206014633,
0.1161482185125351,
0.06840132921934128,
-0.05871926248073578,
0.05457613617181778,
-0.09508699923753738,
0.03912144526839256,
-0.10431986302137375,
0.043653346598148346,
-0.13663893938064575,
-0.015336592681705952,
0.04290540888905525,
-0.004449560306966305,
0.08627733588218689,
0.07014384120702744,
0.04017192870378494,
0.024173984304070473,
-0.08842074126005173,
0.11059974879026413,
0.056940700858831406,
-0.009751670993864536,
-0.011033259332180023,
-0.04110931605100632,
-0.047127190977334976,
-0.03795173019170761,
0.05631054565310478,
-0.002348767826333642,
0.015773015096783638,
-0.006229151040315628,
0.09035494923591614,
-0.051410406827926636,
0.055375102907419205,
0.05180549621582031,
0.040650248527526855,
-0.04206543415784836,
-0.010535943321883678,
0.04781684651970863,
-0.003298893105238676,
-0.0375530868768692,
0.11143361032009125,
0.06575857847929001,
0.006640440784394741,
0.12269552052021027,
0.006573338061571121,
0.015071973204612732,
0.014400511980056763,
-0.008372310549020767,
-0.006571920122951269,
-0.05076155066490173,
-0.08208297193050385,
0.13463231921195984,
0.013133954256772995,
0.10764404386281967,
-0.09895427525043488,
-0.001449052942916751,
0.014770830981433392,
-0.07569826394319534,
-0.040420420467853546,
0.07206983864307404,
0.04316560924053192,
-0.14497554302215576,
0.08162470161914825,
0.09427135437726974,
-0.046642906963825226,
0.11676743626594543,
-0.042239606380462646,
-0.07368510216474533,
0.06366345286369324,
-0.014815292321145535,
0.027870502322912216,
-0.027478372678160667,
-0.09953192621469498,
-0.03644650802016258,
0.09890180826187134,
-0.039238013327121735,
-0.0189492329955101,
-0.07752788066864014,
0.04725366830825806,
0.019160902127623558,
-0.052512697875499725,
-0.060644615441560745,
0.005606187507510185,
0.013622120954096317,
0.06308159977197647,
0.01708281598985195,
-0.005326359532773495,
0.040117520838975906,
0.02357771061360836,
-0.0368555523455143,
0.12804880738258362,
-0.11737791448831558,
-0.29359549283981323,
-0.22331009805202484,
-0.20217768847942352,
-0.16300413012504578,
0.05060309171676636,
0.08727672696113586,
-0.08122111856937408,
-0.09021182358264923,
-0.0010394630953669548,
0.10049939155578613,
-0.007294437848031521,
-0.003006331855431199,
0.03534809872508049,
-0.002775408560410142,
0.012208106927573681,
-0.1587483286857605,
-0.018450632691383362,
0.046960603445768356,
-0.12146034836769104,
0.05679069831967354,
-0.08697406947612762,
0.06288209557533264,
0.054362669587135315,
-0.050061047077178955,
0.006353410892188549,
-0.02736843377351761,
0.09541042149066925,
0.0063597760163247585,
0.05427873507142067,
0.21184638142585754,
-0.02036133036017418,
0.04866141080856323,
0.07972428947687149,
0.06691693514585495,
-0.0025126340333372355,
0.04134594276547432,
0.037392087280750275,
-0.05401201918721199,
-0.21948112547397614,
-0.037449102848768234,
-0.050593357533216476,
0.04259185120463371,
0.055468276143074036,
0.05162445455789566,
-0.026110606268048286,
0.08965711295604706,
-0.05184832215309143,
0.1024164929986,
0.006258291192352772,
0.07596172392368317,
0.20042160153388977,
-0.017511896789073944,
0.10166630893945694,
-0.08157166838645935,
-0.09837135672569275,
0.1319599747657776,
0.055721741169691086,
0.0641622394323349,
0.0005581678124144673,
0.11739269644021988,
0.04955257847905159,
0.019235190004110336,
0.08757321536540985,
0.20438289642333984,
-0.0333658903837204,
0.017586389556527138,
-0.0367962010204792,
-0.056244079023599625,
0.004072881303727627,
-0.023960966616868973,
0.06844200193881989,
-0.05921905115246773,
-0.011343449354171753,
-0.1137642040848732,
0.0024288001004606485,
0.2604941725730896,
0.06080074980854988,
-0.1351424604654312,
-0.06430737674236298,
0.02970159612596035,
-0.11756631731987,
-0.09546492993831635,
0.019165609031915665,
0.02365223318338394,
-0.1325945109128952,
0.11276649683713913,
0.019889334216713905,
0.12313945591449738,
-0.03417752683162689,
0.027158193290233612,
-0.12531055510044098,
0.05814528465270996,
0.009635555557906628,
0.13235248625278473,
-0.1803268939256668,
0.11942530423402786,
0.02652663178741932,
0.004191597457975149,
-0.12959212064743042,
0.06809592247009277,
0.050596680492162704,
0.08483341336250305,
0.08219106495380402,
-0.009315640665590763,
0.16034840047359467,
-0.08785545080900192,
-0.09031668305397034,
0.0523688979446888,
0.017626555636525154,
0.002715898212045431,
0.07287809997797012,
-0.01691548526287079,
-0.04351869598031044,
-0.026002584025263786,
0.07912568747997284,
-0.15304750204086304,
-0.15779843926429749,
0.056308843195438385,
0.011878474615514278,
-0.0495782308280468,
-0.028519898653030396,
-0.11624930799007416,
-0.056311096996068954,
0.1863282471895218,
0.12719449400901794,
-0.14145252108573914,
-0.09941727668046951,
-0.057677384465932846,
0.13165374100208282,
-0.08421947062015533,
0.06620485335588455,
-0.05138935521245003,
0.14420652389526367,
-0.0580592043697834,
-0.11321128159761429,
-0.013270017690956593,
-0.09256230294704437,
-0.04517200216650963,
0.036423102021217346,
0.12208589911460876,
-0.02379436232149601,
0.05229515582323074,
0.0529879592359066,
-0.03505265712738037,
0.008182075805962086,
-0.07140031456947327,
-0.06323179602622986,
0.029736928641796112,
0.10920033603906631,
0.07380374521017075,
-0.10401793569326401,
-0.1538137048482895,
-0.010384448803961277,
-0.011321088299155235,
0.19616585969924927,
0.18198014795780182,
-0.0063164373859763145,
0.06664367020130157,
0.2692439556121826,
-0.02027028426527977,
-0.2676209807395935,
-0.16666369140148163,
0.004364282824099064,
0.012839498929679394,
-0.05400830879807472,
-0.17758256196975708,
0.11691190302371979,
0.031740158796310425,
-0.024756409227848053,
-0.08472596853971481,
-0.10208187252283096,
-0.0906030684709549,
0.2040790319442749,
0.04506583884358406,
0.12273865193128586,
-0.1247580274939537,
-0.046703923493623734,
-0.12109624594449997,
-0.18664135038852692,
0.12117455154657364,
-0.05942244455218315,
0.10576649010181427,
0.0009228983544744551,
0.05985100939869881,
0.024161729961633682,
0.01466751005500555,
0.09852706640958786,
-0.018414240330457687,
-0.06284939497709274,
-0.06916407495737076,
0.038231268525123596,
0.07796534895896912,
0.012798870913684368,
0.16602101922035217,
-0.052993714809417725,
-0.02411358617246151,
-0.0097417077049613,
-0.07671067863702774,
-0.06340761482715607,
0.08717736601829529,
0.015017783269286156,
-0.085142120718956,
-0.03341423720121384,
-0.009180457331240177,
-0.05058927834033966,
-0.030593637377023697,
0.08350913971662521,
-0.026808297261595726,
0.01061482634395361,
0.1489424854516983,
0.17879173159599304,
-0.12269248068332672,
0.04356815293431282,
-0.0474686473608017,
-0.11146165430545807,
0.044246118515729904,
-0.04910937696695328,
0.06013299524784088,
0.040264345705509186,
0.004113671835511923,
0.08507218956947327,
0.026448026299476624,
-0.0730161964893341,
-0.01248657051473856,
0.07640919089317322,
-0.07009949535131454,
-0.15899533033370972,
-0.05940384790301323,
-0.03667355701327324,
-0.08000753819942474,
0.08614597469568253,
0.13483935594558716,
-0.02319425530731678,
-0.09718318283557892,
0.02062753587961197,
0.02047467976808548,
-0.051938142627477646,
0.09025511145591736,
0.08518014848232269,
0.015654657036066055,
-0.11607480049133301,
0.0976153090596199,
0.12564238905906677,
-0.07916117459535599,
0.026836983859539032,
0.08896300941705704,
-0.06237475201487541,
-0.09352099895477295,
0.027272092178463936,
0.013250883668661118,
-0.09402506798505783,
-0.06964226812124252,
-0.031326230615377426,
-0.09377285093069077,
0.03211714327335358,
0.10919646918773651,
0.07105163484811783,
-0.024660684168338776,
-0.050985150039196014,
-0.0011221307795494795,
-0.04595186188817024,
0.06361508369445801,
0.08115307241678238,
0.053088437765836716,
-0.0653749406337738,
0.03161875531077385,
-0.04040757939219475,
0.1484033763408661,
-0.054592717438936234,
-0.03500554338097572,
-0.09142297506332397,
-0.022744759917259216,
-0.27071523666381836,
0.02574414573609829,
-0.10664519667625427,
0.002537559485062957,
-0.0005375696928240359,
-0.08517879247665405,
-0.018216576427221298,
0.02854340337216854,
-0.09536992758512497,
-0.012134703807532787,
-0.007470879703760147,
0.10883993655443192,
-0.09877847135066986,
-0.01861119642853737,
0.071966752409935,
-0.03362153097987175,
0.0966176688671112,
0.035753533244132996,
-0.07444624602794647,
0.09168470650911331,
-0.05105072632431984,
-0.10142132639884949,
0.013891595415771008,
0.05976326763629913,
0.058577653020620346,
-0.048006679862737656,
0.02399417944252491,
0.06951072067022324,
0.04080072417855263,
0.011564880609512329,
0.1312476545572281,
-0.06807772070169449,
-0.014803951606154442,
-0.0031388914212584496,
-0.08427844941616058,
-0.010903461836278439,
0.028053496032953262,
0.13676518201828003,
0.08259692788124084,
0.06292162835597992,
-0.07263734191656113,
0.011677689850330353,
-0.04648831859230995,
0.0216458048671484,
-0.06940631568431854,
-0.13442108035087585,
0.02584049664437771,
-0.07204963266849518,
-0.009207770228385925,
0.04159698262810707,
0.10100992769002914,
-0.01001650094985962,
0.11978642642498016,
-0.007164174225181341,
0.05180485174059868,
0.09389933198690414,
-0.024056775495409966,
0.1817612498998642,
0.03125593438744545,
-0.027498440816998482,
-0.07860028743743896,
0.012327466160058975,
0.03307464346289635,
0.04874949902296066,
0.03871360793709755,
0.06965027004480362,
0.03017805702984333,
0.06915105134248734,
0.07508333772420883,
0.05315488576889038,
-0.0799255222082138,
-0.14821387827396393,
0.0889587551355362,
0.07846641540527344,
-0.1034683883190155,
0.10482455790042877,
0.08001979440450668,
-0.08289320766925812,
0.05329655855894089,
0.014759673736989498,
-0.04132603481411934,
-0.13023307919502258,
-0.14621680974960327,
-0.05883092060685158,
-0.0822717696428299,
-0.03672996163368225,
-0.09630798548460007,
0.02936810813844204,
0.04318030923604965,
0.08822569251060486,
-0.022303041070699692,
0.12547096610069275,
-0.17125938832759857,
-0.08464609086513519,
0.05245805159211159,
-0.024472732096910477,
0.03889645263552666,
0.038938358426094055,
0.010241740383207798,
-0.014438624493777752,
0.10121423751115799,
0.023230478167533875,
0.04510444775223732,
0.05393926426768303,
0.036443185061216354,
-0.06627145409584045,
-0.062454238533973694,
-0.06241372972726822,
0.005742405075579882,
0.05986101180315018,
0.16906625032424927,
0.030580000951886177,
-0.0310671404004097,
0.018021799623966217,
0.11091368645429611,
-0.04497290030121803,
-0.1876465231180191,
-0.13700518012046814,
0.2255043387413025,
0.006547858007252216,
0.012845437973737717,
0.03756111487746239,
-0.0869031772017479,
-0.09058607369661331,
0.2607057988643646,
0.14539769291877747,
0.07269452512264252,
0.014898140914738178,
0.015124103985726833,
0.012593869119882584,
-0.0030652727000415325,
0.12036670744419098,
0.05529964342713356,
0.1265430748462677,
-0.04419511556625366,
-0.001981972949579358,
0.00795494019985199,
-0.003821383696049452,
-0.2331690788269043,
0.05953763797879219,
-0.006786990445107222,
-0.07235846668481827,
0.028400933369994164,
0.08089771866798401,
-0.018954845145344734,
-0.13155566155910492,
-0.13409598171710968,
-0.020293675363063812,
-0.10461487621068954,
-0.0016656434163451195,
-0.018410678952932358,
0.024213600903749466,
0.049054328352212906,
-0.022955218330025673,
0.09397649765014648,
0.1505904197692871,
0.027450663968920708,
-0.07614809274673462,
-0.025589188560843468,
0.19364972412586212,
-0.021344803273677826,
0.09330980479717255,
0.03810988366603851,
0.04004566743969917,
0.09098401665687561,
-0.002552070887759328,
-0.10529274493455887,
0.027688737958669662,
0.017291052266955376,
-0.03784354776144028,
0.07507879287004471,
0.09616396576166153,
-0.050800226628780365,
-0.018912289291620255,
-0.04951481521129608,
-0.029852798208594322,
0.003752785734832287,
0.089700847864151,
0.05069660022854805,
-0.07583623379468918,
0.09157885611057281,
-0.19128499925136566,
0.07443272322416306,
0.1494736671447754,
-0.015891022980213165,
-0.04903044179081917,
-0.0965670496225357,
0.06028607115149498,
0.046243537217378616,
-0.11345579475164413,
-0.0866004154086113,
-0.12496918439865112,
-0.0357467420399189,
-0.12089242041110992,
0.07578778266906738,
-0.19594314694404602,
-0.003860409837216139,
-0.0035986402072012424,
0.05164054036140442,
-0.14939257502555847,
0.03491733968257904,
0.10026909410953522,
-0.013536824844777584,
0.020832564681768417,
-0.13395796716213226,
-0.04463820531964302,
-0.0029628919437527657,
-0.1394035518169403,
-0.04214209318161011
] |
null | null | transformers |
# bert-base-en-th-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-th-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-th-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-th-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-th-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-th-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-th-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
64,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-th-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.02960069850087166,
0.08252318203449249,
-0.0035763306077569723,
0.08839558064937592,
0.07794098556041718,
-0.05720527097582817,
0.11126016080379486,
0.11772269755601883,
-0.036876048892736435,
-0.0072195748798549175,
0.026263440027832985,
0.023909270763397217,
0.04575355723500252,
0.07273146510124207,
-0.03565853834152222,
-0.248992457985878,
0.00826515257358551,
0.061979882419109344,
-0.009869861416518688,
0.06928669661283493,
0.13939057290554047,
-0.06708089262247086,
0.07627195119857788,
0.05032273381948471,
-0.043045368045568466,
0.09016554802656174,
-0.01574275828897953,
-0.11580486595630646,
0.08857821673154831,
0.10253092646598816,
0.06970575451850891,
0.02734660916030407,
0.06411191076040268,
-0.03984583541750908,
0.01804499700665474,
0.03582539036870003,
0.02358919195830822,
0.030616838485002518,
0.0319644957780838,
-0.0434146486222744,
0.03210083022713661,
-0.08197274804115295,
0.00042247731471434236,
0.05894779786467552,
-0.015824375674128532,
-0.17431697249412537,
-0.06191089749336243,
0.08243409544229507,
0.06650632619857788,
0.017160648480057716,
0.0015165910590440035,
0.18258549273014069,
-0.03072397969663143,
0.08519041538238525,
0.19175463914871216,
-0.26664820313453674,
-0.06040867418050766,
0.06836134195327759,
0.03680739551782608,
0.030806802213191986,
-0.0419376865029335,
0.039034005254507065,
0.06908190995454788,
0.06990033388137817,
-0.022379359230399132,
-0.08535907417535782,
-0.06700791418552399,
-0.052269741892814636,
-0.10988727957010269,
-0.03402599319815636,
0.18293431401252747,
-0.033172935247421265,
-0.13801425695419312,
-0.038486987352371216,
-0.03190035745501518,
0.19192592799663544,
-0.047884125262498856,
-0.0023958177771419287,
0.007872047834098339,
-0.012237146496772766,
-0.06414052844047546,
-0.123261459171772,
-0.12455280870199203,
-0.04305906593799591,
-0.118381068110466,
0.1524651050567627,
0.07638651877641678,
0.03347368538379669,
-0.06073477119207382,
0.01607033982872963,
-0.13648606836795807,
-0.08776819705963135,
-0.027490589767694473,
-0.07736421376466751,
0.05152280256152153,
-0.0036810911260545254,
-0.07827170193195343,
-0.1291598081588745,
0.1229209452867508,
0.12388687580823898,
-0.008878209628164768,
-0.005967021454125643,
-0.12059064954519272,
-0.01931965909898281,
0.05562547966837883,
0.1335621476173401,
-0.1039007231593132,
0.032087333500385284,
0.1050451323390007,
-0.07528945803642273,
0.028486616909503937,
0.0289961788803339,
-0.11927981674671173,
-0.06826230883598328,
0.040742672979831696,
0.11360208690166473,
0.006938845384865999,
0.06660774350166321,
0.023240001872181892,
-0.019881727173924446,
0.08786843717098236,
-0.1323857307434082,
0.019232317805290222,
-0.04018329083919525,
0.04340141639113426,
0.1600475162267685,
0.018914468586444855,
-0.03096775896847248,
-0.1508806049823761,
-0.059608835726976395,
-0.02763364650309086,
-0.03614649176597595,
-0.01085722167044878,
-0.12566755712032318,
0.06218833476305008,
-0.04508321359753609,
0.00413478584960103,
-0.1672634333372116,
-0.10018660128116608,
0.07100927084684372,
0.0385591983795166,
-0.030155684798955917,
-0.022325625643134117,
0.05197884142398834,
0.009385107085108757,
-0.021614331752061844,
-0.025791287422180176,
-0.016176879405975342,
-0.031772781163454056,
0.04523616284132004,
0.0030680615454912186,
0.06836136430501938,
-0.10538795590400696,
0.040812429040670395,
-0.07730008661746979,
-0.017056135460734367,
-0.21201425790786743,
0.04045284166932106,
-0.08707732707262039,
-0.007389484439045191,
-0.13327054679393768,
-0.10082107037305832,
0.08678323775529861,
0.0011564585147425532,
0.036879513412714005,
0.08238869160413742,
-0.05372565612196922,
-0.037152811884880066,
0.18488900363445282,
-0.09249382466077805,
-0.02462722174823284,
0.22390495240688324,
0.01990542560815811,
-0.022398019209504128,
0.13233652710914612,
0.05805554240942001,
0.08155512809753418,
-0.11930196732282639,
0.024120377376675606,
0.07567580044269562,
0.0189447533339262,
-0.0013530809665098786,
0.0914335623383522,
-0.03037530928850174,
-0.0822802484035492,
0.020383913069963455,
-0.037488121539354324,
0.02862001210451126,
-0.01897929236292839,
-0.00818784162402153,
-0.038667917251586914,
-0.07769961655139923,
0.06852751970291138,
0.011776668019592762,
0.030872225761413574,
-0.09193690866231918,
-0.07023286074399948,
0.08386559784412384,
0.07139512896537781,
-0.06070442125201225,
0.0383426770567894,
-0.09398829191923141,
0.06463535130023956,
-0.11107512563467026,
0.03326651453971863,
-0.13259723782539368,
-0.035794321447610855,
0.04443188011646271,
-0.024009330198168755,
0.06021518260240555,
0.04299624264240265,
0.04830491542816162,
0.03670516237616539,
-0.08632826805114746,
0.0947825014591217,
0.059958525002002716,
-0.010255888104438782,
-0.005811244715005159,
-0.04504167661070824,
-0.03239358961582184,
-0.03793376684188843,
0.05869338661432266,
-0.012888723984360695,
0.017960075289011,
0.010205136612057686,
0.08880539983510971,
-0.03979282081127167,
0.05403684824705124,
0.0639628916978836,
0.028249448165297508,
-0.04131926968693733,
-0.02740567922592163,
0.039008621126413345,
-0.0006232925225049257,
-0.033995043486356735,
0.12028256058692932,
0.036527812480926514,
0.026475954800844193,
0.13161881268024445,
0.040952470153570175,
0.005996917374432087,
0.023491714149713516,
-0.00768786296248436,
0.004999155178666115,
-0.062054675072431564,
-0.06303869187831879,
0.11196871846914291,
0.0052027921192348,
0.10459378361701965,
-0.1240839809179306,
-0.015804212540388107,
0.02390241250395775,
-0.09303512424230576,
-0.05014454200863838,
0.08618756383657455,
0.012321089394390583,
-0.152205228805542,
0.08809377998113632,
0.08710465580224991,
-0.045908600091934204,
0.1084885373711586,
-0.04067569226026535,
-0.08748532086610794,
0.062135327607393265,
0.01244163978844881,
0.0331958532333374,
-0.018229039385914803,
-0.07154463231563568,
-0.02394990436732769,
0.09637699276208878,
-0.035489682108163834,
-0.031166642904281616,
-0.09843886643648148,
0.047272197902202606,
0.011515919119119644,
-0.0610397569835186,
-0.059273142367601395,
0.01875782385468483,
0.01859113946557045,
0.08354772627353668,
0.005557199940085411,
-0.015069875866174698,
0.03518005460500717,
0.025603311136364937,
-0.03757603093981743,
0.14227019250392914,
-0.11116800457239151,
-0.29461225867271423,
-0.2122533917427063,
-0.18254454433918,
-0.17022335529327393,
0.04973628371953964,
0.08970098942518234,
-0.08013571798801422,
-0.09672515094280243,
-0.020977746695280075,
0.08022564649581909,
-0.00015263815294019878,
-0.007492812350392342,
0.03206600621342659,
-0.0019265888258814812,
0.025508511811494827,
-0.15927711129188538,
-0.029007164761424065,
0.03983652591705322,
-0.13936863839626312,
0.06880980730056763,
-0.07205761224031448,
0.05746881291270256,
0.049653828144073486,
-0.051295205950737,
0.0031652271281927824,
-0.028423141688108444,
0.10003142058849335,
-0.0018926883349195123,
0.054724059998989105,
0.2293803095817566,
-0.018961511552333832,
0.05036648362874985,
0.08519114553928375,
0.05652238801121712,
-0.020584717392921448,
0.05329391732811928,
0.034353286027908325,
-0.05203373730182648,
-0.215267613530159,
-0.02990986406803131,
-0.04212145134806633,
0.04930436611175537,
0.056609295308589935,
0.06056925654411316,
-0.014294606633484364,
0.0874205082654953,
-0.06476890295743942,
0.07752805948257446,
0.030232880264520645,
0.08279302716255188,
0.18547645211219788,
-0.007081199903041124,
0.1006472185254097,
-0.07272202521562576,
-0.09341598302125931,
0.1386267989873886,
0.040167927742004395,
0.06553611904382706,
-0.02695048414170742,
0.09896194934844971,
0.05187451094388962,
0.03778821602463722,
0.08074656873941422,
0.20446164906024933,
-0.046271950006484985,
0.014921857044100761,
-0.026300309225916862,
-0.06619866192340851,
0.00007195255602709949,
-0.03186992183327675,
0.038213856518268585,
-0.023044796660542488,
-0.021446365863084793,
-0.09631094336509705,
0.01877579651772976,
0.2601202726364136,
0.07910575717687607,
-0.167359858751297,
-0.08965896815061569,
0.024283602833747864,
-0.10760276019573212,
-0.09711632132530212,
0.02976164221763611,
0.04173823818564415,
-0.1313185840845108,
0.1073974221944809,
0.012186023406684399,
0.10973827540874481,
-0.03476843982934952,
0.01719425804913044,
-0.11737632751464844,
0.07290010154247284,
-0.004260734189301729,
0.12380026280879974,
-0.19824567437171936,
0.11765094101428986,
0.02592344768345356,
0.017955707386136055,
-0.12414783984422684,
0.06128912419080734,
0.06222951412200928,
0.08352396637201309,
0.10373280197381973,
-0.008443589322268963,
0.1719275861978531,
-0.10405968874692917,
-0.10673920810222626,
0.05108249559998512,
0.01670006476342678,
0.01425483264029026,
0.0849403440952301,
-0.02320694550871849,
-0.043608881533145905,
-0.023110780864953995,
0.04468952864408493,
-0.14531271159648895,
-0.13377892971038818,
0.04002375528216362,
0.025254176929593086,
-0.0442068912088871,
-0.054164424538612366,
-0.1153000071644783,
-0.0433386005461216,
0.17192091047763824,
0.15017536282539368,
-0.15364499390125275,
-0.08966422080993652,
-0.057432133704423904,
0.12707066535949707,
-0.08449013531208038,
0.07779186964035034,
-0.0646015927195549,
0.15449504554271698,
-0.044880211353302,
-0.10825954377651215,
-0.004869818687438965,
-0.09742305427789688,
-0.06395576149225235,
0.043706297874450684,
0.13420742750167847,
-0.02046244964003563,
0.03762813284993172,
0.05871507152915001,
-0.024855945259332657,
0.009297555312514305,
-0.07080929726362228,
-0.0629461333155632,
0.04808951914310455,
0.1192498505115509,
0.0862564966082573,
-0.09397903084754944,
-0.17692898213863373,
-0.01929904706776142,
-0.004867321811616421,
0.17489729821681976,
0.2059112787246704,
-0.006242735777050257,
0.05033038556575775,
0.2736780643463135,
-0.007209646049886942,
-0.2650357484817505,
-0.15106359124183655,
-0.014194455929100513,
0.005601836368441582,
-0.04749379679560661,
-0.14149270951747894,
0.1179230660200119,
0.03614677116274834,
-0.02487174980342388,
-0.06706344336271286,
-0.1344100385904312,
-0.08643335103988647,
0.19948239624500275,
0.07144102454185486,
0.11065880954265594,
-0.11852662265300751,
-0.041932400315999985,
-0.09548753499984741,
-0.1836121380329132,
0.10731908679008484,
-0.08786533772945404,
0.1031963974237442,
-0.006656762212514877,
0.05098254233598709,
0.029796604067087173,
0.0037302731070667505,
0.09322864562273026,
-0.04162631928920746,
-0.04066842049360275,
-0.0768384262919426,
0.04992689937353134,
0.0929265171289444,
0.005790663883090019,
0.18880431354045868,
-0.049041856080293655,
-0.0013768986100330949,
0.025737691670656204,
-0.07698395848274231,
-0.07170867174863815,
0.08799074590206146,
0.0062529281713068485,
-0.08936920017004013,
-0.0387902669608593,
-0.00009245868568541482,
-0.05115073546767235,
-0.036686331033706665,
0.0657370314002037,
-0.014698611572384834,
0.03125123679637909,
0.14576950669288635,
0.16631177067756653,
-0.11182399094104767,
0.05993417650461197,
-0.0415550172328949,
-0.10838989913463593,
0.04581949859857559,
-0.046896111220121384,
0.06359721720218658,
0.043422576040029526,
0.011210396885871887,
0.08549202233552933,
0.026619557291269302,
-0.08205745369195938,
-0.013365380465984344,
0.06845959275960922,
-0.09402494132518768,
-0.16508859395980835,
-0.04918479174375534,
-0.04449873045086861,
-0.071579709649086,
0.09490837901830673,
0.139535591006279,
-0.03727387636899948,
-0.09325055032968521,
0.014790390618145466,
0.03536362200975418,
-0.03350234404206276,
0.08631529659032822,
0.07529427856206894,
0.0085896085947752,
-0.11316383630037308,
0.10883938521146774,
0.11535529047250748,
-0.08174141496419907,
0.030625687912106514,
0.07200256735086441,
-0.0779929831624031,
-0.0876898467540741,
0.027427418157458305,
-0.005873476155102253,
-0.0797211080789566,
-0.07095477730035782,
-0.035861749202013016,
-0.10449288785457611,
0.029473207890987396,
0.12252344936132431,
0.07769091427326202,
-0.019131993874907494,
-0.03818703442811966,
0.0011971817584708333,
-0.06247112527489662,
0.09321103990077972,
0.07676807790994644,
0.05385811999440193,
-0.08005571365356445,
0.0325809083878994,
-0.037298332899808884,
0.11980278044939041,
-0.048514556139707565,
-0.03523523360490799,
-0.09127411991357803,
-0.021800026297569275,
-0.2676471471786499,
0.03271764516830444,
-0.10726098716259003,
0.0070983231998980045,
-0.00898110680282116,
-0.07825251668691635,
-0.016567135229706764,
0.04319246485829353,
-0.0884094312787056,
-0.016018711030483246,
-0.011326837353408337,
0.10516329109668732,
-0.12873345613479614,
-0.02798527479171753,
0.06731921434402466,
-0.03774366155266762,
0.10891276597976685,
0.044663574546575546,
-0.07361271977424622,
0.09333860129117966,
-0.08478716760873795,
-0.09307924658060074,
0.02700689062476158,
0.05139176547527313,
0.057429686188697815,
-0.08059313893318176,
0.03424357995390892,
0.08051309734582901,
0.019327694550156593,
0.0113793034106493,
0.11504536122083664,
-0.07223720103502274,
-0.038472987711429596,
0.010985278524458408,
-0.06139116734266281,
-0.018264180049300194,
0.02571513131260872,
0.13549132645130157,
0.07451694458723068,
0.07648177444934845,
-0.08313131332397461,
-0.0031032543629407883,
-0.05268392711877823,
0.015424476936459541,
-0.07278183102607727,
-0.14624299108982086,
0.0005777071928605437,
-0.0486312061548233,
-0.003834379371255636,
0.03533563390374184,
0.09033071249723434,
-0.009342463687062263,
0.11580274999141693,
-0.0031738209072500467,
0.04508219659328461,
0.10133255273103714,
-0.021238228306174278,
0.18447905778884888,
0.011628840118646622,
-0.03688320890069008,
-0.0813843160867691,
0.008292985148727894,
0.041451893746852875,
0.020952342078089714,
0.05243014544248581,
0.07086244970560074,
0.033384621143341064,
0.05185229703783989,
0.06346175074577332,
0.05467488616704941,
-0.06984887272119522,
-0.1648499071598053,
0.07008935511112213,
0.07583586871623993,
-0.08368177711963654,
0.10329732298851013,
0.11126644909381866,
-0.08001725375652313,
0.04224817082285881,
-0.004818719811737537,
-0.03945044428110123,
-0.1336711347103119,
-0.14673663675785065,
-0.06400833278894424,
-0.07991224527359009,
-0.034708987921476364,
-0.1107354462146759,
0.03331776708364487,
0.03714260831475258,
0.09512154012918472,
-0.036143988370895386,
0.14872895181179047,
-0.16134057939052582,
-0.08555837720632553,
0.06537389010190964,
-0.018914930522441864,
0.02943173050880432,
0.06617520749568939,
0.0064273374155163765,
-0.011234361678361893,
0.08787016570568085,
0.03217586874961853,
0.05107919126749039,
0.05927406996488571,
0.040255121886730194,
-0.07654643058776855,
-0.060331009328365326,
-0.0505974106490612,
0.010160911828279495,
0.053238239139318466,
0.15256042778491974,
0.04201040789484978,
-0.03019368089735508,
0.03100956231355667,
0.1441512554883957,
-0.04986686632037163,
-0.18209929764270782,
-0.1313217133283615,
0.24194149672985077,
0.007528943475335836,
0.012511867098510265,
0.05267656221985817,
-0.09425675868988037,
-0.07297711074352264,
0.23765651881694794,
0.11882131546735764,
0.08096739649772644,
0.023776523768901825,
-0.0036413688212633133,
0.006171584129333496,
-0.01676149107515812,
0.11164044588804245,
0.07387937605381012,
0.12544450163841248,
-0.04702545329928398,
0.018066836521029472,
0.004053882788866758,
0.00761356670409441,
-0.22570829093456268,
0.04628371447324753,
-0.009863543324172497,
-0.06329915672540665,
0.013213501311838627,
0.08415108919143677,
-0.007112155668437481,
-0.13719893991947174,
-0.13092194497585297,
-0.016515696421265602,
-0.10269197821617126,
0.008046058937907219,
-0.020569927990436554,
0.020179951563477516,
0.05095408111810684,
-0.025304704904556274,
0.09917989373207092,
0.14593136310577393,
0.03458551689982414,
-0.061938878148794174,
-0.036167215555906296,
0.18421785533428192,
-0.0016915127635002136,
0.11504107713699341,
0.04570039361715317,
0.03223647549748421,
0.10176505893468857,
-0.021978624165058136,
-0.1171581968665123,
0.04602845013141632,
0.02536926232278347,
-0.040312737226486206,
0.07346666604280472,
0.09187375009059906,
-0.039088767021894455,
-0.023012883961200714,
-0.041740886867046356,
-0.021937796846032143,
0.0006134812138043344,
0.07702010124921799,
0.05393555015325546,
-0.09423553943634033,
0.09754659980535507,
-0.1833338886499405,
0.07181433588266373,
0.14996562898159027,
-0.02621041052043438,
-0.03306291997432709,
-0.09680844843387604,
0.07383063435554504,
0.04945124313235283,
-0.11303221434354782,
-0.053076133131980896,
-0.1202811598777771,
-0.011448746547102928,
-0.10531551390886307,
0.08324798196554184,
-0.22106172144412994,
-0.001375750987790525,
-0.003702882444486022,
0.03879343718290329,
-0.15875251591205597,
0.03826654329895973,
0.09963469952344894,
-0.0012474581599235535,
0.01903327740728855,
-0.09851029515266418,
-0.05287591740489006,
0.009367608465254307,
-0.12757965922355652,
-0.045316506177186966
] |
null | null | transformers |
# bert-base-en-tr-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-tr-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-tr-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-tr-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-tr-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-tr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-tr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-tr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.009996197186410427,
0.06578103452920914,
-0.0033604896161705256,
0.09392508119344711,
0.09173747897148132,
-0.03689872846007347,
0.1151943951845169,
0.11469174176454544,
-0.05010655149817467,
-0.042345739901065826,
0.022765735164284706,
0.031076580286026,
0.042413026094436646,
0.05304897204041481,
-0.02104787714779377,
-0.2811380624771118,
-0.009631283581256866,
0.0797814130783081,
-0.02750055305659771,
0.05353906378149986,
0.14859916269779205,
-0.052311185747385025,
0.07017635554075241,
0.05303901433944702,
-0.05748725309967995,
0.09720231592655182,
-0.03307708725333214,
-0.10688623040914536,
0.09631628543138504,
0.12320172041654587,
0.0835312083363533,
0.02793261967599392,
0.06602077931165695,
-0.03853156045079231,
0.01396220363676548,
0.023428386077284813,
0.013327427208423615,
0.02431216835975647,
0.02974882908165455,
-0.033921193331480026,
0.03499886021018028,
-0.06876208633184433,
-0.004697578027844429,
0.06290296465158463,
-0.01531870849430561,
-0.14778470993041992,
-0.05567363649606705,
0.07257969677448273,
0.052795346826314926,
0.011216653510928154,
0.013889622874557972,
0.1661011278629303,
-0.035312823951244354,
0.07070766389369965,
0.17441125214099884,
-0.2626273036003113,
-0.0603552907705307,
0.03988851234316826,
0.058278750628232956,
0.01948796957731247,
-0.037285152822732925,
0.04151720553636551,
0.05832277983427048,
0.0743546336889267,
-0.03315698355436325,
-0.09682844579219818,
-0.08539208024740219,
-0.05536423996090889,
-0.0940515473484993,
-0.022509964182972908,
0.1805742084980011,
-0.03454739972949028,
-0.12367555499076843,
-0.020523063838481903,
-0.015263423323631287,
0.1972435712814331,
-0.05460479110479355,
0.0016779291909188032,
0.005401915404945612,
-0.0008138979319483042,
-0.06298550963401794,
-0.14833363890647888,
-0.12832197546958923,
-0.03316714987158775,
-0.12038061022758484,
0.1428440362215042,
0.07923463732004166,
0.028341885656118393,
-0.04955775663256645,
0.00806997250765562,
-0.11347372829914093,
-0.08015855401754379,
-0.007593532558530569,
-0.07647931575775146,
0.03841491788625717,
0.00504240021109581,
-0.0796169862151146,
-0.1436329334974289,
0.10868245363235474,
0.11792080104351044,
0.01955537311732769,
-0.005000651814043522,
-0.12899930775165558,
-0.01904948242008686,
0.05363650619983673,
0.1187642440199852,
-0.09122850000858307,
0.015366511419415474,
0.08708451688289642,
-0.09874387085437775,
0.007827572524547577,
0.025533774867653847,
-0.1396472156047821,
-0.07203324884176254,
0.002494758227840066,
0.09815444052219391,
0.015207494609057903,
0.06888352334499359,
0.02373604103922844,
-0.03415633738040924,
0.09723666310310364,
-0.11744079738855362,
0.030570248141884804,
-0.04188619181513786,
0.059389758855104446,
0.1796763390302658,
0.021134138107299805,
-0.020078735426068306,
-0.1478879153728485,
-0.07195886969566345,
-0.016283836215734482,
-0.0342080183327198,
-0.01949230767786503,
-0.12569938600063324,
0.05837840959429741,
-0.0533541776239872,
-0.0024798244703561068,
-0.16205908358097076,
-0.0851203054189682,
0.07614993304014206,
0.06372520327568054,
-0.03734106943011284,
-0.03433794900774956,
0.05642370879650116,
0.03255739435553551,
-0.01271351519972086,
-0.027525028213858604,
0.010778699070215225,
-0.022979116067290306,
0.03143259882926941,
0.002883301815018058,
0.06903333961963654,
-0.1265536993741989,
0.047346267849206924,
-0.04282398521900177,
-0.021541552618145943,
-0.18867355585098267,
0.05439470708370209,
-0.0913219079375267,
-0.007762840483337641,
-0.13955914974212646,
-0.09267957508563995,
0.08126389980316162,
0.010684172622859478,
0.031334925442934036,
0.06585381925106049,
-0.05880875140428543,
-0.042613059282302856,
0.15771932899951935,
-0.06843335181474686,
-0.0011121947318315506,
0.21477337181568146,
0.020693017169833183,
-0.008790477178990841,
0.12096210569143295,
0.04149749130010605,
0.1117088720202446,
-0.11502816528081894,
0.03477799519896507,
0.08808007091283798,
0.014305788092315197,
-0.031780943274497986,
0.09769582003355026,
-0.014840238727629185,
-0.09580816328525543,
0.0214863084256649,
-0.01926848292350769,
0.04860721528530121,
-0.017642728984355927,
-0.0146127725020051,
-0.023388808593153954,
-0.07512778043746948,
0.07930629700422287,
0.022267960011959076,
0.0518200658261776,
-0.07542014867067337,
-0.07574480772018433,
0.1110781654715538,
0.058592215180397034,
-0.05754674971103668,
0.05619550123810768,
-0.09213148802518845,
0.033347949385643005,
-0.11084797978401184,
0.03843536600470543,
-0.13160087168216705,
-0.01889018528163433,
0.04467485472559929,
-0.003992175683379173,
0.08584164083003998,
0.07597807049751282,
0.04151834174990654,
0.022495826706290245,
-0.09761202335357666,
0.11901041120290756,
0.06477785110473633,
-0.015272281132638454,
-0.01090269349515438,
-0.04002518579363823,
-0.04340793937444687,
-0.036413297057151794,
0.05233774706721306,
0.006759570445865393,
0.009684390388429165,
-0.012641186825931072,
0.08858781307935715,
-0.05576762184500694,
0.06823952496051788,
0.05020470544695854,
0.04247304052114487,
-0.04396851733326912,
-0.0128318564966321,
0.05239009112119675,
0.0015151688130572438,
-0.02571583166718483,
0.11942493915557861,
0.07871845364570618,
0.005848410073667765,
0.11979486048221588,
0.01641649566590786,
0.010740876197814941,
0.012955529615283012,
-0.01080272626131773,
-0.004930182825773954,
-0.053638018667697906,
-0.07302568852901459,
0.14927580952644348,
0.010702274739742279,
0.11064746230840683,
-0.10025858134031296,
-0.0015318951336666942,
0.018521752208471298,
-0.07467164099216461,
-0.04956333711743355,
0.06957777589559555,
0.04296038672327995,
-0.15101245045661926,
0.07906626164913177,
0.08299435675144196,
-0.05039818957448006,
0.10886336863040924,
-0.035198017954826355,
-0.06643187999725342,
0.06103780120611191,
-0.010077054612338543,
0.03809957951307297,
-0.029960349202156067,
-0.08816932141780853,
-0.03212342411279678,
0.09669008105993271,
-0.0397508442401886,
-0.019053732976317406,
-0.08246786892414093,
0.0423937663435936,
0.020119313150644302,
-0.05229305475950241,
-0.060262709856033325,
0.011206844821572304,
0.011724958196282387,
0.06166315823793411,
0.016300400719046593,
-0.01453480776399374,
0.045974425971508026,
0.0296435859054327,
-0.027029870077967644,
0.13054633140563965,
-0.12311997264623642,
-0.29916393756866455,
-0.22042199969291687,
-0.21082060039043427,
-0.1646382063627243,
0.05032765120267868,
0.09207279235124588,
-0.08582793176174164,
-0.08852248638868332,
-0.0022976116742938757,
0.09385533630847931,
-0.009374246001243591,
-0.007188588380813599,
0.024078303948044777,
0.0007953109452500939,
0.013438217341899872,
-0.1627272516489029,
-0.014373065903782845,
0.04746067896485329,
-0.1256384700536728,
0.0623367615044117,
-0.09283659607172012,
0.059507276862859726,
0.04348669573664665,
-0.05521785467863083,
0.002058741869404912,
-0.03038615919649601,
0.08358326554298401,
0.008536046370863914,
0.054525505751371384,
0.20729686319828033,
-0.0045598410069942474,
0.0528365783393383,
0.09109774976968765,
0.06689992547035217,
-0.0041210101917386055,
0.044557325541973114,
0.04157719016075134,
-0.05506959557533264,
-0.2264447808265686,
-0.03421514108777046,
-0.056916493922472,
0.03305256739258766,
0.06371300667524338,
0.05264995992183685,
-0.020315004512667656,
0.09022657573223114,
-0.05025129392743111,
0.11065783351659775,
0.004531092010438442,
0.07679250836372375,
0.2135135680437088,
-0.013792824931442738,
0.10158603638410568,
-0.0772119089961052,
-0.1065240278840065,
0.12807856500148773,
0.0608217716217041,
0.07023032754659653,
-0.003978608176112175,
0.11103958636522293,
0.05117819830775261,
0.021592238917946815,
0.08226870000362396,
0.21025554835796356,
-0.03822968155145645,
0.021471185609698296,
-0.03718660771846771,
-0.05298932269215584,
0.006267915479838848,
-0.03275655210018158,
0.07549716532230377,
-0.06640104204416275,
-0.005106528755277395,
-0.11466185003519058,
-0.005228674504905939,
0.2604610025882721,
0.0608871690928936,
-0.1391848474740982,
-0.06086718291044235,
0.020819826051592827,
-0.11363162845373154,
-0.09693752974271774,
0.02059994265437126,
0.017931200563907623,
-0.12595361471176147,
0.10925599187612534,
0.012677010148763657,
0.12142132222652435,
-0.036161940544843674,
0.025243185460567474,
-0.1130571961402893,
0.06132164224982262,
0.010921306908130646,
0.1307629495859146,
-0.19154447317123413,
0.13291700184345245,
0.027474958449602127,
0.012347458861768246,
-0.13166099786758423,
0.06402129679918289,
0.048185043036937714,
0.07175122946500778,
0.07927750051021576,
-0.011506989598274231,
0.17124347388744354,
-0.09016972780227661,
-0.09433295577764511,
0.05388101190328598,
0.014875221066176891,
0.014375480823218822,
0.06915827840566635,
-0.022272728383541107,
-0.04698929563164711,
-0.02175077237188816,
0.0744595155119896,
-0.1588231325149536,
-0.16527073085308075,
0.05307532846927643,
0.022679606452584267,
-0.058066476136446,
-0.02301938086748123,
-0.1194181963801384,
-0.04237675294280052,
0.1757412999868393,
0.14377853274345398,
-0.140060156583786,
-0.09611016511917114,
-0.06744255870580673,
0.13744550943374634,
-0.08452478796243668,
0.06540577858686447,
-0.06001392751932144,
0.13784152269363403,
-0.05773548409342766,
-0.11292518675327301,
-0.0159342922270298,
-0.09265170246362686,
-0.03291112929582596,
0.033980559557676315,
0.12418060749769211,
-0.02203870564699173,
0.053241971880197525,
0.062141790986061096,
-0.03447207808494568,
0.003987469710409641,
-0.06621357798576355,
-0.07726315408945084,
0.012840522453188896,
0.12050513178110123,
0.06512851268053055,
-0.1139763742685318,
-0.1495744287967682,
-0.006191921886056662,
-0.012596581131219864,
0.19240495562553406,
0.1734890639781952,
-0.004300388973206282,
0.06440812349319458,
0.27693769335746765,
-0.019914880394935608,
-0.26428791880607605,
-0.16917400062084198,
0.011137984693050385,
0.00991478469222784,
-0.06148868054151535,
-0.17756591737270355,
0.11145945638418198,
0.02639976516366005,
-0.0241734366863966,
-0.08624028414487839,
-0.10237662494182587,
-0.08452378213405609,
0.19611020386219025,
0.04698381945490837,
0.11289866268634796,
-0.1231442466378212,
-0.04010308161377907,
-0.1232425794005394,
-0.18991611897945404,
0.12377558648586273,
-0.05918092653155327,
0.1166849136352539,
-0.002817458240315318,
0.05325164273381233,
0.018909582868218422,
0.014563917182385921,
0.09117893129587173,
-0.012660140171647072,
-0.0675477460026741,
-0.06955541670322418,
0.03445180505514145,
0.0905383974313736,
0.01793844625353813,
0.16612790524959564,
-0.05450771749019623,
-0.02893649786710739,
-0.006181910168379545,
-0.07923082262277603,
-0.06651856005191803,
0.08545795828104019,
0.014617892913520336,
-0.08752745389938354,
-0.03253591060638428,
-0.0035359954927116632,
-0.04399643838405609,
-0.030296310782432556,
0.07441692799329758,
-0.017565671354532242,
0.017108425498008728,
0.14446082711219788,
0.1783730685710907,
-0.12258833646774292,
0.04120686277747154,
-0.0441119521856308,
-0.10822033137083054,
0.041711919009685516,
-0.03978739306330681,
0.055886220186948776,
0.040898460894823074,
-0.001144696376286447,
0.08046164363622665,
0.028085261583328247,
-0.06591269373893738,
-0.005626541096717119,
0.0791020318865776,
-0.0587746724486351,
-0.1553281992673874,
-0.051884520798921585,
-0.03375934064388275,
-0.07431016117334366,
0.08387801051139832,
0.13593679666519165,
-0.02887120097875595,
-0.09797647595405579,
0.019710715860128403,
0.015987370163202286,
-0.051207561045885086,
0.08355730026960373,
0.0794673040509224,
0.007876593619585037,
-0.11249719560146332,
0.08892305195331573,
0.128247931599617,
-0.08318876475095749,
0.025101058185100555,
0.0824814885854721,
-0.05872483178973198,
-0.10085394978523254,
0.04729766771197319,
-0.004387864377349615,
-0.10026910901069641,
-0.06384912878274918,
-0.01942392624914646,
-0.09134471416473389,
0.0326840840280056,
0.09454289078712463,
0.064875528216362,
-0.028164289891719818,
-0.05917011573910713,
-0.003141653724014759,
-0.05448378622531891,
0.05718361586332321,
0.07369686663150787,
0.052613385021686554,
-0.058637503534555435,
0.020014315843582153,
-0.04121360555291176,
0.14388419687747955,
-0.051119763404130936,
-0.03197767212986946,
-0.09276150166988373,
-0.02388066239655018,
-0.2696192264556885,
0.02847020886838436,
-0.10449935495853424,
0.006049810908734798,
-0.002100791782140732,
-0.08753461390733719,
-0.02101091668009758,
0.03033500351011753,
-0.09369193017482758,
-0.012527002021670341,
-0.004862298723310232,
0.11103777587413788,
-0.10222049802541733,
-0.022881483659148216,
0.06830867379903793,
-0.028061814606189728,
0.09466692060232162,
0.030173547565937042,
-0.07624395936727524,
0.08504290133714676,
-0.053980059921741486,
-0.1063527762889862,
0.008331438526511192,
0.056131668388843536,
0.06156516447663307,
-0.0512947142124176,
0.031059972941875458,
0.07411204278469086,
0.04670549929141998,
0.013939804397523403,
0.12700586020946503,
-0.06701520085334778,
-0.012037551961839199,
-0.01052960567176342,
-0.0864599421620369,
-0.005809091031551361,
0.030502285808324814,
0.13638649880886078,
0.07645731419324875,
0.0680735632777214,
-0.07221060246229172,
0.00841753464192152,
-0.03663463145494461,
0.019943753257393837,
-0.07221218198537827,
-0.14041739702224731,
0.024641795083880424,
-0.07428152859210968,
-0.011390543542802334,
0.04693488031625748,
0.09461534023284912,
0.004091084469109774,
0.13065361976623535,
-0.010803337208926678,
0.05159072205424309,
0.08390447497367859,
-0.028349345549941063,
0.17451328039169312,
0.025857022032141685,
-0.027094844728708267,
-0.07462344318628311,
0.010764490813016891,
0.03220601752400398,
0.052473872900009155,
0.040458984673023224,
0.066733218729496,
0.031167665496468544,
0.06263958662748337,
0.07987552881240845,
0.051092661917209625,
-0.08868323266506195,
-0.15807107090950012,
0.09166019409894943,
0.08091823756694794,
-0.10333672910928726,
0.10563510656356812,
0.07205411046743393,
-0.08413471281528473,
0.05524761602282524,
0.00909712165594101,
-0.04416550323367119,
-0.12390157580375671,
-0.14231570065021515,
-0.05786697193980217,
-0.0758817121386528,
-0.03357385843992233,
-0.09456997364759445,
0.03152933344244957,
0.04167596623301506,
0.09277646988630295,
-0.02171909809112549,
0.12731586396694183,
-0.16538368165493011,
-0.08384791016578674,
0.05420694127678871,
-0.02122664824128151,
0.0459090992808342,
0.044434595853090286,
0.013905060477554798,
-0.026733513921499252,
0.09470439702272415,
0.022252913564443588,
0.046675652265548706,
0.05354144796729088,
0.03349725902080536,
-0.0681469738483429,
-0.059532150626182556,
-0.06308241933584213,
0.010188812389969826,
0.066998191177845,
0.17397955060005188,
0.0289482269436121,
-0.029976598918437958,
0.023419534787535667,
0.106703020632267,
-0.03504469618201256,
-0.18668514490127563,
-0.13205130398273468,
0.24172626435756683,
0.006245401222258806,
0.009560746140778065,
0.03865249827504158,
-0.07617368549108505,
-0.09700191020965576,
0.26893606781959534,
0.15139959752559662,
0.07460328191518784,
0.011245655827224255,
0.016823014244437218,
0.012936858460307121,
0.0024410649202764034,
0.12858140468597412,
0.062022142112255096,
0.12428799271583557,
-0.05199990049004555,
-0.005634367000311613,
0.010561531409621239,
0.0032939135562628508,
-0.23573224246501923,
0.05152188614010811,
-0.0106118842959404,
-0.07448670268058777,
0.03350771218538284,
0.08408217877149582,
-0.014244376681745052,
-0.12975461781024933,
-0.13459229469299316,
-0.019949110224843025,
-0.10564608126878738,
-0.0012566238874569535,
-0.01578683592379093,
0.021570762619376183,
0.05339884012937546,
-0.02294130064547062,
0.091680146753788,
0.149466872215271,
0.024282054975628853,
-0.08330729603767395,
-0.020737245678901672,
0.1959487646818161,
-0.007040565367788076,
0.09354820102453232,
0.038456402719020844,
0.042690522968769073,
0.09444964677095413,
-0.004877179861068726,
-0.10333269089460373,
0.023367982357740402,
0.01986466534435749,
-0.044841330498456955,
0.08338122069835663,
0.08473824709653854,
-0.05572080239653587,
-0.03666531294584274,
-0.054707251489162445,
-0.020333660766482353,
0.013219129294157028,
0.09024655073881149,
0.061131495982408524,
-0.07579047977924347,
0.09724561125040054,
-0.19247984886169434,
0.07799595594406128,
0.15418469905853271,
-0.012204734608530998,
-0.057058725506067276,
-0.09816493839025497,
0.055545177310705185,
0.05215805396437645,
-0.10745838284492493,
-0.09156863391399384,
-0.12280741333961487,
-0.03996570035815239,
-0.12370073795318604,
0.0797811895608902,
-0.20196713507175446,
-0.0031690229661762714,
0.00003601343632908538,
0.04659530892968178,
-0.15626804530620575,
0.030827615410089493,
0.09096726030111313,
-0.012584338895976543,
0.022461429238319397,
-0.13861481845378876,
-0.05335935577750206,
-0.009297315962612629,
-0.14321768283843994,
-0.037245847284793854
] |
null | null | transformers |
# bert-base-en-uk-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-uk-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-uk-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-uk-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-uk-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-uk-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-uk-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-uk-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.015731533989310265,
0.07091346383094788,
-0.0034674617927521467,
0.08948170393705368,
0.09124548733234406,
-0.034997884184122086,
0.12030735611915588,
0.11761166900396347,
-0.03615806624293327,
-0.0405159518122673,
0.023747339844703674,
0.028692957013845444,
0.04398934915661812,
0.05249495804309845,
-0.01889544352889061,
-0.27803176641464233,
-0.005494833458214998,
0.07798481732606888,
-0.03228609263896942,
0.04949218034744263,
0.15070569515228271,
-0.058498598635196686,
0.07038458436727524,
0.05386313423514366,
-0.05785837396979332,
0.09884688258171082,
-0.03795250877737999,
-0.10585852712392807,
0.09448444843292236,
0.12249211221933365,
0.08586237579584122,
0.029835781082510948,
0.06312341243028641,
-0.04256941378116608,
0.013230474665760994,
0.01959969848394394,
0.01623525843024254,
0.02355904132127762,
0.028970371931791306,
-0.03242269903421402,
0.030127594247460365,
-0.07114407420158386,
-0.0038085244596004486,
0.06096247583627701,
-0.011557751335203648,
-0.1532479226589203,
-0.05029284581542015,
0.0720164105296135,
0.05414646863937378,
0.011168991215527058,
0.012122607789933681,
0.16036859154701233,
-0.034442950040102005,
0.06701493263244629,
0.17850831151008606,
-0.26161500811576843,
-0.05453664809465408,
0.042773932218551636,
0.054366081953048706,
0.023517142981290817,
-0.0384724959731102,
0.04002484306693077,
0.057201407849788666,
0.07312293350696564,
-0.04246542230248451,
-0.09163930267095566,
-0.08179446309804916,
-0.05144963040947914,
-0.09141544997692108,
-0.025040017440915108,
0.18370072543621063,
-0.033122189342975616,
-0.12360571324825287,
-0.027995644137263298,
-0.011579074896872044,
0.2013430893421173,
-0.057390838861465454,
0.004841165617108345,
0.007755120750516653,
-0.0017789440462365746,
-0.06778395175933838,
-0.14891289174556732,
-0.12939374148845673,
-0.033454108983278275,
-0.11734943836927414,
0.15010978281497955,
0.08148594945669174,
0.031612735241651535,
-0.04556095972657204,
0.007615943904966116,
-0.11625789850950241,
-0.0799485296010971,
-0.010311702266335487,
-0.07346972078084946,
0.041359513998031616,
0.006848894990980625,
-0.08250231295824051,
-0.1450333446264267,
0.11332032084465027,
0.10877179354429245,
0.014956741593778133,
-0.006124969571828842,
-0.12161271274089813,
-0.016412386670708656,
0.06220099702477455,
0.11971728503704071,
-0.09061247110366821,
0.014174024574458599,
0.08272098004817963,
-0.0970502719283104,
0.0093759223818779,
0.025904852896928787,
-0.14138329029083252,
-0.0751073881983757,
0.0017259626183658838,
0.09747803956270218,
0.011699313297867775,
0.06876985728740692,
0.02214362844824791,
-0.03476596623659134,
0.10202637314796448,
-0.11895854771137238,
0.029441528022289276,
-0.042777739465236664,
0.05700860917568207,
0.1774008423089981,
0.023568958044052124,
-0.019921375438570976,
-0.148060604929924,
-0.07293451577425003,
-0.014536026865243912,
-0.03189490735530853,
-0.02032649517059326,
-0.12334750592708588,
0.05673537775874138,
-0.052382081747055054,
0.0006765838479623199,
-0.15850113332271576,
-0.08772239089012146,
0.07687054574489594,
0.06262190639972687,
-0.0328238271176815,
-0.036939866840839386,
0.05250789597630501,
0.03797099366784096,
-0.01614592969417572,
-0.029478661715984344,
0.010451527312397957,
-0.021528001874685287,
0.03008258529007435,
0.0067315613850951195,
0.07033977657556534,
-0.13215497136116028,
0.04681284353137016,
-0.045853108167648315,
-0.023064935579895973,
-0.1951959729194641,
0.05457143113017082,
-0.09601221233606339,
-0.007085034158080816,
-0.1371137946844101,
-0.08862625062465668,
0.08938854187726974,
0.010641721077263355,
0.027409736067056656,
0.06507638841867447,
-0.05560941994190216,
-0.04672815278172493,
0.1516382396221161,
-0.07003270089626312,
-0.003243432380259037,
0.21096672117710114,
0.018286345526576042,
-0.0096323536708951,
0.12135814875364304,
0.03650353103876114,
0.10604359209537506,
-0.11862041056156158,
0.030348626896739006,
0.09252852201461792,
0.014331582933664322,
-0.03345763310790062,
0.09675375372171402,
-0.022994548082351685,
-0.08801112323999405,
0.026156771928071976,
-0.02278931997716427,
0.04887246713042259,
-0.01763501949608326,
-0.01569231040775776,
-0.02424476481974125,
-0.07926454395055771,
0.07341782748699188,
0.026032309979200363,
0.052987176924943924,
-0.0773649662733078,
-0.07195354253053665,
0.11536329984664917,
0.0587257444858551,
-0.059337858110666275,
0.05610460042953491,
-0.09143959730863571,
0.03339887037873268,
-0.11484363675117493,
0.03770628571510315,
-0.1315489113330841,
-0.02311326190829277,
0.04610501229763031,
-0.007838928140699863,
0.0846128761768341,
0.07411764562129974,
0.04149813577532768,
0.02212526835501194,
-0.0994793176651001,
0.11761623620986938,
0.06439356505870819,
-0.014675171114504337,
-0.010233715176582336,
-0.04165034368634224,
-0.04533251002430916,
-0.03632086142897606,
0.04764975607395172,
0.013575959950685501,
0.009728106670081615,
-0.014053288847208023,
0.08820249140262604,
-0.05419551953673363,
0.06495578587055206,
0.05249866098165512,
0.04118160158395767,
-0.04405048117041588,
-0.00997860822826624,
0.05331851914525032,
-0.00037431696546263993,
-0.02898193895816803,
0.11731554567813873,
0.0833342894911766,
0.0025869631208479404,
0.12429328262805939,
0.01184458564966917,
0.01865999773144722,
0.012692241929471493,
-0.010230465792119503,
-0.004299285355955362,
-0.0548795647919178,
-0.07112123817205429,
0.14995603263378143,
0.010516972281038761,
0.10812587291002274,
-0.10034400224685669,
-0.0030243450310081244,
0.015972984954714775,
-0.07327091693878174,
-0.05271852761507034,
0.06897784024477005,
0.044888559728860855,
-0.14366157352924347,
0.07800254970788956,
0.08443517237901688,
-0.050267141312360764,
0.11379808187484741,
-0.03992915526032448,
-0.0692351832985878,
0.0637669563293457,
-0.011803154833614826,
0.03091779723763466,
-0.02666829712688923,
-0.10085523128509521,
-0.033783018589019775,
0.09848451614379883,
-0.042517561465501785,
-0.018422648310661316,
-0.07965602725744247,
0.04429319500923157,
0.019150715321302414,
-0.055967457592487335,
-0.06125960126519203,
0.007864381186664104,
0.014385062269866467,
0.05665406957268715,
0.01544054877012968,
-0.010252518579363823,
0.05010159686207771,
0.027057316154241562,
-0.025578394532203674,
0.12844732403755188,
-0.12480606138706207,
-0.2900487184524536,
-0.22059576213359833,
-0.21393127739429474,
-0.1641937643289566,
0.05218464881181717,
0.0886489599943161,
-0.08671226352453232,
-0.08973125368356705,
0.0005632581887766719,
0.1021990180015564,
-0.013784976676106453,
-0.008537069894373417,
0.02121461182832718,
0.003195968922227621,
0.012573733925819397,
-0.16420477628707886,
-0.013868732377886772,
0.04700353741645813,
-0.11732464283704758,
0.05889444798231125,
-0.09145651012659073,
0.055915504693984985,
0.03852250799536705,
-0.055614862591028214,
0.004845983348786831,
-0.02938873879611492,
0.09389737993478775,
0.008701278828084469,
0.05011166259646416,
0.19981200993061066,
-0.004904989153146744,
0.04984840378165245,
0.09570764005184174,
0.06910993903875351,
-0.005101099144667387,
0.039790887385606766,
0.03956161439418793,
-0.05082737281918526,
-0.22373245656490326,
-0.03396717458963394,
-0.05282187461853027,
0.03360719233751297,
0.06158330664038658,
0.05177103355526924,
-0.027905939146876335,
0.09254541993141174,
-0.048434022814035416,
0.10436622053384781,
0.001856221933849156,
0.07638400793075562,
0.2064010500907898,
-0.014130079187452793,
0.10117297619581223,
-0.07727081328630447,
-0.10466622561216354,
0.1253833770751953,
0.0590783953666687,
0.07323095202445984,
-0.002302240114659071,
0.11409992724657059,
0.050563644617795944,
0.019879648461937904,
0.08762868493795395,
0.21102482080459595,
-0.03591528907418251,
0.018577395007014275,
-0.03607029467821121,
-0.05095573142170906,
0.006564110983163118,
-0.03199010714888573,
0.08146841824054718,
-0.06450158357620239,
-0.01065332442522049,
-0.12025116384029388,
-0.008254223503172398,
0.2566223442554474,
0.058901481330394745,
-0.13299112021923065,
-0.06100979074835777,
0.021210167557001114,
-0.11946660280227661,
-0.09800738841295242,
0.020924830809235573,
0.016257314011454582,
-0.1275787502527237,
0.10801732540130615,
0.016701187938451767,
0.11944315582513809,
-0.04034458473324776,
0.02331082709133625,
-0.12163429707288742,
0.05637926980853081,
0.011208586394786835,
0.13140791654586792,
-0.18955767154693604,
0.133086696267128,
0.026926454156637192,
0.015031353570520878,
-0.12937092781066895,
0.06550955772399902,
0.046671099960803986,
0.07576525956392288,
0.08192994445562363,
-0.012859784066677094,
0.1631649136543274,
-0.0917065441608429,
-0.08804628998041153,
0.055550143122673035,
0.0152910640463233,
0.013218753039836884,
0.07245045900344849,
-0.0166794341057539,
-0.046329908072948456,
-0.02173525281250477,
0.07466947287321091,
-0.15751014649868011,
-0.16869112849235535,
0.04941532015800476,
0.025933321565389633,
-0.0533275306224823,
-0.024478033185005188,
-0.11871872842311859,
-0.0492522232234478,
0.1794586181640625,
0.13998763263225555,
-0.14892850816249847,
-0.09444905072450638,
-0.06602682918310165,
0.1387006938457489,
-0.08246579021215439,
0.06611593067646027,
-0.05971524119377136,
0.1418212652206421,
-0.059503428637981415,
-0.10992033779621124,
-0.017622098326683044,
-0.09355869889259338,
-0.03392314538359642,
0.03499181196093559,
0.12269144505262375,
-0.01943163201212883,
0.051456108689308167,
0.056743722409009933,
-0.034365464001894,
-0.0007341630407609046,
-0.06192690506577492,
-0.07206780463457108,
0.017347054556012154,
0.1179974302649498,
0.07069489359855652,
-0.10950916260480881,
-0.15103799104690552,
-0.003560862969607115,
-0.014175668358802795,
0.19270162284374237,
0.174284428358078,
-0.0006856157560832798,
0.06281472742557526,
0.2840243875980377,
-0.01811845600605011,
-0.2598784565925598,
-0.17499490082263947,
0.010422620922327042,
0.010106704197824001,
-0.06610195338726044,
-0.1814471036195755,
0.12003959715366364,
0.02362801507115364,
-0.025008810684084892,
-0.08981995284557343,
-0.09343788772821426,
-0.08356983214616776,
0.2039305865764618,
0.0494360625743866,
0.11669608950614929,
-0.11928824335336685,
-0.0401071272790432,
-0.12386446446180344,
-0.1905602663755417,
0.12540699541568756,
-0.04855633154511452,
0.11595423519611359,
-0.004397507756948471,
0.06356135755777359,
0.021779723465442657,
0.014318959787487984,
0.09463199228048325,
-0.011084114201366901,
-0.06575833261013031,
-0.06564696133136749,
0.0334637425839901,
0.08743921667337418,
0.01815124973654747,
0.16695620119571686,
-0.05910418927669525,
-0.029679646715521812,
-0.0027604345232248306,
-0.08124272525310516,
-0.06656935811042786,
0.0851278305053711,
0.015041777864098549,
-0.0870305523276329,
-0.03529418259859085,
-0.003199944971129298,
-0.049028027802705765,
-0.02443866990506649,
0.08152221143245697,
-0.019035404548048973,
0.00942881591618061,
0.1408083140850067,
0.17928461730480194,
-0.12726880609989166,
0.038747966289520264,
-0.043917641043663025,
-0.11091682314872742,
0.044691842049360275,
-0.03918256238102913,
0.054099515080451965,
0.0400153324007988,
-0.0010505177779123187,
0.07804036885499954,
0.026582686230540276,
-0.0715494379401207,
-0.008849616162478924,
0.07778504490852356,
-0.0585724376142025,
-0.15741074085235596,
-0.0505237840116024,
-0.039770323783159256,
-0.07642603665590286,
0.07954077422618866,
0.13071143627166748,
-0.02327616512775421,
-0.0969332605600357,
0.01796804741024971,
0.014335598796606064,
-0.04940219223499298,
0.08371878415346146,
0.08268789201974869,
0.00798647291958332,
-0.11403557658195496,
0.0916513204574585,
0.12844236195087433,
-0.08346036076545715,
0.02643207274377346,
0.07885884493589401,
-0.06110362708568573,
-0.09883994609117508,
0.037759389728307724,
0.004853800870478153,
-0.09813612699508667,
-0.06890954077243805,
-0.020501714199781418,
-0.09020581096410751,
0.0310660507529974,
0.08683884888887405,
0.06789238750934601,
-0.029553303495049477,
-0.0571085587143898,
-0.0032218194101005793,
-0.05177319794893265,
0.06284724920988083,
0.06827173382043839,
0.05343030393123627,
-0.0577530711889267,
0.015164514072239399,
-0.040442440658807755,
0.141503244638443,
-0.0494622066617012,
-0.03164038807153702,
-0.08948522806167603,
-0.023542337119579315,
-0.26940229535102844,
0.024816341698169708,
-0.10430445522069931,
0.0030693504959344864,
-0.00012747272558044642,
-0.0857064500451088,
-0.017020152881741524,
0.028816403821110725,
-0.09321600198745728,
-0.013618072494864464,
-0.0013902528444305062,
0.11119835078716278,
-0.10000810772180557,
-0.023385100066661835,
0.07014798372983932,
-0.026796016842126846,
0.0957612469792366,
0.03311251848936081,
-0.07465392351150513,
0.08486874401569366,
-0.04876338690519333,
-0.1077185869216919,
0.00921338889747858,
0.055569324642419815,
0.06350177526473999,
-0.05189009755849838,
0.026759378612041473,
0.0754975751042366,
0.04971829056739807,
0.014519501477479935,
0.12911953032016754,
-0.06624727696180344,
-0.009984779171645641,
-0.0013123101089149714,
-0.0863354429602623,
-0.0058267549611628056,
0.027725644409656525,
0.13973642885684967,
0.07433793693780899,
0.0714094415307045,
-0.0715499296784401,
0.005844064522534609,
-0.033089857548475266,
0.023079348728060722,
-0.07163044810295105,
-0.13771070539951324,
0.02265310287475586,
-0.07269128412008286,
-0.014578555710613728,
0.03972262889146805,
0.10618682950735092,
-0.0009234785684384406,
0.12240301072597504,
-0.00935441255569458,
0.05042961984872818,
0.08776641637086868,
-0.028055908158421516,
0.18202197551727295,
0.029214471578598022,
-0.0272730253636837,
-0.07070356607437134,
0.01291233766824007,
0.03218158334493637,
0.050436168909072876,
0.03694175183773041,
0.06779424846172333,
0.03522147610783577,
0.06444397568702698,
0.07718703150749207,
0.05349599942564964,
-0.0840638279914856,
-0.15158586204051971,
0.09570138901472092,
0.07758566737174988,
-0.10164445638656616,
0.11447525769472122,
0.07481441646814346,
-0.0844932347536087,
0.05703232064843178,
0.015586605295538902,
-0.042871277779340744,
-0.12431652098894119,
-0.13566230237483978,
-0.057404741644859314,
-0.08099482953548431,
-0.029268525540828705,
-0.09510689228773117,
0.027229513972997665,
0.04188626632094383,
0.08907721191644669,
-0.024290362372994423,
0.12870998680591583,
-0.16495981812477112,
-0.08166014403104782,
0.05092685669660568,
-0.023158976808190346,
0.04424751549959183,
0.04393630474805832,
0.013870587572455406,
-0.024154318496584892,
0.09442324936389923,
0.018163489177823067,
0.04566115140914917,
0.04755304381251335,
0.03477169945836067,
-0.06497567892074585,
-0.05950924754142761,
-0.06455881893634796,
0.010004384443163872,
0.06606549769639969,
0.17858397960662842,
0.026787038892507553,
-0.026526136323809624,
0.01860145851969719,
0.10060370713472366,
-0.034736517816782,
-0.18903230130672455,
-0.12965834140777588,
0.23494286835193634,
0.007462590467184782,
0.009928572922945023,
0.039842505007982254,
-0.0791667178273201,
-0.10258384793996811,
0.2650270164012909,
0.1486842930316925,
0.07598962634801865,
0.010811464861035347,
0.01907450333237648,
0.011646058410406113,
-0.0030397926457226276,
0.12214899063110352,
0.060683514922857285,
0.12435407191514969,
-0.05007810518145561,
-0.0060258968733251095,
0.012522339820861816,
0.0024526214692741632,
-0.24189844727516174,
0.05541478097438812,
-0.007663876283913851,
-0.07672777026891708,
0.030727777630090714,
0.0793774276971817,
-0.015491452068090439,
-0.1297100931406021,
-0.13511934876441956,
-0.015904273837804794,
-0.10281766206026077,
-0.00033196169533766806,
-0.01571664772927761,
0.02451794035732746,
0.049955643713474274,
-0.022617189213633537,
0.09139611572027206,
0.15445135533809662,
0.02357676811516285,
-0.0867643728852272,
-0.0202154703438282,
0.19774046540260315,
-0.0168390404433012,
0.09523206949234009,
0.040225304663181305,
0.04448678717017174,
0.09417649358510971,
-0.0057569826021790504,
-0.10536645352840424,
0.02393387258052826,
0.0207268875092268,
-0.04161522164940834,
0.08331635594367981,
0.09059065580368042,
-0.05198315903544426,
-0.03159703314304352,
-0.05398068204522133,
-0.01588180847465992,
0.01285815890878439,
0.09148629754781723,
0.05688198655843735,
-0.0793001800775528,
0.09678876399993896,
-0.1921309530735016,
0.07406691461801529,
0.14992330968379974,
-0.009837962687015533,
-0.059251222759485245,
-0.09572350233793259,
0.05995555222034454,
0.05461161956191063,
-0.10785834491252899,
-0.09443746507167816,
-0.12057937681674957,
-0.03792295977473259,
-0.1152399405837059,
0.07765552401542664,
-0.20197376608848572,
-0.0012306225253269076,
0.0014108987525105476,
0.04767729341983795,
-0.1514800488948822,
0.026144597679376602,
0.09704463183879852,
-0.012447483837604523,
0.02417459711432457,
-0.1314600557088852,
-0.05254630371928215,
-0.01222788356244564,
-0.14612722396850586,
-0.039509013295173645
] |
null | null | transformers |
# bert-base-en-ur-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-ur-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-ur-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-ur-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-ur-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-ur-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-ur-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-ur-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.01331605575978756,
0.07541103661060333,
-0.0035256613045930862,
0.0885738730430603,
0.0929194837808609,
-0.037437260150909424,
0.11821863800287247,
0.11493021249771118,
-0.04047822207212448,
-0.039413198828697205,
0.022964414209127426,
0.02922676131129265,
0.044807493686676025,
0.05215596780180931,
-0.021702805534005165,
-0.27584147453308105,
-0.0070718503557145596,
0.07791874557733536,
-0.0264535341411829,
0.049376826733350754,
0.14747795462608337,
-0.056747060269117355,
0.06964882463216782,
0.05396720767021179,
-0.05790315940976143,
0.09814012050628662,
-0.03705431520938873,
-0.10497073084115982,
0.09303076565265656,
0.12100262939929962,
0.08671198785305023,
0.03027794323861599,
0.06532496213912964,
-0.04135484993457794,
0.01348177995532751,
0.020236698910593987,
0.015675488859415054,
0.023776626214385033,
0.02737838216125965,
-0.03479824960231781,
0.02881702594459057,
-0.07358861714601517,
-0.005882201716303825,
0.060909807682037354,
-0.013201975263655186,
-0.14892494678497314,
-0.052853360772132874,
0.07270301878452301,
0.050470463931560516,
0.010743415914475918,
0.01252560131251812,
0.15971802175045013,
-0.03546525537967682,
0.06696851551532745,
0.17475268244743347,
-0.25929364562034607,
-0.0564349964261055,
0.04234931617975235,
0.05360483378171921,
0.021085141226649284,
-0.0377160869538784,
0.03976315259933472,
0.058739397674798965,
0.0714583545923233,
-0.03969201445579529,
-0.09393639117479324,
-0.07944513857364655,
-0.05234060063958168,
-0.09331505000591278,
-0.023933980613946915,
0.17894206941127777,
-0.0327545702457428,
-0.12395927309989929,
-0.02225082367658615,
-0.012904517352581024,
0.2024732232093811,
-0.05631733685731888,
0.0031453180126845837,
0.008029631339013577,
-0.00329121807590127,
-0.06766118109226227,
-0.1461072713136673,
-0.12715744972229004,
-0.032841864973306656,
-0.1145721822977066,
0.14751972258090973,
0.08093861490488052,
0.029970470815896988,
-0.04714686796069145,
0.0056511154398322105,
-0.115708127617836,
-0.08270138502120972,
-0.009541929699480534,
-0.0745416060090065,
0.03981674462556839,
0.006230898201465607,
-0.08273957669734955,
-0.14673195779323578,
0.11352412402629852,
0.11541200429201126,
0.014740322716534138,
-0.00597622524946928,
-0.1216854453086853,
-0.017870239913463593,
0.059315234422683716,
0.1221635565161705,
-0.08782828599214554,
0.01239657960832119,
0.0851992517709732,
-0.09802480041980743,
0.009619689546525478,
0.024835340678691864,
-0.14181740581989288,
-0.07218004763126373,
0.0012187166139483452,
0.09841256588697433,
0.01243110466748476,
0.06856866925954819,
0.025055212900042534,
-0.035630613565444946,
0.09857340902090073,
-0.1195058524608612,
0.028711900115013123,
-0.040035538375377655,
0.05835162475705147,
0.18078048527240753,
0.02238321304321289,
-0.020940540358424187,
-0.14860254526138306,
-0.07087435573339462,
-0.015558870509266853,
-0.03310519829392433,
-0.022478820756077766,
-0.12436018139123917,
0.05687642842531204,
-0.05359482020139694,
0.0004399183380883187,
-0.15911948680877686,
-0.08303611725568771,
0.07436720281839371,
0.06289433687925339,
-0.03526913374662399,
-0.03833851218223572,
0.05315086990594864,
0.036570899188518524,
-0.014018414542078972,
-0.028485221788287163,
0.0077478582970798016,
-0.022300614044070244,
0.029844088479876518,
0.00545220822095871,
0.0680881068110466,
-0.1262454241514206,
0.047535162419080734,
-0.0430908165872097,
-0.0216407161206007,
-0.19564370810985565,
0.05249735713005066,
-0.09658545255661011,
-0.005995275918394327,
-0.1375046968460083,
-0.09020162373781204,
0.086423359811306,
0.00966696348041296,
0.030825680121779442,
0.06553849577903748,
-0.053700920194387436,
-0.046464551240205765,
0.15477140247821808,
-0.06999702751636505,
-0.0016970064025372267,
0.21225674450397491,
0.02001166343688965,
-0.014000145718455315,
0.1197219267487526,
0.0451788492500782,
0.10393135249614716,
-0.11953974515199661,
0.03163108229637146,
0.09353762865066528,
0.01820056140422821,
-0.034627947956323624,
0.09791866689920425,
-0.018090035766363144,
-0.0865163505077362,
0.023266708478331566,
-0.019740179181098938,
0.048363085836172104,
-0.016621585935354233,
-0.01658930443227291,
-0.024502290412783623,
-0.07798806577920914,
0.0701107457280159,
0.024524645879864693,
0.05200289934873581,
-0.07295739650726318,
-0.07488665729761124,
0.11298137158155441,
0.06040631979703903,
-0.059206362813711166,
0.05563084036111832,
-0.09138831496238708,
0.03626924008131027,
-0.11140221357345581,
0.03954699635505676,
-0.1296984851360321,
-0.021176349371671677,
0.04545855149626732,
-0.006316972430795431,
0.08251772820949554,
0.07148846238851547,
0.04071091115474701,
0.021503137424588203,
-0.09671532362699509,
0.11802361905574799,
0.061439625918865204,
-0.014297012239694595,
-0.009189197793602943,
-0.04139510542154312,
-0.04423798248171806,
-0.037341829389333725,
0.04644939303398132,
0.009383992291986942,
0.009620113298296928,
-0.01389929000288248,
0.0888899490237236,
-0.05580384284257889,
0.06534941494464874,
0.05034138262271881,
0.04170571267604828,
-0.04337655380368233,
-0.011362028308212757,
0.05428309738636017,
0.003079707268625498,
-0.026228656992316246,
0.11787502467632294,
0.08382345736026764,
0.0033759642392396927,
0.12059564143419266,
0.011967340484261513,
0.01374372374266386,
0.012282698415219784,
-0.010590765625238419,
-0.004605165217071772,
-0.05209546536207199,
-0.07062415778636932,
0.14892137050628662,
0.011940868571400642,
0.10929159075021744,
-0.09844078868627548,
0.0017179434653371572,
0.016490453854203224,
-0.07318253070116043,
-0.04907337576150894,
0.06912041455507278,
0.04828060790896416,
-0.14359819889068604,
0.08101813495159149,
0.08275219053030014,
-0.05140932649374008,
0.11011800915002823,
-0.040308915078639984,
-0.06833699345588684,
0.06157553941011429,
-0.010275706648826599,
0.03398624807596207,
-0.028650911524891853,
-0.09490979462862015,
-0.03487597405910492,
0.09695369750261307,
-0.042544104158878326,
-0.01744741015136242,
-0.07885343581438065,
0.043514471501111984,
0.01868012174963951,
-0.05194512754678726,
-0.06165475398302078,
0.006726034916937351,
0.012453204020857811,
0.056946974247694016,
0.018084639683365822,
-0.011909671127796173,
0.04725933447480202,
0.027339166030287743,
-0.02656346745789051,
0.13190019130706787,
-0.11820874363183975,
-0.2924000322818756,
-0.21920804679393768,
-0.21396595239639282,
-0.16562381386756897,
0.05057928338646889,
0.089338518679142,
-0.08625542372465134,
-0.08902209997177124,
0.0028946201782673597,
0.0979447066783905,
-0.010092531330883503,
-0.007765316404402256,
0.02533460408449173,
0.0025116517208516598,
0.014243444427847862,
-0.16272692382335663,
-0.015408577397465706,
0.04520569369196892,
-0.1214921846985817,
0.05790870636701584,
-0.08737382292747498,
0.06047569215297699,
0.04029972106218338,
-0.05202854424715042,
0.002785259624943137,
-0.027400115504860878,
0.09158797562122345,
0.009561317041516304,
0.04897927865386009,
0.20477977395057678,
-0.008421092294156551,
0.05283379182219505,
0.09244454652070999,
0.06828498095273972,
-0.0031697116792201996,
0.04116193205118179,
0.041259486228227615,
-0.051698118448257446,
-0.22246648371219635,
-0.03341777250170708,
-0.055695995688438416,
0.03045056387782097,
0.061035025864839554,
0.051326170563697815,
-0.02937460131943226,
0.09238201379776001,
-0.04720449820160866,
0.1071409210562706,
-0.0010856909211724997,
0.0762123167514801,
0.20924057066440582,
-0.01443477626889944,
0.10055653005838394,
-0.07711675018072128,
-0.10823682695627213,
0.12547613680362701,
0.0640469342470169,
0.07693741470575333,
-0.0023337057791650295,
0.11590954661369324,
0.05433091148734093,
0.0182634424418211,
0.0860709398984909,
0.20544292032718658,
-0.038060031831264496,
0.01838832162320614,
-0.03721727430820465,
-0.05278799682855606,
0.008675157092511654,
-0.030649397522211075,
0.07692409306764603,
-0.06745336949825287,
-0.008069909177720547,
-0.11597584187984467,
-0.005720582325011492,
0.264133095741272,
0.0595519132912159,
-0.133574977517128,
-0.06167147681117058,
0.02141433395445347,
-0.1152886375784874,
-0.09334594011306763,
0.020291222259402275,
0.01592320390045643,
-0.12468333542346954,
0.10793862491846085,
0.015872139483690262,
0.12064551562070847,
-0.04054278880357742,
0.025608530268073082,
-0.12047681957483292,
0.06144058331847191,
0.012038490734994411,
0.1320892870426178,
-0.1896183043718338,
0.13309799134731293,
0.026112396270036697,
0.014868969097733498,
-0.1271621435880661,
0.06629049777984619,
0.04935862123966217,
0.07395882904529572,
0.08161851763725281,
-0.012121101841330528,
0.16143286228179932,
-0.09011493623256683,
-0.09195003658533096,
0.05680463835597038,
0.014270448125898838,
0.01743507757782936,
0.07171794027090073,
-0.01822155900299549,
-0.04463532567024231,
-0.020581601187586784,
0.0797668918967247,
-0.16138744354248047,
-0.168636292219162,
0.05116432532668114,
0.019951876252889633,
-0.05934362858533859,
-0.022284796461462975,
-0.1185411885380745,
-0.04799099266529083,
0.18288566172122955,
0.14443844556808472,
-0.14420853555202484,
-0.09383344650268555,
-0.06678302586078644,
0.13302341103553772,
-0.08504218608140945,
0.06564479321241379,
-0.05998162925243378,
0.1423398107290268,
-0.05975358933210373,
-0.11011189222335815,
-0.01903151348233223,
-0.09411469846963882,
-0.03152967244386673,
0.035571396350860596,
0.11777085065841675,
-0.021361948922276497,
0.04908793792128563,
0.058389294892549515,
-0.03343072161078453,
0.00006991048576310277,
-0.06698349863290787,
-0.07152468711137772,
0.011982627213001251,
0.12015534192323685,
0.06600834429264069,
-0.11327683925628662,
-0.15377844870090485,
-0.004349998198449612,
-0.013177933171391487,
0.1937439888715744,
0.1742052286863327,
-0.0022314635571092367,
0.06354067474603653,
0.28595486283302307,
-0.019488418474793434,
-0.26493149995803833,
-0.17365509271621704,
0.011647289618849754,
0.009102728217840195,
-0.06347902119159698,
-0.18615153431892395,
0.11633620411157608,
0.02358081191778183,
-0.025330042466521263,
-0.08867336064577103,
-0.09475206583738327,
-0.08298271894454956,
0.2011358141899109,
0.0481218583881855,
0.11745243519544601,
-0.1210496723651886,
-0.04207267984747887,
-0.12375280261039734,
-0.18988490104675293,
0.1248457133769989,
-0.05000300332903862,
0.11642014235258102,
-0.003538053249940276,
0.06036509573459625,
0.020790761336684227,
0.012575116008520126,
0.09306278824806213,
-0.01247157622128725,
-0.06751207262277603,
-0.06809749454259872,
0.032904285937547684,
0.08426755666732788,
0.016991669312119484,
0.1654001921415329,
-0.05857079103589058,
-0.028255799785256386,
-0.00253338017500937,
-0.08109240978956223,
-0.0650087296962738,
0.08667842298746109,
0.015787092968821526,
-0.08737939596176147,
-0.03331363573670387,
-0.0022166697308421135,
-0.044486019760370255,
-0.025789864361286163,
0.08304942399263382,
-0.016442568972706795,
0.009495632722973824,
0.14199915528297424,
0.17335189878940582,
-0.126395121216774,
0.0377265140414238,
-0.04631452634930611,
-0.1098780706524849,
0.044317226856946945,
-0.04059134051203728,
0.054754335433244705,
0.04037969186902046,
0.00009158041211776435,
0.07988279312849045,
0.02748103439807892,
-0.06829363107681274,
-0.007908063940703869,
0.07829457521438599,
-0.05866037309169769,
-0.15533211827278137,
-0.05073431879281998,
-0.0395827442407608,
-0.07594861090183258,
0.08342660963535309,
0.13249464333057404,
-0.024585887789726257,
-0.09621429443359375,
0.01735581085085869,
0.017079917713999748,
-0.049791015684604645,
0.07962813228368759,
0.08286625146865845,
0.008726196363568306,
-0.11273601651191711,
0.09206299483776093,
0.12983308732509613,
-0.08444993197917938,
0.026575544849038124,
0.0793510228395462,
-0.059562381356954575,
-0.09890013188123703,
0.03708622232079506,
0.005689856596291065,
-0.1000090017914772,
-0.06703772395849228,
-0.02574855461716652,
-0.09009122103452682,
0.03287418931722641,
0.08700955659151077,
0.06793910264968872,
-0.031949322670698166,
-0.05678369477391243,
-0.0024186421651393175,
-0.052159152925014496,
0.06104058772325516,
0.06994351744651794,
0.052053045481443405,
-0.05655147135257721,
0.013773949816823006,
-0.03943750634789467,
0.14370666444301605,
-0.049553245306015015,
-0.03069649264216423,
-0.09577188640832901,
-0.02366340532898903,
-0.2730003893375397,
0.027864815667271614,
-0.10410220921039581,
0.005185295827686787,
-0.002360647777095437,
-0.08594528585672379,
-0.020841684192419052,
0.03254912421107292,
-0.09465308487415314,
-0.013251125812530518,
-0.003064510878175497,
0.1127878874540329,
-0.10114874690771103,
-0.021454744040966034,
0.06796626001596451,
-0.029335802420973778,
0.0938076451420784,
0.03117409721016884,
-0.07426847517490387,
0.0835391953587532,
-0.05455935746431351,
-0.1082950159907341,
0.007405148819088936,
0.057466570287942886,
0.06164482980966568,
-0.05344374105334282,
0.03031742200255394,
0.07456256449222565,
0.04530912637710571,
0.012127243913710117,
0.1300947219133377,
-0.06694263219833374,
-0.011055763810873032,
-0.0035151983611285686,
-0.08700300753116608,
-0.005751078482717276,
0.030577102676033974,
0.1362110823392868,
0.07661603391170502,
0.06844095885753632,
-0.07207900285720825,
0.007732879836112261,
-0.034023258835077286,
0.021485229954123497,
-0.06978064775466919,
-0.13818241655826569,
0.02313193492591381,
-0.07395647466182709,
-0.012605125084519386,
0.043963946402072906,
0.10211612284183502,
0.00021839546388946474,
0.12490589916706085,
-0.00966034084558487,
0.05228937417268753,
0.08446342498064041,
-0.02730165421962738,
0.1772017627954483,
0.028476819396018982,
-0.026021011173725128,
-0.07389269769191742,
0.011311675421893597,
0.03182365000247955,
0.05420100316405296,
0.040215808898210526,
0.07175050675868988,
0.03569547086954117,
0.06373918056488037,
0.07857630401849747,
0.050917815417051315,
-0.086459219455719,
-0.14899367094039917,
0.09134601801633835,
0.08077648282051086,
-0.10213487595319748,
0.1089903935790062,
0.0715680941939354,
-0.08068747818470001,
0.05688071623444557,
0.009592517279088497,
-0.04256682097911835,
-0.1229647547006607,
-0.13847392797470093,
-0.05706917494535446,
-0.07780355960130692,
-0.030573414638638496,
-0.09510117769241333,
0.029595570638775826,
0.042613498866558075,
0.08918450772762299,
-0.024528879672288895,
0.12623199820518494,
-0.1614721566438675,
-0.08150672912597656,
0.05124766752123833,
-0.022473998367786407,
0.04211679846048355,
0.04372784495353699,
0.013568579219281673,
-0.022560512647032738,
0.0976833924651146,
0.020902393385767937,
0.04418928176164627,
0.05327837914228439,
0.03372609615325928,
-0.06376456469297409,
-0.05830321088433266,
-0.06398294866085052,
0.008784888312220573,
0.06761195510625839,
0.17785534262657166,
0.026324838399887085,
-0.025404341518878937,
0.02094331569969654,
0.10073835402727127,
-0.034326158463954926,
-0.18904468417167664,
-0.13166163861751556,
0.23992182314395905,
0.00618435675278306,
0.009993728250265121,
0.03839100897312164,
-0.07934029400348663,
-0.10034530609846115,
0.2679515480995178,
0.14560635387897491,
0.07374013960361481,
0.010950916446745396,
0.018146365880966187,
0.012507163919508457,
-0.00004230664490023628,
0.12506821751594543,
0.061418842524290085,
0.12531663477420807,
-0.04920443147420883,
-0.007106390781700611,
0.009754926897585392,
0.0011777390027418733,
-0.23893025517463684,
0.05720057711005211,
-0.0077181425876915455,
-0.07292784750461578,
0.03038140945136547,
0.08091051876544952,
-0.018024517223238945,
-0.1334247589111328,
-0.1337924599647522,
-0.021095391362905502,
-0.10557294636964798,
-0.002019704319536686,
-0.013429371640086174,
0.022476203739643097,
0.05164768174290657,
-0.022602269425988197,
0.09138990193605423,
0.15306983888149261,
0.023953337222337723,
-0.07937527447938919,
-0.020493600517511368,
0.1959865689277649,
-0.013804106041789055,
0.09755507111549377,
0.038779426366090775,
0.04175371676683426,
0.09503961354494095,
-0.00447048107162118,
-0.1034504845738411,
0.024723034352064133,
0.01997067593038082,
-0.04704113304615021,
0.08243568986654282,
0.08723212033510208,
-0.05646006390452385,
-0.03279927372932434,
-0.054884716868400574,
-0.017964372411370277,
0.011066810227930546,
0.09195058047771454,
0.05647312477231026,
-0.07667727023363113,
0.09582279622554779,
-0.19308079779148102,
0.07389665395021439,
0.15201404690742493,
-0.010764717124402523,
-0.05807669088244438,
-0.09776453673839569,
0.06125345826148987,
0.05417078360915184,
-0.10945072025060654,
-0.0933690220117569,
-0.1233804002404213,
-0.0358978733420372,
-0.11528070271015167,
0.08080524951219559,
-0.20008547604084015,
-0.0008414729381911457,
0.003484224434942007,
0.049792833626270294,
-0.153292715549469,
0.02674674242734909,
0.0932907685637474,
-0.011850010603666306,
0.02210601605474949,
-0.13762827217578888,
-0.05178716033697128,
-0.01357253547757864,
-0.14123813807964325,
-0.04020362347364426
] |
null | null | transformers |
# bert-base-en-vi-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-vi-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-vi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-vi-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-vi-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-vi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-vi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-vi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.014947865158319473,
0.07078300416469574,
-0.003593310946598649,
0.08992017805576324,
0.0934273824095726,
-0.03678157925605774,
0.1135835349559784,
0.11677983403205872,
-0.04483138024806976,
-0.03960243612527847,
0.02358652465045452,
0.03125246986746788,
0.045071814209222794,
0.05367547646164894,
-0.023226803168654442,
-0.2741873562335968,
-0.0068524545058608055,
0.08185357600450516,
-0.019791025668382645,
0.048678915947675705,
0.15025807917118073,
-0.058560363948345184,
0.07067526876926422,
0.05608183145523071,
-0.06058904528617859,
0.09878915548324585,
-0.03153124451637268,
-0.10510515421628952,
0.09642299264669418,
0.12091460078954697,
0.08645004034042358,
0.028705397620797157,
0.0653403177857399,
-0.03727049380540848,
0.013875436037778854,
0.022306403145194054,
0.01636735536158085,
0.023388437926769257,
0.02915015257894993,
-0.026132192462682724,
0.026012739166617393,
-0.07473680377006531,
-0.005921832751482725,
0.06083644554018974,
-0.01156088337302208,
-0.14986266195774078,
-0.05179224908351898,
0.06345757097005844,
0.05250639468431473,
0.008722187951207161,
0.013547984883189201,
0.16399651765823364,
-0.030977537855505943,
0.06788259744644165,
0.17415256798267365,
-0.260271817445755,
-0.05812977999448776,
0.04680844023823738,
0.0570790059864521,
0.02229004167020321,
-0.036479003727436066,
0.0446912944316864,
0.056627918034791946,
0.06921495497226715,
-0.03475480154156685,
-0.09491925686597824,
-0.08482569456100464,
-0.051333844661712646,
-0.09353496134281158,
-0.021503295749425888,
0.17998765408992767,
-0.03442186117172241,
-0.12078796327114105,
-0.023942869156599045,
-0.01465377677232027,
0.2067377269268036,
-0.05818850174546242,
0.002860501641407609,
0.00904388539493084,
-0.006424255669116974,
-0.05692719668149948,
-0.14644910395145416,
-0.12706325948238373,
-0.03726406395435333,
-0.1093156561255455,
0.13458266854286194,
0.0806678831577301,
0.028628189116716385,
-0.0523628331720829,
0.003101825248450041,
-0.13340556621551514,
-0.08044179528951645,
-0.010695342905819416,
-0.07496356219053268,
0.038260675966739655,
0.0039810482412576675,
-0.08053074777126312,
-0.1580817997455597,
0.11166094243526459,
0.09938093274831772,
0.017600569874048233,
-0.00532247731462121,
-0.12489045411348343,
-0.021690241992473602,
0.05802068114280701,
0.12301357090473175,
-0.08771316707134247,
0.016824085265398026,
0.08611029386520386,
-0.09706619381904602,
0.005912146531045437,
0.025598755106329918,
-0.1413683295249939,
-0.07541436702013016,
-0.0017392837908118963,
0.09893595427274704,
0.012754983268678188,
0.06706620752811432,
0.027324669063091278,
-0.036478184163570404,
0.09476170688867569,
-0.11801538616418839,
0.03343231603503227,
-0.04014663025736809,
0.061192840337753296,
0.17882201075553894,
0.01798589900135994,
-0.02311777137219906,
-0.15332956612110138,
-0.07048141211271286,
-0.017787078395485878,
-0.03347713127732277,
-0.02231837809085846,
-0.1283804178237915,
0.05522684380412102,
-0.056055545806884766,
0.00019628087466116995,
-0.15932992100715637,
-0.08061416447162628,
0.07550524920225143,
0.06259182840585709,
-0.036691173911094666,
-0.03978400677442551,
0.05310060456395149,
0.03635653108358383,
-0.012601424008607864,
-0.02739321067929268,
0.00974311213940382,
-0.021929776296019554,
0.028904637321829796,
0.007368485908955336,
0.06732707470655441,
-0.12163907289505005,
0.04860293120145798,
-0.03866767883300781,
-0.022713400423526764,
-0.19059234857559204,
0.04947841539978981,
-0.09461990743875504,
-0.012308347038924694,
-0.13989025354385376,
-0.08979637920856476,
0.09496307373046875,
0.00824758131057024,
0.03204454481601715,
0.0665619894862175,
-0.059856854379177094,
-0.0434967540204525,
0.15582355856895447,
-0.07086050510406494,
-0.0038355740252882242,
0.21061109006404877,
0.022782716900110245,
-0.016122613102197647,
0.11959292739629745,
0.04685530439019203,
0.10443700850009918,
-0.12925617396831512,
0.03596094623208046,
0.09056667238473892,
0.020385000854730606,
-0.03474880009889603,
0.09724028408527374,
-0.01595163717865944,
-0.09427009522914886,
0.02145996317267418,
-0.03342287614941597,
0.044053081423044205,
-0.016655784100294113,
-0.015946820378303528,
-0.026447521522641182,
-0.07676335424184799,
0.07195580005645752,
0.023581145331263542,
0.05080144852399826,
-0.07304204255342484,
-0.06934556365013123,
0.1111445426940918,
0.06170894578099251,
-0.05946678668260574,
0.05659380555152893,
-0.09258008748292923,
0.03642886504530907,
-0.11436615884304047,
0.042129531502723694,
-0.12535721063613892,
-0.018994254991412163,
0.050320565700531006,
-0.009483203291893005,
0.07950037717819214,
0.07558692246675491,
0.038433849811553955,
0.022005720064044,
-0.09617964178323746,
0.11616460233926773,
0.06067965552210808,
-0.012860589660704136,
-0.008197707124054432,
-0.04600398615002632,
-0.04541674256324768,
-0.03808675706386566,
0.039757147431373596,
0.004680101294070482,
0.009390930645167828,
-0.011515496298670769,
0.08497346937656403,
-0.054241664707660675,
0.06461575627326965,
0.050600167363882065,
0.04069826379418373,
-0.04230722412467003,
-0.009349183179438114,
0.053443264216184616,
-0.0005373611929826438,
-0.02297714538872242,
0.11941827833652496,
0.08550889790058136,
0.008404451422393322,
0.11938878148794174,
0.01535220630466938,
0.018217822536826134,
0.010732674039900303,
-0.006225293036550283,
-0.0036819125525653362,
-0.05461199954152107,
-0.06982453912496567,
0.14390501379966736,
0.01220622193068266,
0.11105317622423172,
-0.1018148809671402,
0.003796214470639825,
0.02068902552127838,
-0.07191640138626099,
-0.054204873740673065,
0.06678961962461472,
0.05587635934352875,
-0.14489950239658356,
0.076963871717453,
0.08490011841058731,
-0.05075904726982117,
0.11064125597476959,
-0.03735566884279251,
-0.06761610507965088,
0.061593785881996155,
-0.010078301653265953,
0.03660905733704567,
-0.023749271407723427,
-0.10642260313034058,
-0.03503109887242317,
0.09697068482637405,
-0.04020880162715912,
-0.022571749985218048,
-0.07785496860742569,
0.04235301539301872,
0.021010437980294228,
-0.052242930978536606,
-0.06191005930304527,
0.00909296702593565,
0.011972135864198208,
0.058494653552770615,
0.017717434093356133,
-0.010479788295924664,
0.04254967346787453,
0.026560703292489052,
-0.02761271595954895,
0.1319596767425537,
-0.12299113720655441,
-0.2977563440799713,
-0.21681003272533417,
-0.2193124145269394,
-0.16766305267810822,
0.0521269291639328,
0.0894094929099083,
-0.09164626896381378,
-0.09294183552265167,
0.0014725447399541736,
0.1041875034570694,
-0.010577972047030926,
-0.004933075979351997,
0.02574249543249607,
0.0008894821512512863,
0.0154443783685565,
-0.16540905833244324,
-0.01286343764513731,
0.046140801161527634,
-0.12203696370124817,
0.056612059473991394,
-0.08371781557798386,
0.05945967882871628,
0.0399080365896225,
-0.05413965508341789,
0.004299738444387913,
-0.028837617486715317,
0.09472377598285675,
0.009664063341915607,
0.04937231168150902,
0.2109026461839676,
-0.0031397235579788685,
0.04977469518780708,
0.09466863423585892,
0.06826338171958923,
-0.004308102186769247,
0.03940100595355034,
0.03936409950256348,
-0.04880287125706673,
-0.2215082347393036,
-0.03361762315034866,
-0.05710519105195999,
0.03182842582464218,
0.06638166308403015,
0.05053892359137535,
-0.029221555218100548,
0.09093254059553146,
-0.04712675139307976,
0.10895642638206482,
0.0045975144021213055,
0.07726143300533295,
0.2169211059808731,
-0.016718372702598572,
0.09675677120685577,
-0.07282385975122452,
-0.10264048725366592,
0.1246948093175888,
0.06517013162374496,
0.07066262513399124,
-0.0032072702888399363,
0.115475133061409,
0.05279551446437836,
0.02019263431429863,
0.08566135168075562,
0.20786389708518982,
-0.04423299431800842,
0.01923113875091076,
-0.03754602000117302,
-0.05447518080472946,
0.012057320214807987,
-0.03315971791744232,
0.0759466215968132,
-0.06839058548212051,
-0.012477903626859188,
-0.11499189585447311,
-0.005546828266233206,
0.2529059052467346,
0.06429620832204819,
-0.13070277869701385,
-0.060782644897699356,
0.021120667457580566,
-0.11674517393112183,
-0.10182300955057144,
0.018834296613931656,
0.022070907056331635,
-0.12449731677770615,
0.1086924746632576,
0.014817867428064346,
0.1224323958158493,
-0.036232203245162964,
0.028379952535033226,
-0.1180487722158432,
0.061049655079841614,
0.01341711450368166,
0.13230697810649872,
-0.1909492313861847,
0.13113072514533997,
0.028229180723428726,
0.015388230793178082,
-0.12790028750896454,
0.06690797954797745,
0.04277028515934944,
0.08698748052120209,
0.08285015821456909,
-0.012250358238816261,
0.18072178959846497,
-0.08370571583509445,
-0.08823690563440323,
0.05620139092206955,
0.011097748763859272,
0.016706343740224838,
0.06971455365419388,
-0.01882758177816868,
-0.0480181947350502,
-0.021803101524710655,
0.07628697156906128,
-0.15976062417030334,
-0.16768018901348114,
0.05483412742614746,
0.023780569434165955,
-0.05399768427014351,
-0.024401700124144554,
-0.117691770195961,
-0.04760470613837242,
0.179499089717865,
0.14176318049430847,
-0.14018239080905914,
-0.09509996324777603,
-0.06265107542276382,
0.13526877760887146,
-0.08347898721694946,
0.0718146488070488,
-0.06237812712788582,
0.1474027931690216,
-0.06231752410531044,
-0.10619891434907913,
-0.019993606954813004,
-0.09442687779664993,
-0.031546514481306076,
0.03283113241195679,
0.1171158105134964,
-0.028076037764549255,
0.04701662063598633,
0.061687108129262924,
-0.03325731307268143,
0.0021957242861390114,
-0.0643744170665741,
-0.074326291680336,
0.016609542071819305,
0.11530764400959015,
0.058910030871629715,
-0.10933119058609009,
-0.1573445349931717,
-0.004192723892629147,
-0.015361146070063114,
0.1909290999174118,
0.17512883245944977,
-0.002464908640831709,
0.06760377436876297,
0.28180569410324097,
-0.022617211565375328,
-0.2644706070423126,
-0.17057445645332336,
0.01231678482145071,
0.010571342892944813,
-0.06386245042085648,
-0.1840583086013794,
0.11438547819852829,
0.01774778962135315,
-0.024413369596004486,
-0.09425865858793259,
-0.09654993563890457,
-0.0835949182510376,
0.19350670278072357,
0.05503099784255028,
0.1137465387582779,
-0.11532679200172424,
-0.04256030172109604,
-0.11931852996349335,
-0.18966898322105408,
0.12534469366073608,
-0.04723316803574562,
0.11462756246328354,
-0.004252983257174492,
0.056356847286224365,
0.021589647978544235,
0.01347020547837019,
0.09332527220249176,
-0.015529592521488667,
-0.06910377740859985,
-0.06594377756118774,
0.032432373613119125,
0.08052502572536469,
0.015884071588516235,
0.16766397655010223,
-0.056111644953489304,
-0.027055202051997185,
-0.005053901579231024,
-0.07958979159593582,
-0.06746841222047806,
0.0883437767624855,
0.012698963284492493,
-0.08545568585395813,
-0.02980811893939972,
-0.0047033061273396015,
-0.04467727616429329,
-0.029231375083327293,
0.08574177324771881,
-0.01612567901611328,
0.005055715795606375,
0.13801966607570648,
0.1749057173728943,
-0.1305980384349823,
0.03881862014532089,
-0.039900653064250946,
-0.10642725229263306,
0.04940343275666237,
-0.040305428206920624,
0.057041268795728683,
0.03752952814102173,
-0.0012496905401349068,
0.07903198897838593,
0.025555284693837166,
-0.06700168550014496,
-0.011726821772754192,
0.07624595612287521,
-0.061348527669906616,
-0.15437744557857513,
-0.05225391685962677,
-0.030310144647955894,
-0.07254137098789215,
0.0868271067738533,
0.13602213561534882,
-0.025492560118436813,
-0.0980994775891304,
0.017370080575346947,
0.01774752512574196,
-0.04771224409341812,
0.08124750852584839,
0.0814252495765686,
0.010233649984002113,
-0.1136973649263382,
0.08639029413461685,
0.13168290257453918,
-0.09570001810789108,
0.026097632944583893,
0.08236665278673172,
-0.05949189141392708,
-0.10019494593143463,
0.04452606290578842,
0.007375036831945181,
-0.09578128904104233,
-0.06301815807819366,
-0.02207210846245289,
-0.0926097184419632,
0.034271448850631714,
0.09430888295173645,
0.06616285443305969,
-0.03138167783617973,
-0.05850837752223015,
-0.005656849592924118,
-0.0560862235724926,
0.06329256296157837,
0.06827524304389954,
0.05531497672200203,
-0.06398289650678635,
0.009693613275885582,
-0.04167933762073517,
0.14517109096050262,
-0.04823029413819313,
-0.0289336908608675,
-0.0946340560913086,
-0.026082422584295273,
-0.2637726664543152,
0.02949381060898304,
-0.10240457952022552,
0.0065453872084617615,
-0.002382781123742461,
-0.08687562495470047,
-0.017649391666054726,
0.03408880904316902,
-0.09328664839267731,
-0.01106739230453968,
-0.007162963971495628,
0.11428757756948471,
-0.10096871107816696,
-0.020891377702355385,
0.0653344988822937,
-0.02914852648973465,
0.09698621928691864,
0.02582511678338051,
-0.07489562034606934,
0.08583681285381317,
-0.0551542192697525,
-0.10779057443141937,
0.006552905775606632,
0.06033392250537872,
0.06496930867433548,
-0.05524292215704918,
0.03408773988485336,
0.07344383001327515,
0.04439563304185867,
0.009834585711359978,
0.13595353066921234,
-0.06644861400127411,
-0.01549586746841669,
-0.002637098077684641,
-0.08812545239925385,
-0.0029597405809909105,
0.0344189777970314,
0.1371045857667923,
0.07329002767801285,
0.06718165427446365,
-0.070309117436409,
0.009331326000392437,
-0.0329102985560894,
0.022156262770295143,
-0.07190508395433426,
-0.1398281306028366,
0.02052202820777893,
-0.07322299480438232,
-0.010765237733721733,
0.04200604557991028,
0.09351439028978348,
0.00888674333691597,
0.126839280128479,
-0.00707613117992878,
0.04816722869873047,
0.084709033370018,
-0.025534283369779587,
0.17362214624881744,
0.024196969345211983,
-0.02373010665178299,
-0.073539599776268,
0.009662502445280552,
0.03407648205757141,
0.06236880645155907,
0.03141020983457565,
0.06871404498815536,
0.03652578964829445,
0.06336367130279541,
0.07935474812984467,
0.048016030341386795,
-0.08917499333620071,
-0.15108568966388702,
0.0869259387254715,
0.08588027954101562,
-0.1039026528596878,
0.1051764190196991,
0.06910134851932526,
-0.0819149985909462,
0.05630740523338318,
0.006380624137818813,
-0.045977264642715454,
-0.1226004809141159,
-0.14472733438014984,
-0.05992219224572182,
-0.08007384836673737,
-0.03196004033088684,
-0.09792068600654602,
0.034077905118465424,
0.026852088049054146,
0.09034353494644165,
-0.023940129205584526,
0.13101771473884583,
-0.15275518596172333,
-0.08241124451160431,
0.054011374711990356,
-0.01929996907711029,
0.04263653978705406,
0.04604436457157135,
0.01976460963487625,
-0.02299131080508232,
0.0949903130531311,
0.017409291118383408,
0.04534740000963211,
0.05299435555934906,
0.03318410366773605,
-0.05973253771662712,
-0.05940338224172592,
-0.06223778426647186,
0.00463206646963954,
0.06433266401290894,
0.18112532794475555,
0.024116897955536842,
-0.02633841335773468,
0.02064269594848156,
0.10278964787721634,
-0.03229084610939026,
-0.1866580843925476,
-0.13150909543037415,
0.2354845553636551,
0.007858261466026306,
0.011907500214874744,
0.03827358037233353,
-0.07332716137170792,
-0.10077689588069916,
0.27461597323417664,
0.14388957619667053,
0.07846824824810028,
0.010896123014390469,
0.018954727798700333,
0.011671626009047031,
-0.0009574781870469451,
0.1259317249059677,
0.059891004115343094,
0.12258346378803253,
-0.04780331254005432,
-0.00016329201753251255,
0.00943795032799244,
0.005204658955335617,
-0.2345505803823471,
0.05622898414731026,
-0.006835324689745903,
-0.0744190365076065,
0.03298865258693695,
0.08022323995828629,
-0.007344807032495737,
-0.13446958363056183,
-0.13017359375953674,
-0.020624695345759392,
-0.10232356190681458,
-0.003905088873580098,
-0.004361582919955254,
0.016970496624708176,
0.049732234328985214,
-0.0228424035012722,
0.09197617322206497,
0.15752948820590973,
0.024869196116924286,
-0.07779699563980103,
-0.028703389689326286,
0.1987762153148651,
-0.022600241005420685,
0.09951605647802353,
0.03904023766517639,
0.03902962803840637,
0.09169312566518784,
-0.007231093943119049,
-0.106939896941185,
0.02419089898467064,
0.020857680588960648,
-0.04613185301423073,
0.08159837126731873,
0.0906810387969017,
-0.05643365532159805,
-0.020600924268364906,
-0.05981981009244919,
-0.02245316654443741,
0.010258438065648079,
0.09368128329515457,
0.055734094232320786,
-0.07269717752933502,
0.10049448907375336,
-0.1939687877893448,
0.07129814475774765,
0.15154241025447845,
-0.011664824560284615,
-0.06006026268005371,
-0.10044019669294357,
0.06298891454935074,
0.051716405898332596,
-0.10446755588054657,
-0.09024100005626678,
-0.12629106640815735,
-0.03596218675374985,
-0.1214064359664917,
0.08295611292123795,
-0.19378720223903656,
-0.001801784965209663,
0.0013548155548051,
0.049592357128858566,
-0.1568107008934021,
0.028101909905672073,
0.09562657028436661,
-0.01649400219321251,
0.021517984569072723,
-0.13788563013076782,
-0.04994635283946991,
-0.009904314763844013,
-0.13967950642108917,
-0.04155930131673813
] |
null | null | transformers |
# bert-base-en-zh-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-zh-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-zh-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": ["multilingual", "en", "zh"], "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}]} | fill-mask | Geotrend/bert-base-en-zh-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"multilingual",
"en",
"zh",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual",
"en",
"zh"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #en #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-zh-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-en-zh-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #en #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-zh-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
68,
103,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #multilingual #en #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-zh-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.04585115984082222,
0.050080426037311554,
-0.0032709341030567884,
0.07196132838726044,
0.05903400480747223,
-0.06584735959768295,
0.09919678419828415,
0.11736711859703064,
-0.010128116235136986,
0.007557858247309923,
0.008701693266630173,
0.00678951945155859,
0.04892152175307274,
0.06578836590051651,
-0.04733176529407501,
-0.21247385442256927,
0.006345218978822231,
0.06608913093805313,
-0.024903137236833572,
0.06596693396568298,
0.1355258673429489,
-0.08365493267774582,
0.07462293654680252,
0.0556814931333065,
-0.01563853956758976,
0.07784754782915115,
-0.015972057357430458,
-0.10556221753358841,
0.08599495142698288,
0.10546521097421646,
0.04707275703549385,
0.069163478910923,
0.05441504344344139,
-0.054324060678482056,
0.023751668632030487,
0.029050536453723907,
0.01072110328823328,
0.02300996519625187,
0.039251841604709625,
-0.05471377074718475,
0.061024319380521774,
-0.11113794893026352,
-0.03040333092212677,
0.07188566029071808,
0.00630879495292902,
-0.20393456518650055,
-0.07791204005479813,
0.09801335632801056,
0.05216429382562637,
0.016666093841195107,
-0.010489043779671192,
0.1939574033021927,
-0.03458434343338013,
0.08466494828462601,
0.22273439168930054,
-0.2802179455757141,
-0.05249723792076111,
0.06459777802228928,
0.0661270022392273,
0.030897632241249084,
-0.06014970690011978,
0.04976273328065872,
0.08167602866888046,
0.04672807455062866,
-0.02586532197892666,
-0.076912522315979,
0.023694759234786034,
-0.03607609122991562,
-0.1356472671031952,
-0.029894717037677765,
0.19890083372592926,
-0.017493512481451035,
-0.1425255686044693,
-0.04569512978196144,
-0.03135119006037712,
0.18288539350032806,
-0.0316007062792778,
0.0218867938965559,
-0.02444470487535,
-0.030419640243053436,
-0.06622107326984406,
-0.10703495889902115,
-0.13438931107521057,
-0.04913773760199547,
-0.09317657351493835,
0.18638160824775696,
0.09976419806480408,
0.044876374304294586,
-0.07285149395465851,
0.03669879585504532,
-0.0997789204120636,
-0.10539483278989792,
-0.03150094300508499,
-0.09176429361104965,
0.02430187538266182,
0.0037020135205239058,
-0.06123838201165199,
-0.1382787972688675,
0.1540951132774353,
0.13313502073287964,
-0.0023957164958119392,
0.0056890323758125305,
-0.09042622148990631,
-0.021155519410967827,
0.06713753193616867,
0.1295481026172638,
-0.09681869298219681,
0.0007801120518706739,
0.1159931868314743,
-0.04764439910650253,
0.021359337493777275,
0.01262733805924654,
-0.10484430193901062,
-0.07214715331792831,
0.09980910271406174,
0.11753381043672562,
0.00537771126255393,
0.072397381067276,
0.050243861973285675,
-0.02136687934398651,
0.07524974644184113,
-0.11563770473003387,
-0.003287374274805188,
-0.02173694036900997,
0.016558712348341942,
0.14480336010456085,
0.007375008426606655,
-0.0371885783970356,
-0.14829625189304352,
-0.05164599418640137,
-0.026790138334035873,
-0.05029783025383949,
-0.00714903324842453,
-0.11295562237501144,
0.05859099328517914,
-0.026306165382266045,
0.008783509023487568,
-0.161672905087471,
-0.09255742281675339,
0.05897654592990875,
0.01868043653666973,
-0.014077339321374893,
-0.01412659790366888,
0.06540069729089737,
-0.0014273084234446287,
-0.020053790882229805,
-0.016579370945692062,
0.0073774042539298534,
-0.04018056020140648,
0.07019733637571335,
0.009727773256599903,
0.046135395765304565,
-0.10969515144824982,
0.0355416014790535,
-0.06659246236085892,
-0.013267270289361477,
-0.12247883528470993,
0.01866387203335762,
-0.1036241203546524,
-0.033977750688791275,
-0.11999592930078506,
-0.11959477514028549,
0.10496646165847778,
-0.016363684087991714,
0.022559374570846558,
0.06505651026964188,
-0.05985518544912338,
-0.025879105553030968,
0.17307551205158234,
-0.10042217373847961,
-0.03772499039769173,
0.22934219241142273,
0.012045411393046379,
-0.060388512909412384,
0.12827825546264648,
0.04631597921252251,
0.10457870364189148,
-0.1356622576713562,
0.010656224563717842,
0.04939332604408264,
0.007397498469799757,
0.019263483583927155,
0.09471190720796585,
-0.005429329350590706,
-0.08437000960111618,
0.019007479771971703,
-0.04689853638410568,
0.013950583525002003,
-0.039762966334819794,
-0.016493717208504677,
-0.03757853806018829,
-0.083177849650383,
0.1021926999092102,
0.018350956961512566,
0.032679226249456406,
-0.08930119127035141,
-0.06443144381046295,
0.03238864243030548,
0.09609957039356232,
-0.0593833364546299,
0.021213281899690628,
-0.10278146713972092,
0.10638044774532318,
-0.07644762098789215,
0.03279450535774231,
-0.12656061351299286,
-0.04202801361680031,
0.04797325283288956,
-0.04649649187922478,
0.059795744717121124,
0.08546891063451767,
0.02994902990758419,
0.056220944970846176,
-0.08341796696186066,
0.06126861646771431,
0.04344820976257324,
-0.002833976410329342,
0.0028141227085143328,
-0.06390350311994553,
-0.04438721388578415,
-0.03572270646691322,
0.08627225458621979,
-0.05015679448843002,
0.01006411574780941,
0.031150760129094124,
0.0740136206150055,
-0.04017665982246399,
0.06597831100225449,
0.05731923505663872,
0.022094566375017166,
-0.03179193660616875,
-0.0032872611191123724,
0.035766761749982834,
-0.0046979202888906,
-0.04511386901140213,
0.0856877937912941,
0.016564559191465378,
0.03573628142476082,
0.11189832538366318,
0.0764312595129013,
0.03116271272301674,
0.009824580512940884,
-0.013933125883340836,
-0.006462894845753908,
-0.06287984549999237,
-0.06327569484710693,
0.11480866372585297,
-0.006005008704960346,
0.09725893288850784,
-0.14283481240272522,
-0.03158880025148392,
0.03111276589334011,
-0.11485271900892258,
-0.020312681794166565,
0.09872148185968399,
-0.002328289905562997,
-0.19748832285404205,
0.08068722486495972,
0.07056207954883575,
-0.06196989864110947,
0.15973792970180511,
-0.06719757616519928,
-0.06937211751937866,
0.053672660142183304,
0.024853335693478584,
0.020785877481102943,
0.03139977902173996,
-0.0488697774708271,
-0.02195088192820549,
0.10017701983451843,
-0.04646466672420502,
-0.01944919489324093,
-0.1059093102812767,
0.06102239340543747,
-0.01062760129570961,
-0.06848271936178207,
-0.047260720282793045,
0.05870761722326279,
0.01808759570121765,
0.0964428037405014,
-0.016472352668642998,
-0.012489497661590576,
0.020949162542819977,
0.006417229771614075,
-0.059006817638874054,
0.1295403689146042,
-0.10179006308317184,
-0.2541535794734955,
-0.1978837549686432,
-0.1505492925643921,
-0.2059609591960907,
0.022287344560027122,
0.08322910219430923,
-0.046600092202425,
-0.07760336250066757,
-0.01234301645308733,
0.07498214393854141,
0.008688612841069698,
-0.00611270172521472,
-0.007509167306125164,
-0.00197124807164073,
0.0073849959298968315,
-0.15977227687835693,
-0.041862599551677704,
0.0004383303748909384,
-0.142588809132576,
0.08660252392292023,
-0.05617209151387215,
0.06166280061006546,
0.04449215158820152,
-0.049257222563028336,
0.013748451136052608,
-0.035116057842969894,
0.07904651761054993,
-0.011067078448832035,
0.06929992884397507,
0.26081278920173645,
-0.008129491470754147,
0.0609334371984005,
0.06927774846553802,
0.04385588690638542,
-0.006390025839209557,
0.05187114700675011,
0.035111814737319946,
-0.059972576797008514,
-0.19979247450828552,
-0.05623669549822807,
-0.047116588801145554,
0.026369580999016762,
0.030995210632681847,
0.05888717994093895,
0.05041738227009773,
0.061466190963983536,
-0.08837901055812836,
0.031236892566084862,
0.03674130141735077,
0.0767204761505127,
0.1396733671426773,
0.010142861865460873,
0.09729587286710739,
-0.07430322468280792,
-0.08214499801397324,
0.13031810522079468,
0.010663132183253765,
0.09631118923425674,
-0.049809910356998444,
0.08235989511013031,
0.07522106915712357,
0.0846564918756485,
0.09797845035791397,
0.1778896003961563,
-0.046567969024181366,
0.004619444254785776,
-0.01792045123875141,
-0.07391266524791718,
-0.0017122890567407012,
-0.03395332396030426,
0.05487196147441864,
-0.0031638809014111757,
-0.036864884197711945,
-0.08775810897350311,
0.028295503929257393,
0.23761020600795746,
0.06478287279605865,
-0.1258261650800705,
-0.07049926370382309,
0.018752096220850945,
-0.09409324824810028,
-0.08220015466213226,
0.010674831457436085,
0.04816064238548279,
-0.1584402173757553,
0.11289028078317642,
0.008909102529287338,
0.1046137735247612,
-0.02260236255824566,
0.019628819078207016,
-0.14704075455665588,
0.07869672030210495,
-0.006010168697685003,
0.12976165115833282,
-0.19782057404518127,
0.10835084319114685,
0.019991712644696236,
0.02064606361091137,
-0.14815551042556763,
0.038121577352285385,
0.07383033633232117,
0.07611921429634094,
0.08842919766902924,
-0.008371991105377674,
0.18514609336853027,
-0.09116137772798538,
-0.07398315519094467,
0.05625806003808975,
0.02494952268898487,
0.018258042633533478,
0.08798125386238098,
-0.025130130350589752,
-0.03990313038229942,
-0.035249974578619,
0.07624827325344086,
-0.1341577172279358,
-0.10246987640857697,
0.04757622629404068,
-0.001738579012453556,
-0.06192794814705849,
-0.07895752787590027,
-0.11110309511423111,
-0.06355272233486176,
0.12221881002187729,
0.11856575310230255,
-0.1583576500415802,
-0.08967330306768417,
-0.042522184550762177,
0.11715960502624512,
-0.09948725253343582,
0.06826894730329514,
-0.044965777546167374,
0.1493840217590332,
-0.05933642387390137,
-0.11517100781202316,
-0.03850819170475006,
-0.08959725499153137,
-0.10058595985174179,
0.05164449289441109,
0.16108888387680054,
-0.0013742769369855523,
0.04086164012551308,
0.06228203326463699,
-0.05721781402826309,
0.01052490621805191,
-0.08872534334659576,
-0.0818391665816307,
0.03930189087986946,
0.11012984067201614,
0.07152530550956726,
-0.06744490563869476,
-0.20215019583702087,
-0.036644820123910904,
-0.009701388888061047,
0.17120513319969177,
0.22489742934703827,
-0.00555989146232605,
0.05442746356129646,
0.26318755745887756,
0.021993091329932213,
-0.258560448884964,
-0.1796702742576599,
-0.0016184134874492884,
0.01748024672269821,
-0.08510894328355789,
-0.09172501415014267,
0.10575108230113983,
0.023359643295407295,
-0.025931881740689278,
-0.04920295625925064,
-0.1400991827249527,
-0.09061972796916962,
0.18320605158805847,
0.08342139422893524,
0.13638891279697418,
-0.11846406757831573,
-0.04935111477971077,
-0.07298126816749573,
-0.15482330322265625,
0.10169815272092819,
-0.10296186059713364,
0.10246973484754562,
-0.011670445092022419,
0.02362901158630848,
0.027568023651838303,
0.0004264709714334458,
0.10710135102272034,
-0.03382774814963341,
-0.027207031846046448,
-0.0738031193614006,
0.03445947542786598,
0.09177816659212112,
-0.0012740549864247441,
0.18364548683166504,
-0.07415024936199188,
0.010927759110927582,
0.024226905778050423,
-0.061578214168548584,
-0.10347151756286621,
0.10037600994110107,
0.003962493501603603,
-0.0864204466342926,
-0.06086413934826851,
0.018233396112918854,
-0.04340782016515732,
-0.038060396909713745,
0.06234753131866455,
-0.02315354160964489,
0.008071684278547764,
0.1351013034582138,
0.1689232885837555,
-0.12211253494024277,
0.050386253744363785,
-0.06479126960039139,
-0.09202782809734344,
0.06232786551117897,
-0.03279031068086624,
0.06987231969833374,
0.05472787097096443,
0.03174571320414543,
0.09896626323461533,
0.01218759547919035,
-0.11446472257375717,
-0.019901661202311516,
0.07183994352817535,
-0.10799011588096619,
-0.15830330550670624,
-0.07825075834989548,
-0.006250687874853611,
-0.061243511736392975,
0.10464174300432205,
0.12434930354356766,
-0.02309582009911537,
-0.08635012805461884,
0.004929363261908293,
0.01786186546087265,
-0.029590485617518425,
0.10963652282953262,
0.10298360139131546,
0.03707894682884216,
-0.11839943379163742,
0.08460400253534317,
0.08728856593370438,
-0.009229617193341255,
0.02204039879143238,
0.06370964646339417,
-0.09861557185649872,
-0.08763701468706131,
0.03410495072603226,
0.020446524024009705,
-0.06861428916454315,
-0.08783602714538574,
-0.045859526842832565,
-0.11355594545602798,
0.010734569281339645,
0.17731738090515137,
0.0929865688085556,
-0.03436797484755516,
-0.020698916167020798,
-0.01509818434715271,
-0.06442295759916306,
0.0979936420917511,
0.09317320585250854,
0.047999028116464615,
-0.08314526826143265,
0.03301036357879639,
-0.0258744228631258,
0.1511908769607544,
-0.061754193156957626,
-0.03873201087117195,
-0.09075400978326797,
-0.01851341500878334,
-0.2688453793525696,
0.03168901056051254,
-0.1069151908159256,
-0.0004688133194576949,
-0.017483849078416824,
-0.08982138335704803,
-0.009717412292957306,
0.062358178198337555,
-0.08649848401546478,
-0.007689726073294878,
-0.004143672063946724,
0.11578651517629623,
-0.11869122087955475,
-0.03639451786875725,
0.058084648102521896,
-0.042520929127931595,
0.11170509457588196,
0.047930583357810974,
-0.062250759452581406,
0.13032664358615875,
-0.07798657566308975,
-0.08051246404647827,
0.01222927775233984,
0.06497978419065475,
0.0468619242310524,
-0.10018134862184525,
0.03911641240119934,
0.06610339134931564,
0.00860508717596531,
0.011860859580338001,
0.06014425307512283,
-0.06644562631845474,
-0.034034352749586105,
-0.020437536761164665,
-0.03144504502415657,
-0.022680455818772316,
0.02986268140375614,
0.10346762835979462,
0.10210750997066498,
0.06890835613012314,
-0.07891853153705597,
0.000534286315087229,
-0.05216221883893013,
0.01258346252143383,
-0.06900797039270401,
-0.15338024497032166,
0.020897652953863144,
-0.05024363100528717,
-0.005775723606348038,
0.03377559408545494,
0.05694280192255974,
-0.016655653715133667,
0.09894858300685883,
-0.022443635389208794,
0.09091431647539139,
0.10637744516134262,
-0.022055501118302345,
0.20654499530792236,
-0.011107047088444233,
-0.01545354351401329,
-0.07020651549100876,
0.008424255065619946,
0.008902558125555515,
0.016766754910349846,
0.06599108874797821,
0.06582512706518173,
0.03980248048901558,
0.02745877206325531,
0.0717436745762825,
0.04415518045425415,
-0.04106294736266136,
-0.1611403524875641,
0.059290796518325806,
0.05086147040128708,
-0.0718698725104332,
0.09517654031515121,
0.14331135153770447,
-0.08862540870904922,
0.03180728852748871,
0.03022553026676178,
-0.04066240042448044,
-0.10650119185447693,
-0.19371075928211212,
-0.05558847263455391,
-0.048134129494428635,
-0.024449992924928665,
-0.098489910364151,
0.003043912583962083,
0.02759913168847561,
0.09472023695707321,
-0.04406924545764923,
0.13531368970870972,
-0.1576685905456543,
-0.1119142398238182,
0.06988842785358429,
-0.017241740599274635,
0.0032641359139233828,
0.09148252755403519,
0.02151302434504032,
0.002106753643602133,
0.0673433169722557,
0.030575763434171677,
0.04617058113217354,
0.04653902351856232,
0.04831332340836525,
-0.07582587748765945,
-0.058772314339876175,
-0.03696420043706894,
-0.00917891226708889,
0.08199828863143921,
0.17521639168262482,
0.04363526031374931,
-0.03175864368677139,
0.024600889533758163,
0.14075051248073578,
-0.02879898063838482,
-0.20881348848342896,
-0.12258430570363998,
0.2433815896511078,
0.030278749763965607,
-0.007515045814216137,
0.07170696556568146,
-0.09157049655914307,
-0.031737226992845535,
0.21082794666290283,
0.11536955833435059,
0.08638840168714523,
0.04427522420883179,
-0.020045803859829903,
0.007925199344754219,
-0.027145981788635254,
0.09526792913675308,
0.04691421613097191,
0.1350560039281845,
-0.03671373799443245,
0.05381360277533531,
-0.027855683118104935,
0.012141103856265545,
-0.21031151711940765,
0.062363866716623306,
0.008883647620677948,
-0.09078184515237808,
0.00637082988396287,
0.08283283561468124,
-0.01230179239064455,
-0.12780597805976868,
-0.133733868598938,
0.006057716440409422,
-0.10667169839143753,
0.025730101391673088,
-0.01925276592373848,
0.021780068054795265,
0.03697053715586662,
-0.03617088869214058,
0.11056072264909744,
0.10427825897932053,
0.039629753679037094,
-0.04841425642371178,
-0.012039377354085445,
0.19450990855693817,
0.003847249783575535,
0.10327449440956116,
0.0341753251850605,
0.05965461954474449,
0.11347391456365585,
-0.021439364179968834,
-0.09430095553398132,
0.08643887937068939,
0.02769455499947071,
-0.07982461154460907,
0.06264613568782806,
0.10607245564460754,
-0.01018284261226654,
-0.023454951122403145,
-0.03327541798353195,
-0.015116525813937187,
-0.01138079073280096,
0.07734588533639908,
0.058949995785951614,
-0.08292900770902634,
0.15480756759643555,
-0.17404209077358246,
0.08475561439990997,
0.11441407352685928,
-0.03432222828269005,
-0.031000878661870956,
-0.10456369072198868,
0.08219277858734131,
0.052478011697530746,
-0.10271431505680084,
-0.04617328196763992,
-0.12047692388296127,
0.0035849621053785086,
-0.15742464363574982,
0.05522821471095085,
-0.19513091444969177,
-0.0009818942053243518,
-0.01378882396966219,
0.027371447533369064,
-0.14646479487419128,
0.055016305297613144,
0.09979714453220367,
-0.01359234657138586,
0.03372815623879433,
-0.10075204074382782,
-0.07949309796094894,
-0.005684518255293369,
-0.15106230974197388,
-0.047041479498147964
] |
null | null | transformers |
# bert-base-en-zh-hi-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-zh-hi-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-en-zh-hi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-en-zh-hi-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-en-zh-hi-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-en-zh-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-en-zh-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
59,
105,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-en-zh-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.022380083799362183,
0.0470467135310173,
-0.002888929797336459,
0.0755610316991806,
0.08368397504091263,
-0.04509855806827545,
0.10954288393259048,
0.11627055704593658,
-0.01559004932641983,
-0.014753194525837898,
0.01595406047999859,
0.020670346915721893,
0.04889668524265289,
0.06746998429298401,
-0.02330169640481472,
-0.27023929357528687,
-0.001409073593094945,
0.0727662742137909,
-0.04221060872077942,
0.05184400826692581,
0.14329490065574646,
-0.06137154623866081,
0.07251039892435074,
0.049197081476449966,
-0.055906083434820175,
0.0990658700466156,
-0.03565087169408798,
-0.10169912129640579,
0.0926886796951294,
0.1207166537642479,
0.06125940755009651,
0.042743269354104996,
0.06244777888059616,
-0.04899162799119949,
0.013870105147361755,
0.021264052018523216,
0.011562096886336803,
0.023380586877465248,
0.017673470079898834,
-0.03806301951408386,
0.043893806636333466,
-0.08739615231752396,
-0.018293902277946472,
0.07226163893938065,
-0.004118573851883411,
-0.15827202796936035,
-0.06464958935976028,
0.08118186146020889,
0.05012638494372368,
0.00914517417550087,
0.004162889439612627,
0.16259363293647766,
-0.03364044800400734,
0.06876183301210403,
0.19983719289302826,
-0.26431187987327576,
-0.053273532539606094,
0.05742686614394188,
0.0564323291182518,
0.03131115064024925,
-0.039681825786828995,
0.052417557686567307,
0.06859934329986572,
0.06211153790354729,
-0.0438394732773304,
-0.09320469200611115,
-0.030442338436841965,
-0.03990305960178375,
-0.10705345124006271,
-0.018338803201913834,
0.1863679438829422,
-0.024691779166460037,
-0.11882522702217102,
-0.03148695081472397,
-0.02673560380935669,
0.18375135958194733,
-0.05375710874795914,
0.007715021725744009,
-0.005098228342831135,
-0.017080795019865036,
-0.06596217304468155,
-0.13921792805194855,
-0.11774416267871857,
-0.043414682149887085,
-0.1021171361207962,
0.1774245649576187,
0.0851985514163971,
0.03143946826457977,
-0.04784456267952919,
0.01302509754896164,
-0.11059301346540451,
-0.09088818728923798,
-0.020572494715452194,
-0.08233179152011871,
0.024326354265213013,
0.01588616520166397,
-0.07583294063806534,
-0.13794343173503876,
0.127543643116951,
0.12588290870189667,
0.02503625676035881,
0.010338840074837208,
-0.11606225371360779,
-0.016718516126275063,
0.06168140098452568,
0.13428989052772522,
-0.09451752156019211,
-0.0038175955414772034,
0.10024861246347427,
-0.08523427695035934,
0.016848880797624588,
0.00961343478411436,
-0.1452183872461319,
-0.07690706849098206,
0.031238218769431114,
0.09836415946483612,
0.0016174984630197287,
0.07432754337787628,
0.037995170801877975,
-0.03866969794034958,
0.08041469007730484,
-0.12482889741659164,
0.014724869281053543,
-0.03766849637031555,
0.037339963018894196,
0.16581755876541138,
0.020068487152457237,
-0.02843666821718216,
-0.15588614344596863,
-0.06998322159051895,
-0.023260448127985,
-0.03556370362639427,
-0.014510121196508408,
-0.12239187210798264,
0.052776038646698,
-0.05381840094923973,
0.002976426389068365,
-0.16468527913093567,
-0.08114887773990631,
0.06410851329565048,
0.04088905453681946,
-0.032880086451768875,
-0.029885778203606606,
0.051472000777721405,
0.034383054822683334,
-0.01147088035941124,
-0.025839945301413536,
0.007791596930474043,
-0.027293113991618156,
0.04083755984902382,
0.010635009035468102,
0.06484632939100266,
-0.1284252107143402,
0.04757123067975044,
-0.041630540043115616,
-0.012983536347746849,
-0.17563553154468536,
0.05038730800151825,
-0.10251963138580322,
-0.012451370246708393,
-0.1336793154478073,
-0.09567447751760483,
0.08980540931224823,
0.006949130445718765,
0.02793719805777073,
0.06389877200126648,
-0.05341114476323128,
-0.05163302272558212,
0.1690487414598465,
-0.07601224631071091,
-0.016424208879470825,
0.21098797023296356,
0.022479446604847908,
-0.01608375832438469,
0.11766279488801956,
0.05773184821009636,
0.10288653522729874,
-0.11553538590669632,
0.039322350174188614,
0.08144963532686234,
0.03172486647963524,
-0.0078054131008684635,
0.09505992382764816,
-0.017891421914100647,
-0.08684250712394714,
0.021594272926449776,
-0.01506758201867342,
0.037950895726680756,
-0.01979793608188629,
-0.014027970843017101,
-0.024684201925992966,
-0.082105353474617,
0.08194883167743683,
0.02273136004805565,
0.05939408391714096,
-0.0698535367846489,
-0.06847414374351501,
0.09821218997240067,
0.08031808584928513,
-0.06507030129432678,
0.05112109333276749,
-0.09876516461372375,
0.05442279204726219,
-0.09072356671094894,
0.04136195033788681,
-0.13640010356903076,
-0.011870134621858597,
0.04207229241728783,
-0.007359822280704975,
0.0896466001868248,
0.07168640941381454,
0.03585128113627434,
0.0321342870593071,
-0.08890077471733093,
0.10310380160808563,
0.05310719460248947,
-0.0013080054195597768,
-0.010903268121182919,
-0.047435108572244644,
-0.05102618411183357,
-0.03288019821047783,
0.07970558851957321,
-0.010707706212997437,
0.010560481809079647,
0.006781538017094135,
0.09913662075996399,
-0.05414452776312828,
0.06500177830457687,
0.0455891452729702,
0.0395030602812767,
-0.04228151589632034,
-0.012352408841252327,
0.04436921328306198,
-0.00458531454205513,
-0.04808644577860832,
0.10532009601593018,
0.058239419013261795,
0.005312758032232523,
0.12328905612230301,
0.014117499813437462,
0.026118282228708267,
0.010907519608736038,
-0.011346813291311264,
-0.008948002010583878,
-0.041081059724092484,
-0.08554542064666748,
0.12365083396434784,
0.008942491374909878,
0.11532751470804214,
-0.10758285969495773,
-0.008243773132562637,
0.024868212640285492,
-0.08218447118997574,
-0.032582785934209824,
0.08789116889238358,
0.030640944838523865,
-0.17330853641033173,
0.08428122848272324,
0.07454650849103928,
-0.049044929444789886,
0.14158891141414642,
-0.050071291625499725,
-0.06798825412988663,
0.061522167176008224,
-0.008090647868812084,
0.02444816753268242,
-0.007419510278850794,
-0.102423295378685,
-0.043654028326272964,
0.092827208340168,
-0.04069198668003082,
-0.010811901651322842,
-0.08608472347259521,
0.050818782299757004,
0.00522444536909461,
-0.053802426904439926,
-0.040570709854364395,
0.021868955343961716,
0.007644759491086006,
0.07415738701820374,
0.022951271384954453,
-0.010905205272138119,
0.0366106778383255,
0.016381287947297096,
-0.04644355922937393,
0.1275414675474167,
-0.1184844970703125,
-0.2760101556777954,
-0.20963448286056519,
-0.21149608492851257,
-0.1846691370010376,
0.03862844407558441,
0.08075891435146332,
-0.07868653535842896,
-0.07926201075315475,
0.0034609956201165915,
0.10703921318054199,
-0.01397715788334608,
-0.008519344963133335,
0.023369165137410164,
-0.003623930038884282,
0.0008192932000383735,
-0.1585942506790161,
-0.027107642963528633,
0.029999764636158943,
-0.13120953738689423,
0.06003550440073013,
-0.1006942093372345,
0.060699425637722015,
0.05471815541386604,
-0.04384902864694595,
0.020639635622501373,
-0.03130435571074486,
0.08982040733098984,
-0.002035674173384905,
0.05649101734161377,
0.22552116215229034,
-0.008001782931387424,
0.05028574913740158,
0.0794900581240654,
0.06163157522678375,
-0.0014470387250185013,
0.04150304198265076,
0.03991183266043663,
-0.05693061649799347,
-0.20552192628383636,
-0.05192059278488159,
-0.058637138456106186,
0.028251923620700836,
0.05724954232573509,
0.0563700795173645,
0.012701301835477352,
0.0751168504357338,
-0.06546398252248764,
0.10414991527795792,
0.011448003351688385,
0.07299113273620605,
0.1853991150856018,
-0.012908156961202621,
0.09580134600400925,
-0.07441770285367966,
-0.0975675955414772,
0.12911374866962433,
0.04940110072493553,
0.07630893588066101,
-0.010891323909163475,
0.1153632253408432,
0.05455176532268524,
0.034882158041000366,
0.08792242407798767,
0.19012080132961273,
-0.036838777363300323,
0.016487956047058105,
-0.03066238947212696,
-0.06496027857065201,
0.0029185584280639887,
-0.018990620970726013,
0.0769832655787468,
-0.055392324924468994,
-0.01038958877325058,
-0.11995800584554672,
0.00923666451126337,
0.2501395642757416,
0.06979820132255554,
-0.12211158871650696,
-0.06470268964767456,
0.02245538868010044,
-0.11054906249046326,
-0.09565176069736481,
0.02156941220164299,
0.025595109909772873,
-0.13993428647518158,
0.12104178965091705,
0.016749348491430283,
0.11744058132171631,
-0.03116358257830143,
0.023325197398662567,
-0.1270301640033722,
0.060761839151382446,
0.007958570495247841,
0.13342660665512085,
-0.2017364352941513,
0.12001163512468338,
0.026533322408795357,
0.005807299632579088,
-0.14365285634994507,
0.05700983852148056,
0.06116567552089691,
0.07638831436634064,
0.07843611389398575,
-0.003828412387520075,
0.17242664098739624,
-0.10069958865642548,
-0.07736571133136749,
0.052571095526218414,
0.0259089358150959,
0.004808736965060234,
0.07012008875608444,
-0.02043970488011837,
-0.04241983965039253,
-0.03331084921956062,
0.08317852020263672,
-0.145350843667984,
-0.1496761292219162,
0.06402581930160522,
0.0023718310985714197,
-0.056866489350795746,
-0.03588728979229927,
-0.11320918798446655,
-0.04924503713846207,
0.15914542973041534,
0.12884774804115295,
-0.14756546914577484,
-0.09814547747373581,
-0.041597336530685425,
0.1304410994052887,
-0.09020469337701797,
0.06576962023973465,
-0.04651448130607605,
0.1420273333787918,
-0.06304345279932022,
-0.12437280267477036,
-0.01924736239016056,
-0.08148498833179474,
-0.053765684366226196,
0.04469117894768715,
0.13763192296028137,
-0.014698892831802368,
0.05060746893286705,
0.052465226501226425,
-0.04330790042877197,
0.008815791457891464,
-0.0750153437256813,
-0.06474484503269196,
0.029184874147176743,
0.10238533467054367,
0.0744277611374855,
-0.09741728007793427,
-0.14259721338748932,
-0.019647452980279922,
-0.016480205580592155,
0.19336643815040588,
0.18788394331932068,
-0.004072702489793301,
0.056474167853593826,
0.26540204882621765,
-0.005580255761742592,
-0.27213162183761597,
-0.17409171164035797,
0.0008347719558514655,
0.021840505301952362,
-0.08237463235855103,
-0.16624262928962708,
0.10351148992776871,
0.023167643696069717,
-0.02222631126642227,
-0.06693518161773682,
-0.11132238805294037,
-0.09396768361330032,
0.19868512451648712,
0.05036737769842148,
0.12250526249408722,
-0.12132035940885544,
-0.04829135164618492,
-0.11903891712427139,
-0.1775231510400772,
0.12041822820901871,
-0.0789044201374054,
0.11443095654249191,
-0.0034743903670459986,
0.04970858618617058,
0.022583449259400368,
0.020483819767832756,
0.10472539067268372,
-0.021199164912104607,
-0.06519533693790436,
-0.06854716688394547,
0.023047223687171936,
0.07750319689512253,
0.003691172692924738,
0.15211531519889832,
-0.059058938175439835,
-0.023784607648849487,
-0.004999200813472271,
-0.06635212898254395,
-0.07571110129356384,
0.08745744079351425,
0.012815388850867748,
-0.08386411517858505,
-0.049915753304958344,
0.007683199364691973,
-0.04067699983716011,
-0.028791338205337524,
0.09330635517835617,
-0.028052696958184242,
0.009568803012371063,
0.1446225792169571,
0.1633058339357376,
-0.13230851292610168,
0.05683746188879013,
-0.05079607665538788,
-0.10140170902013779,
0.05422662943601608,
-0.054447442293167114,
0.0641278475522995,
0.04882601276040077,
0.01917625218629837,
0.08833375573158264,
0.02200661413371563,
-0.09486594051122665,
-0.015002623200416565,
0.07301655411720276,
-0.07241842895746231,
-0.15746523439884186,
-0.07322805374860764,
-0.04461090639233589,
-0.0540996678173542,
0.09544791281223297,
0.1373395472764969,
-0.023400450125336647,
-0.09445131570100784,
0.016215218231081963,
0.014859016053378582,
-0.05779247358441353,
0.10286173224449158,
0.09429939091205597,
0.022180309519171715,
-0.12187454104423523,
0.08741039037704468,
0.11264362186193466,
-0.04102088883519173,
0.028390198945999146,
0.09816727042198181,
-0.07045415043830872,
-0.09319160133600235,
0.017887186259031296,
0.010375380516052246,
-0.09333182126283646,
-0.07250995188951492,
-0.03449442610144615,
-0.1007896214723587,
0.02015492133796215,
0.14325344562530518,
0.07448575645685196,
-0.03137935325503349,
-0.04362073168158531,
-0.0049502793699502945,
-0.05027889832854271,
0.062354493886232376,
0.07527581602334976,
0.054270561784505844,
-0.06762728840112686,
0.026640260592103004,
-0.0338338278234005,
0.1630653291940689,
-0.062288086861371994,
-0.042733047157526016,
-0.10206643491983414,
-0.021960245445370674,
-0.28372007608413696,
0.027862833812832832,
-0.1059061735868454,
-0.0009667521808296442,
-0.008486324921250343,
-0.0855369120836258,
-0.017636461183428764,
0.03974594920873642,
-0.09436015784740448,
-0.014376411214470863,
-0.013772697187960148,
0.1039581224322319,
-0.09146393835544586,
-0.020753636956214905,
0.0657813623547554,
-0.04371904954314232,
0.10548930615186691,
0.037839677184820175,
-0.06682710349559784,
0.10421402752399445,
-0.05454965680837631,
-0.10034866631031036,
0.010257821530103683,
0.06411293148994446,
0.06799496710300446,
-0.0574335902929306,
0.02420460619032383,
0.05841100215911865,
0.036226537078619,
0.009940017946064472,
0.11117345094680786,
-0.06382022798061371,
-0.022777803242206573,
-0.0322268046438694,
-0.0649179220199585,
-0.016434848308563232,
0.043994318693876266,
0.12618786096572876,
0.0947837233543396,
0.0487777404487133,
-0.07473605871200562,
0.010260496288537979,
-0.043943874537944794,
0.016831964254379272,
-0.06838621944189072,
-0.143306165933609,
0.040736667811870575,
-0.07432400435209274,
-0.007881012745201588,
0.04020703211426735,
0.09961146116256714,
-0.013284952379763126,
0.11866849660873413,
-0.012693843804299831,
0.0673416331410408,
0.08651333302259445,
-0.024990392848849297,
0.19052788615226746,
0.020854733884334564,
-0.015423179604113102,
-0.07597655057907104,
0.013457149267196655,
0.026946108788251877,
0.062400203198194504,
0.041737671941518784,
0.060299262404441833,
0.04034316539764404,
0.058811068534851074,
0.0799330621957779,
0.04221003130078316,
-0.06968347728252411,
-0.14146491885185242,
0.08198779821395874,
0.07218724489212036,
-0.1003926619887352,
0.09617418795824051,
0.09112203121185303,
-0.08730947226285934,
0.04734800010919571,
0.015950525179505348,
-0.04462771862745285,
-0.1217300221323967,
-0.1535383015871048,
-0.05923933535814285,
-0.08489813655614853,
-0.033691488206386566,
-0.09189614653587341,
0.020009063184261322,
0.050216350704431534,
0.09229845553636551,
-0.02780076488852501,
0.12208482623100281,
-0.16493143141269684,
-0.10084256529808044,
0.06601585447788239,
-0.02077464573085308,
0.031205758452415466,
0.05228646099567413,
0.012648910284042358,
-0.01196243055164814,
0.0838257446885109,
0.027680786326527596,
0.0440390445291996,
0.04652641341090202,
0.04227089509367943,
-0.07049550116062164,
-0.05779235437512398,
-0.050973474979400635,
0.0020666103810071945,
0.07083040475845337,
0.17820322513580322,
0.030965717509388924,
-0.03866470977663994,
0.013549287803471088,
0.11294595152139664,
-0.03474045172333717,
-0.19425559043884277,
-0.1298772692680359,
0.24169370532035828,
0.015270132571458817,
0.007395284716039896,
0.044357217848300934,
-0.08892328292131424,
-0.0842222198843956,
0.2595880329608917,
0.13701100647449493,
0.07185689359903336,
0.02277679741382599,
0.017128998413681984,
0.011736092157661915,
-0.0061111305840313435,
0.11677595973014832,
0.04869793355464935,
0.13025102019309998,
-0.039781395345926285,
0.003879647934809327,
0.001968353521078825,
-0.011534142307937145,
-0.2294020801782608,
0.06735800206661224,
0.006618342828005552,
-0.07914549112319946,
0.021326780319213867,
0.07621865719556808,
-0.02235284633934498,
-0.1331658959388733,
-0.11318034678697586,
-0.029519101604819298,
-0.10802634060382843,
0.0048207989893853664,
-0.028163878247141838,
0.024817466735839844,
0.04998711124062538,
-0.023800088092684746,
0.1005464568734169,
0.12806712090969086,
0.031011540442705154,
-0.06774074584245682,
-0.019095057621598244,
0.20121249556541443,
-0.021799713373184204,
0.09282960742712021,
0.023239757865667343,
0.045547984540462494,
0.10136939585208893,
0.0014283130876719952,
-0.08816269040107727,
0.04004451632499695,
0.022868018597364426,
-0.0535772368311882,
0.066958948969841,
0.1008327454328537,
-0.044604986906051636,
-0.024776149541139603,
-0.04460520297288895,
-0.029432235285639763,
0.0016292142681777477,
0.09301549196243286,
0.05226927250623703,
-0.07604175060987473,
0.10245642066001892,
-0.19274559617042542,
0.08421628922224045,
0.1400817334651947,
-0.02243589423596859,
-0.046717118471860886,
-0.10095223039388657,
0.055782582610845566,
0.040197208523750305,
-0.09685349464416504,
-0.08413704484701157,
-0.13044218719005585,
-0.03401133418083191,
-0.1303962767124176,
0.0661240965127945,
-0.18991246819496155,
0.004045720677822828,
-0.005288342479616404,
0.04479019716382027,
-0.14479699730873108,
0.05025985464453697,
0.09835314005613327,
-0.016843417659401894,
0.02374701015651226,
-0.1493064910173416,
-0.055111728608608246,
-0.006533440668135881,
-0.146516814827919,
-0.04281645640730858
] |
null | null | transformers |
# bert-base-es-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-es-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-es-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "es", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-es-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"es",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"es"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #es #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-es-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-es-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #es #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-es-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
62,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #es #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-es-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.024101896211504936,
0.07319759577512741,
-0.003350368468090892,
0.0845714882016182,
0.08590073883533478,
-0.04910005256533623,
0.11658857762813568,
0.11076932400465012,
-0.018459994345903397,
-0.01642134226858616,
0.02809847891330719,
0.026261167600750923,
0.039661962538957596,
0.08428393304347992,
-0.034258898347616196,
-0.2480575442314148,
0.009523773565888405,
0.06036265194416046,
-0.003135350067168474,
0.056835975497961044,
0.14175327122211456,
-0.07333915680646896,
0.07385925203561783,
0.038396839052438736,
-0.034036118537187576,
0.0869709774851799,
-0.027606595307588577,
-0.11387118697166443,
0.09822002798318863,
0.10443868488073349,
0.08211784064769745,
0.0387885719537735,
0.06456096470355988,
-0.048315100371837616,
0.01822047121822834,
0.031602658331394196,
0.009528630413115025,
0.02394825778901577,
0.037305790930986404,
-0.047001440078020096,
0.02501455508172512,
-0.08823186159133911,
-0.0022240951657295227,
0.058414705097675323,
-0.022845465689897537,
-0.16271868348121643,
-0.06323924660682678,
0.07661358267068863,
0.0678352415561676,
0.020468512549996376,
0.00818064995110035,
0.17425671219825745,
-0.026133360341191292,
0.07724646478891373,
0.19892430305480957,
-0.27485209703445435,
-0.05163155123591423,
0.05675456300377846,
0.06171435862779617,
0.022335952147841454,
-0.043371059000492096,
0.03655310347676277,
0.06575210392475128,
0.0651475191116333,
-0.010837526060640812,
-0.08492083847522736,
-0.06400194019079208,
-0.0543610043823719,
-0.10564425587654114,
-0.02783331088721752,
0.18106620013713837,
-0.03117476962506771,
-0.13124504685401917,
-0.0427856408059597,
-0.023482685908675194,
0.19984318315982819,
-0.04594762623310089,
0.0010899041080847383,
0.010920191183686256,
-0.010586765594780445,
-0.06301859766244888,
-0.12658444046974182,
-0.131672203540802,
-0.0378352515399456,
-0.10810859501361847,
0.14568381011486053,
0.07418905943632126,
0.031300950795412064,
-0.05159157142043114,
0.015989117324352264,
-0.1218222975730896,
-0.0858776792883873,
-0.01975473202764988,
-0.07188405096530914,
0.049628905951976776,
-0.010733763687312603,
-0.06476573646068573,
-0.14783816039562225,
0.12535615265369415,
0.1147686168551445,
-0.021127942949533463,
-0.014800519682466984,
-0.11398404836654663,
-0.01861727610230446,
0.06159480661153793,
0.10640116035938263,
-0.08816777169704437,
0.017454398795962334,
0.10154394060373306,
-0.08084350824356079,
0.02093050815165043,
0.028927993029356003,
-0.12993371486663818,
-0.06130371242761612,
0.03462779521942139,
0.10976512730121613,
0.01878317818045616,
0.07207752019166946,
0.020729266107082367,
-0.01972588524222374,
0.10255460441112518,
-0.12696507573127747,
0.027378493919968605,
-0.03839556872844696,
0.06195800378918648,
0.14010219275951385,
0.017765413969755173,
-0.02397535741329193,
-0.14270034432411194,
-0.05537651851773262,
-0.024806786328554153,
-0.04330777749419212,
-0.018586887046694756,
-0.13282638788223267,
0.06560268998146057,
-0.05537726730108261,
0.0008260428439825773,
-0.1620580404996872,
-0.10728799551725388,
0.07244820892810822,
0.04663445055484772,
-0.03089483641088009,
-0.024962473660707474,
0.05590517818927765,
0.0226763766258955,
-0.020865358412265778,
-0.029210248962044716,
-0.011359762400388718,
-0.032538291066884995,
0.04164297133684158,
0.0010611288016662002,
0.06723794341087341,
-0.10982789099216461,
0.037982482463121414,
-0.06449224054813385,
-0.012924433685839176,
-0.2126437872648239,
0.033772699534893036,
-0.08995969593524933,
0.006649327464401722,
-0.13708554208278656,
-0.09239429235458374,
0.08506753295660019,
0.00789402611553669,
0.0295867882668972,
0.08524119108915329,
-0.050611674785614014,
-0.03127552941441536,
0.181740865111351,
-0.09821058809757233,
-0.023860057815909386,
0.2130545973777771,
0.01591399870812893,
-0.01798267476260662,
0.12283410131931305,
0.04676874354481697,
0.0749538466334343,
-0.12462695688009262,
0.01642228662967682,
0.0859796553850174,
0.005503468681126833,
-0.020544040948152542,
0.09906211495399475,
-0.028355112299323082,
-0.09073483943939209,
0.016729019582271576,
-0.03660659119486809,
0.03268096223473549,
-0.01980406418442726,
-0.005503613967448473,
-0.027800390496850014,
-0.07435952126979828,
0.07047677040100098,
0.008242239244282246,
0.03132966533303261,
-0.08660036325454712,
-0.07442968338727951,
0.10333366692066193,
0.055843450129032135,
-0.06102548539638519,
0.04035487025976181,
-0.09388032555580139,
0.05907350033521652,
-0.10997940599918365,
0.03528525307774544,
-0.12433841079473495,
-0.041711580008268356,
0.04332243651151657,
-0.0057197799906134605,
0.059878163039684296,
0.03741041198372841,
0.04784982651472092,
0.03832325339317322,
-0.08894255012273788,
0.09361040592193604,
0.06107101961970329,
-0.0055478475987911224,
-0.006153179798275232,
-0.05284150317311287,
-0.04713834077119827,
-0.04908016324043274,
0.04631854593753815,
-0.02548016794025898,
0.019030611962080002,
0.009398520924150944,
0.0848422646522522,
-0.039178021252155304,
0.055565427988767624,
0.06234991177916527,
0.028343655169010162,
-0.040515586733818054,
-0.02497226931154728,
0.04775085300207138,
0.0026481016539037228,
-0.028929784893989563,
0.11971515417098999,
0.03853437304496765,
0.03623218089342117,
0.12471961230039597,
0.027623722329735756,
0.002676477422937751,
0.01702096499502659,
-0.00918632559478283,
-0.0005695495055988431,
-0.06437740474939346,
-0.06794244050979614,
0.11938564479351044,
0.011246510781347752,
0.1066201850771904,
-0.11883971840143204,
-0.007595979142934084,
0.024027714505791664,
-0.0810091644525528,
-0.0533628910779953,
0.073277547955513,
0.028060879558324814,
-0.15421874821186066,
0.08688310533761978,
0.10100935399532318,
-0.030487211421132088,
0.10874804854393005,
-0.03782598301768303,
-0.07207579910755157,
0.06120796501636505,
0.016114521771669388,
0.03437159210443497,
-0.016523154452443123,
-0.08582799881696701,
-0.03132840618491173,
0.09069588780403137,
-0.04510854557156563,
-0.022751040756702423,
-0.09095100313425064,
0.04002600163221359,
0.017657587304711342,
-0.05360420048236847,
-0.059831347316503525,
0.009047984145581722,
0.01216715108603239,
0.07066716998815536,
0.01371628325432539,
-0.01629015803337097,
0.04436064884066582,
0.02702922374010086,
-0.04353860393166542,
0.14687944948673248,
-0.1076640635728836,
-0.29496803879737854,
-0.20817320048809052,
-0.1940726935863495,
-0.14815393090248108,
0.05068226903676987,
0.09394851326942444,
-0.0664106234908104,
-0.09553941339254379,
-0.024436771869659424,
0.0842890739440918,
0.004540117923170328,
-0.007993273437023163,
0.02397018112242222,
0.0048973448574543,
0.013424222357571125,
-0.16238319873809814,
-0.02025904692709446,
0.04606954753398895,
-0.14263223111629486,
0.06826687604188919,
-0.07339681684970856,
0.059061843901872635,
0.039759594947099686,
-0.055915359407663345,
-0.00314693502150476,
-0.03959764540195465,
0.09527479857206345,
0.004498864058405161,
0.05907256901264191,
0.21664632856845856,
-0.013410699553787708,
0.04634525254368782,
0.09487687051296234,
0.05834881588816643,
-0.015150276012718678,
0.048318151384592056,
0.027408385649323463,
-0.05129381641745567,
-0.22398829460144043,
-0.03547099977731705,
-0.0419953390955925,
0.048884693533182144,
0.05738190934062004,
0.06053011491894722,
-0.019489087164402008,
0.0838196724653244,
-0.05547865480184555,
0.0810220018029213,
0.027064267545938492,
0.08991185575723648,
0.16602520644664764,
-0.014690683223307133,
0.09612419456243515,
-0.07632174342870712,
-0.09552643448114395,
0.131595179438591,
0.046447329223155975,
0.07375035434961319,
-0.009572171606123447,
0.0963086411356926,
0.058865681290626526,
0.029427463188767433,
0.07888180762529373,
0.2108755111694336,
-0.044468678534030914,
0.012665682472288609,
-0.03335025906562805,
-0.06763361394405365,
0.015436944551765919,
-0.028081415221095085,
0.033301811665296555,
-0.044494207948446274,
-0.026482336223125458,
-0.10736768692731857,
0.006452649366110563,
0.2604760229587555,
0.07331779599189758,
-0.15831029415130615,
-0.0735199898481369,
0.024876413866877556,
-0.1088438630104065,
-0.09529224038124084,
0.025670252740383148,
0.04595329239964485,
-0.1240985170006752,
0.11098218709230423,
0.014550224877893925,
0.110061876475811,
-0.023274675011634827,
0.02175292558968067,
-0.12868466973304749,
0.059818085283041,
-0.005061089061200619,
0.12702704966068268,
-0.18608318269252777,
0.13869717717170715,
0.03069515898823738,
0.027828020974993706,
-0.12013578414916992,
0.05773351714015007,
0.04632763937115669,
0.09180942922830582,
0.11019018292427063,
-0.01453351229429245,
0.155196413397789,
-0.0887131541967392,
-0.09288797527551651,
0.05321941897273064,
0.014521447010338306,
0.01127101294696331,
0.08334566652774811,
-0.01848583295941353,
-0.04727778211236,
-0.02020993083715439,
0.07258248329162598,
-0.1494796723127365,
-0.14395779371261597,
0.03584710508584976,
0.02127745933830738,
-0.04087973013520241,
-0.05097510293126106,
-0.1107160747051239,
-0.04922390729188919,
0.17846307158470154,
0.12334474921226501,
-0.1438601166009903,
-0.0904635339975357,
-0.07048653066158295,
0.12255574762821198,
-0.07808162271976471,
0.07620314508676529,
-0.055067505687475204,
0.1482991874217987,
-0.061799921095371246,
-0.10069078207015991,
-0.0024231793358922005,
-0.10310563445091248,
-0.059566471725702286,
0.03507879376411438,
0.13317708671092987,
-0.02405654452741146,
0.03877692297101021,
0.0636000707745552,
-0.025693874806165695,
0.010517900809645653,
-0.0694449320435524,
-0.06188692897558212,
0.03404702618718147,
0.1389409452676773,
0.07566256076097488,
-0.10746707767248154,
-0.19675832986831665,
-0.006486896425485611,
-0.012095474638044834,
0.18297353386878967,
0.20933397114276886,
-0.00540830148383975,
0.05793934687972069,
0.2836577594280243,
-0.01965075545012951,
-0.27341800928115845,
-0.16183416545391083,
-0.014499427750706673,
0.0038860065396875143,
-0.04852086305618286,
-0.15175926685333252,
0.11786630004644394,
0.03280976414680481,
-0.029301391914486885,
-0.07076694071292877,
-0.10624729096889496,
-0.0899902731180191,
0.19683271646499634,
0.06294160336256027,
0.12242023646831512,
-0.12733431160449982,
-0.041768770664930344,
-0.10702421516180038,
-0.18494513630867004,
0.11841138452291489,
-0.08429647982120514,
0.0988762304186821,
0.0015285297995433211,
0.03842443972826004,
0.025587942451238632,
-0.001172455376945436,
0.08558861911296844,
-0.03608805313706398,
-0.04077301174402237,
-0.07325118780136108,
0.029429804533720016,
0.08345028012990952,
0.0055338661186397076,
0.1800348460674286,
-0.06138625741004944,
-0.011998898349702358,
0.01915724389255047,
-0.08002316206693649,
-0.06557250022888184,
0.09891870617866516,
0.011412017047405243,
-0.08693180978298187,
-0.033859457820653915,
0.002142406767234206,
-0.049517519772052765,
-0.027246084064245224,
0.09274105727672577,
-0.022657928988337517,
0.04003799334168434,
0.14959245920181274,
0.1752919703722,
-0.1321541666984558,
0.05784480646252632,
-0.03878464177250862,
-0.11514653265476227,
0.04568371921777725,
-0.0408170148730278,
0.05666923150420189,
0.03568102791905403,
0.01208055205643177,
0.08509235829114914,
0.030184481292963028,
-0.07899346202611923,
-0.014866484329104424,
0.07919873297214508,
-0.09007687866687775,
-0.17471875250339508,
-0.052702970802783966,
-0.02035187929868698,
-0.07769525796175003,
0.09798182547092438,
0.12803061306476593,
-0.03325226530432701,
-0.09339752793312073,
0.007223555818200111,
0.0335957407951355,
-0.04039277136325836,
0.07242568582296371,
0.06974241137504578,
0.01667424850165844,
-0.10836249589920044,
0.09900020807981491,
0.1243039146065712,
-0.09425310790538788,
0.028449350968003273,
0.07689391076564789,
-0.07116257399320602,
-0.09641016274690628,
0.040680188685655594,
0.010301077738404274,
-0.06631078571081161,
-0.0747833326458931,
-0.02991878055036068,
-0.09580527991056442,
0.028578536584973335,
0.1396694928407669,
0.06822597980499268,
-0.02315090224146843,
-0.02597726881504059,
-0.0008176511037163436,
-0.06161881238222122,
0.07618702948093414,
0.06544975191354752,
0.048523418605327606,
-0.07301535457372665,
0.03620957210659981,
-0.033036936074495316,
0.1218339204788208,
-0.05327838659286499,
-0.0252680703997612,
-0.09906310588121414,
-0.02680891565978527,
-0.24165113270282745,
0.03964294120669365,
-0.11507473140954971,
0.002160862786695361,
-0.0030057637486606836,
-0.07526416331529617,
-0.011719521135091782,
0.03614308312535286,
-0.08519065380096436,
-0.008688821457326412,
-0.005277466960251331,
0.11425209790468216,
-0.11968976259231567,
-0.030314764007925987,
0.05969085916876793,
-0.03549809381365776,
0.10162551701068878,
0.025806840509176254,
-0.07250358909368515,
0.08371323347091675,
-0.09760261327028275,
-0.09787806123495102,
0.01808071881532669,
0.04507618397474289,
0.05275525897741318,
-0.06637179106473923,
0.02640685811638832,
0.0764305368065834,
0.026187820360064507,
0.010555933229625225,
0.10984867811203003,
-0.07504195719957352,
-0.012822989374399185,
0.008964729495346546,
-0.07432282716035843,
-0.005830712150782347,
0.025651952251791954,
0.13643501698970795,
0.05531032383441925,
0.08023262768983841,
-0.08736582100391388,
0.002387735527008772,
-0.04540877416729927,
0.019075660035014153,
-0.07223180681467056,
-0.1371990442276001,
-0.0052772406488657,
-0.046504780650138855,
-0.009459612891077995,
0.03127659857273102,
0.09903176128864288,
-0.0006407700711861253,
0.10938459634780884,
-0.0029697329737246037,
0.04735338315367699,
0.0962134599685669,
-0.02060939185321331,
0.18917176127433777,
0.007026932202279568,
-0.034855008125305176,
-0.09031180292367935,
0.010587097145617008,
0.03566114977002144,
0.027843816205859184,
0.04603502154350281,
0.0878932774066925,
0.02537718415260315,
0.05828766152262688,
0.07887264341115952,
0.04437728226184845,
-0.07517725229263306,
-0.1698022037744522,
0.08947966247797012,
0.07566336542367935,
-0.09257320314645767,
0.10404232144355774,
0.10689980536699295,
-0.07807966321706772,
0.04504875838756561,
0.0075294580310583115,
-0.03402256965637207,
-0.12906460464000702,
-0.1453908234834671,
-0.06269081681966782,
-0.06962785869836807,
-0.03118506819009781,
-0.10028678178787231,
0.025453992187976837,
0.029907185584306717,
0.08658415079116821,
-0.029133005067706108,
0.143073171377182,
-0.15927113592624664,
-0.07799699902534485,
0.0557890348136425,
-0.013320301659405231,
0.04218084365129471,
0.04940963536500931,
0.009169105440378189,
-0.010666710324585438,
0.08354228734970093,
0.020464474335312843,
0.04703414812684059,
0.06081536039710045,
0.04483019560575485,
-0.06437302380800247,
-0.06487999856472015,
-0.05123961716890335,
0.012895719148218632,
0.05509716644883156,
0.16926953196525574,
0.03136591985821724,
-0.03404918313026428,
0.028687220066785812,
0.13044200837612152,
-0.04005500301718712,
-0.19002415239810944,
-0.11984262615442276,
0.25170081853866577,
0.01285544503480196,
0.01180953811854124,
0.04329512268304825,
-0.08993463218212128,
-0.07387594133615494,
0.23808835446834564,
0.1438974291086197,
0.09286808967590332,
0.02208854816854,
-0.006567209959030151,
0.010874949395656586,
-0.005124018061906099,
0.11849372088909149,
0.06028853729367256,
0.15048182010650635,
-0.043276410549879074,
0.015574860386550426,
0.008061110973358154,
0.018318282440304756,
-0.23963434994220734,
0.03947346284985542,
-0.005872487090528011,
-0.06530755013227463,
0.024498362094163895,
0.08664518594741821,
-0.010727996937930584,
-0.1455807238817215,
-0.12843134999275208,
-0.018456611782312393,
-0.09868529438972473,
-0.0006947899237275124,
-0.0060898177325725555,
0.018047304823994637,
0.05009274557232857,
-0.020655503496527672,
0.09567930549383163,
0.1323082447052002,
0.029052823781967163,
-0.073795385658741,
-0.018154002726078033,
0.17572616040706635,
-0.00017347819812130183,
0.12558035552501678,
0.04072156921029091,
0.037895601242780685,
0.0982259139418602,
-0.021679501980543137,
-0.11927729845046997,
0.05074693635106087,
0.019612008705735207,
-0.03674059733748436,
0.0858086347579956,
0.07785888761281967,
-0.047775477170944214,
-0.02024221234023571,
-0.04629085585474968,
-0.03945689648389816,
0.0075689647346735,
0.08187898993492126,
0.0361032709479332,
-0.08856476843357086,
0.1039491519331932,
-0.18156832456588745,
0.07410573959350586,
0.14105714857578278,
-0.022834109142422676,
-0.043583713471889496,
-0.0934552475810051,
0.07033287733793259,
0.0574161671102047,
-0.10786350816488266,
-0.06793025135993958,
-0.12229938805103302,
-0.018482575193047523,
-0.11980210244655609,
0.08061474561691284,
-0.22249870002269745,
0.007231723051518202,
-0.0052513740956783295,
0.04717804118990898,
-0.16653510928153992,
0.023625530302524567,
0.11368701606988907,
-0.0036485474556684494,
0.017150936648249626,
-0.11919643729925156,
-0.04708663374185562,
0.0024428009055554867,
-0.13086293637752533,
-0.04656706750392914
] |
null | null | transformers |
# bert-base-fr-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-fr-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-fr-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "fr", "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Paris est la [MASK] de la France."}, {"text": "Paris est la capitale de la [MASK]."}, {"text": "L'\u00e9lection am\u00e9ricaine a eu [MASK] en novembre 2020."}]} | fill-mask | Geotrend/bert-base-fr-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"fr",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"fr"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-fr-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-fr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-fr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
62,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-fr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.025146808475255966,
0.06518726050853729,
-0.003433972131460905,
0.08879581838846207,
0.0872008353471756,
-0.05364531651139259,
0.10792902112007141,
0.10608656704425812,
-0.017727889120578766,
-0.012538667768239975,
0.0280072633177042,
0.024161146953701973,
0.0382838137447834,
0.08112366497516632,
-0.04292565956711769,
-0.244419127702713,
0.005849590990692377,
0.06100078299641609,
-0.015402540564537048,
0.05511494725942612,
0.1430104374885559,
-0.06991693377494812,
0.07796314358711243,
0.04447198659181595,
-0.046369414776563644,
0.08499126881361008,
-0.02596347965300083,
-0.10821077227592468,
0.09524951875209808,
0.11364052444696426,
0.07802293449640274,
0.04140031337738037,
0.06661274284124374,
-0.04973599314689636,
0.019135527312755585,
0.030643364414572716,
0.006564068607985973,
0.026379477232694626,
0.042080506682395935,
-0.048508170992136,
0.0414341501891613,
-0.07780811190605164,
-0.008042911067605019,
0.06204402446746826,
-0.02281288430094719,
-0.16444985568523407,
-0.0663360059261322,
0.08581668138504028,
0.06118040159344673,
0.023061860352754593,
0.011044814251363277,
0.1684674471616745,
-0.024387069046497345,
0.07890373468399048,
0.18955567479133606,
-0.2696220278739929,
-0.05503133311867714,
0.061077434569597244,
0.05258637294173241,
0.00984415877610445,
-0.048024989664554596,
0.03435617685317993,
0.06878846883773804,
0.0638069286942482,
-0.011891311034560204,
-0.0877242386341095,
-0.06583292782306671,
-0.05796901136636734,
-0.11084863543510437,
-0.02425149455666542,
0.17442455887794495,
-0.026717839762568474,
-0.1338009089231491,
-0.036137208342552185,
-0.023045074194669724,
0.19718395173549652,
-0.053324535489082336,
0.0013256431557238102,
0.007815512828528881,
-0.010045169852674007,
-0.05056051164865494,
-0.13417060673236847,
-0.13196918368339539,
-0.03917866572737694,
-0.10713648796081543,
0.1550360471010208,
0.07478916645050049,
0.03315194323658943,
-0.04519343376159668,
0.014166703447699547,
-0.13866852223873138,
-0.08002270758152008,
-0.02110927179455757,
-0.07345498353242874,
0.05061052739620209,
-0.01243553962558508,
-0.06974401324987411,
-0.14429067075252533,
0.12782956659793854,
0.11735024303197861,
-0.03684135526418686,
-0.015674958005547523,
-0.11552215367555618,
-0.024275926873087883,
0.057697854936122894,
0.0934782326221466,
-0.08595612645149231,
0.029261577874422073,
0.10391498357057571,
-0.07855431735515594,
0.013681069016456604,
0.0302744098007679,
-0.1269005537033081,
-0.058461256325244904,
0.0251273512840271,
0.10183610767126083,
0.009342240169644356,
0.07230526953935623,
0.027310634031891823,
-0.019732512533664703,
0.11193959414958954,
-0.1248411163687706,
0.027024565264582634,
-0.029828745871782303,
0.05968562141060829,
0.13810259103775024,
0.021258985623717308,
-0.02386147528886795,
-0.14046066999435425,
-0.056051936000585556,
-0.021970922127366066,
-0.040384434163570404,
-0.0158392246812582,
-0.13313108682632446,
0.0642082542181015,
-0.052981745451688766,
0.002428223378956318,
-0.16054634749889374,
-0.10143071413040161,
0.0684649720788002,
0.04980136826634407,
-0.03855067864060402,
-0.026103245094418526,
0.059796884655952454,
0.015202767215669155,
-0.02045891247689724,
-0.02174133062362671,
-0.0022010847460478544,
-0.030482513830065727,
0.03962359577417374,
0.010877391323447227,
0.0648750439286232,
-0.11604416370391846,
0.03827276453375816,
-0.057634126394987106,
-0.013837113976478577,
-0.202253058552742,
0.03276483714580536,
-0.09951201826334,
-0.0012485653860494494,
-0.13728775084018707,
-0.09347561001777649,
0.07411249727010727,
0.008156025782227516,
0.02632981725037098,
0.0878477394580841,
-0.038422636687755585,
-0.03156696632504463,
0.1796025037765503,
-0.10027553886175156,
-0.0212574265897274,
0.2117043286561966,
0.016410548239946365,
-0.023211412131786346,
0.11538012325763702,
0.04230228066444397,
0.09068220108747482,
-0.13563953340053558,
0.020927049219608307,
0.09511454403400421,
0.005289501044899225,
-0.022071409970521927,
0.0994962826371193,
-0.02538975328207016,
-0.09798035770654678,
0.015684468671679497,
-0.038068145513534546,
0.03538532927632332,
-0.022524554282426834,
-0.004012857098132372,
-0.029779039323329926,
-0.07645958662033081,
0.062210068106651306,
0.012170486152172089,
0.03645497187972069,
-0.08049918711185455,
-0.06596223264932632,
0.1012878343462944,
0.05994066968560219,
-0.05908893048763275,
0.03480616584420204,
-0.09025458246469498,
0.062152110040187836,
-0.11217688024044037,
0.035197921097278595,
-0.12980936467647552,
-0.03337173908948898,
0.04340728744864464,
-0.011351535096764565,
0.06422540545463562,
0.04935070872306824,
0.052532486617565155,
0.04237217456102371,
-0.08794399350881577,
0.0997668132185936,
0.06112651526927948,
-0.00664704293012619,
-0.0050887237302958965,
-0.058211684226989746,
-0.047336749732494354,
-0.05088600143790245,
0.0640575960278511,
-0.044315945357084274,
0.020952295511960983,
0.01916125975549221,
0.08894142508506775,
-0.03981725499033928,
0.05656249821186066,
0.060520242899656296,
0.02525533176958561,
-0.038857895880937576,
-0.021922823041677475,
0.048160403966903687,
0.003978429362177849,
-0.021469416096806526,
0.11977864801883698,
0.04917706176638603,
0.03716283291578293,
0.12585629522800446,
0.034926824271678925,
-0.0006680822116322815,
0.009916596114635468,
-0.012498817406594753,
0.0020025630947202444,
-0.06330298632383347,
-0.06429530680179596,
0.11249581724405289,
0.009506297297775745,
0.11209385097026825,
-0.11750243604183197,
-0.009707016870379448,
0.030729517340660095,
-0.08140071481466293,
-0.05705605447292328,
0.07912880927324295,
0.03234187886118889,
-0.16297075152397156,
0.08890730142593384,
0.08781858533620834,
-0.03133038803935051,
0.10442080348730087,
-0.04243125021457672,
-0.07397622615098953,
0.060247935354709625,
0.02344306744635105,
0.03630489483475685,
-0.01680685020983219,
-0.07748612016439438,
-0.027910053730010986,
0.09190758317708969,
-0.05194169282913208,
-0.01970134861767292,
-0.09284333884716034,
0.04383464902639389,
0.01896747574210167,
-0.056454334408044815,
-0.04867599904537201,
0.014695393852889538,
0.01122310571372509,
0.07011929154396057,
0.00876469723880291,
-0.022065790370106697,
0.04228396713733673,
0.02814551256597042,
-0.043673012405633926,
0.14390027523040771,
-0.10447626560926437,
-0.2896535396575928,
-0.20993971824645996,
-0.19152815639972687,
-0.15851332247257233,
0.048948779702186584,
0.08790121972560883,
-0.06140396371483803,
-0.0966273844242096,
-0.027909407392144203,
0.07878389209508896,
0.0006794952787458897,
-0.005924711003899574,
0.021751554682850838,
0.0050531234592199326,
0.01730075664818287,
-0.15815506875514984,
-0.019243985414505005,
0.04189629107713699,
-0.13777275383472443,
0.06722432374954224,
-0.06687328964471817,
0.06185372173786163,
0.033008333295583725,
-0.05412706360220909,
0.0015908353962004185,
-0.0322689525783062,
0.10752608627080917,
0.006583765614777803,
0.06080620735883713,
0.22331349551677704,
-0.007878066971898079,
0.04342597723007202,
0.08967802673578262,
0.06073708087205887,
-0.016851143911480904,
0.04672326147556305,
0.03449500724673271,
-0.04933926835656166,
-0.21861934661865234,
-0.03453575447201729,
-0.04634701460599899,
0.04795197769999504,
0.060618557035923004,
0.06289354711771011,
-0.013536008074879646,
0.08182551711797714,
-0.053341757506132126,
0.0831809863448143,
0.02783391997218132,
0.08449395000934601,
0.18043109774589539,
-0.012210339307785034,
0.0934162437915802,
-0.0778074860572815,
-0.09583509713411331,
0.1359584629535675,
0.04024259373545647,
0.07370618730783463,
-0.015028698369860649,
0.08848971873521805,
0.056384868919849396,
0.029902556911110878,
0.07744837552309036,
0.20973782241344452,
-0.05117247253656387,
0.010007054544985294,
-0.030815880745649338,
-0.06548353284597397,
0.016476567834615707,
-0.027723833918571472,
0.03456474840641022,
-0.047376878559589386,
-0.02624617889523506,
-0.10264817625284195,
0.0027778814546763897,
0.25207027792930603,
0.07078821957111359,
-0.15283679962158203,
-0.07818291336297989,
0.014930924400687218,
-0.10868377983570099,
-0.09511712938547134,
0.023898934945464134,
0.055240705609321594,
-0.1222628653049469,
0.10953540354967117,
0.009515906684100628,
0.10932979732751846,
-0.017604561522603035,
0.02110198512673378,
-0.12261585891246796,
0.07017182558774948,
-0.002287701005116105,
0.1243731826543808,
-0.1852494478225708,
0.13488128781318665,
0.030236225575208664,
0.02514110505580902,
-0.11849179863929749,
0.0614314004778862,
0.04730952903628349,
0.09563073515892029,
0.10934758931398392,
-0.01527329720556736,
0.1609361320734024,
-0.09167484194040298,
-0.09032474458217621,
0.05011918023228645,
0.019638722762465477,
0.010387130081653595,
0.08107803016901016,
-0.020502271130681038,
-0.052284035831689835,
-0.02048713155090809,
0.0676877573132515,
-0.15421968698501587,
-0.14859455823898315,
0.03691825270652771,
0.01634143851697445,
-0.05740173161029816,
-0.051904793828725815,
-0.1059277206659317,
-0.0548967681825161,
0.16789479553699493,
0.13275188207626343,
-0.13610346615314484,
-0.09900722652673721,
-0.06035561114549637,
0.12151328474283218,
-0.07777368277311325,
0.07936202734708786,
-0.06054038554430008,
0.14780937135219574,
-0.0617181621491909,
-0.1006832867860794,
-0.006855750922113657,
-0.1077779233455658,
-0.061207931488752365,
0.04071357101202011,
0.13685578107833862,
-0.023298868909478188,
0.03762922063469887,
0.0627848356962204,
-0.027487246319651604,
0.013074986636638641,
-0.0751790851354599,
-0.06505925208330154,
0.02085794135928154,
0.12860673666000366,
0.06911005079746246,
-0.10771562159061432,
-0.1883164942264557,
-0.0036029769107699394,
-0.01107754185795784,
0.1797775775194168,
0.21263360977172852,
-0.005170922726392746,
0.056063104420900345,
0.2704164385795593,
-0.010385175235569477,
-0.2750147879123688,
-0.1571459025144577,
-0.00818912498652935,
0.002551817102357745,
-0.05429878458380699,
-0.15007877349853516,
0.1160978153347969,
0.03403918817639351,
-0.028628280386328697,
-0.06181599944829941,
-0.09875399619340897,
-0.08719667792320251,
0.19668203592300415,
0.06727515906095505,
0.12032680958509445,
-0.12697090208530426,
-0.04589461907744408,
-0.10197290778160095,
-0.19652803242206573,
0.12672105431556702,
-0.0970975011587143,
0.0973188728094101,
0.0014856236521154642,
0.02328014373779297,
0.027482155710458755,
0.00013042258797213435,
0.08572729676961899,
-0.035380054265260696,
-0.03484532982110977,
-0.0668155699968338,
0.03552335500717163,
0.07608173787593842,
0.012570476159453392,
0.18131856620311737,
-0.06285694986581802,
-0.009395637549459934,
0.018390579149127007,
-0.08334974199533463,
-0.06716727465391159,
0.10298038274049759,
0.009710936807096004,
-0.0821891650557518,
-0.03591393679380417,
0.003076666733250022,
-0.049665916711091995,
-0.026398923248052597,
0.08365942537784576,
-0.024379342794418335,
0.035780876874923706,
0.18037384748458862,
0.16928736865520477,
-0.11657393723726273,
0.06518923491239548,
-0.0381033718585968,
-0.11153106391429901,
0.044262707233428955,
-0.04628598317503929,
0.05757443606853485,
0.03679544851183891,
0.014989502727985382,
0.09031112492084503,
0.025208687409758568,
-0.07606720924377441,
-0.02320019342005253,
0.0770445391535759,
-0.08796196430921555,
-0.1857883483171463,
-0.05829000845551491,
-0.04177580028772354,
-0.07455779612064362,
0.09482379257678986,
0.13157495856285095,
-0.03974173590540886,
-0.08939787745475769,
0.006607061717659235,
0.02915233001112938,
-0.04330186918377876,
0.07463531941175461,
0.0768950879573822,
0.014522207900881767,
-0.11174493283033371,
0.09454429149627686,
0.12005185335874557,
-0.0900939330458641,
0.023433828726410866,
0.07600905746221542,
-0.07256260514259338,
-0.10131977498531342,
0.03924165293574333,
0.009866139851510525,
-0.07175227999687195,
-0.07497025281190872,
-0.02760099619626999,
-0.10234527289867401,
0.031605374068021774,
0.14372016489505768,
0.06913241744041443,
-0.026783620938658714,
-0.02351265959441662,
0.0013910159468650818,
-0.07113287597894669,
0.07967604696750641,
0.06642471253871918,
0.047093141824007034,
-0.07584850490093231,
0.03362394496798515,
-0.03745998814702034,
0.12193754315376282,
-0.05213724449276924,
-0.020671360194683075,
-0.097561314702034,
-0.03433670848608017,
-0.23896491527557373,
0.035819508135318756,
-0.10995212197303772,
0.004870685748755932,
0.001369041739962995,
-0.07627435028553009,
-0.01042009424418211,
0.04121643677353859,
-0.08881893754005432,
-0.008664462715387344,
-0.004770959261804819,
0.11355391144752502,
-0.11769276112318039,
-0.029407452791929245,
0.05984501913189888,
-0.03594959154725075,
0.09832360595464706,
0.03484232723712921,
-0.06963431090116501,
0.0859084278345108,
-0.10223379731178284,
-0.09456565231084824,
0.01957162283360958,
0.049610745161771774,
0.05602551996707916,
-0.0663987398147583,
0.03136339411139488,
0.0766368955373764,
0.025872841477394104,
0.009461961686611176,
0.11571356654167175,
-0.07555859535932541,
-0.016821984201669693,
-0.001095114159397781,
-0.06923461705446243,
-0.005514189135283232,
0.028106359764933586,
0.13865117728710175,
0.06295619904994965,
0.08123887330293655,
-0.08807290345430374,
0.0031037612352520227,
-0.04622859135270119,
0.01945088431239128,
-0.07256200909614563,
-0.1380452811717987,
-0.009067408740520477,
-0.04665432125329971,
-0.010126274079084396,
0.03657008707523346,
0.09709867089986801,
-0.001683282433077693,
0.105352982878685,
-0.004589114338159561,
0.038614317774772644,
0.09424561262130737,
-0.022282855585217476,
0.1850670427083969,
0.011682746931910515,
-0.03247011825442314,
-0.08800008147954941,
0.011362185701727867,
0.03902672231197357,
0.026942944154143333,
0.04643348976969719,
0.09039103984832764,
0.010842611081898212,
0.05746074765920639,
0.08849503099918365,
0.038025256246328354,
-0.05947672575712204,
-0.15204381942749023,
0.07933647185564041,
0.0761614516377449,
-0.09672653675079346,
0.10268416255712509,
0.10375622659921646,
-0.08193884044885635,
0.0455770306289196,
0.009406003169715405,
-0.03498375415802002,
-0.12763993442058563,
-0.13902243971824646,
-0.06399252265691757,
-0.07171855121850967,
-0.028666699305176735,
-0.09991339594125748,
0.027185969054698944,
0.016678951680660248,
0.08853770792484283,
-0.027499567717313766,
0.14836718142032623,
-0.16703474521636963,
-0.07678587734699249,
0.05903154984116554,
-0.015361384488642216,
0.03387010097503662,
0.048210229724645615,
0.009014410898089409,
-0.01134613435715437,
0.07620403170585632,
0.019832581281661987,
0.04534943029284477,
0.06707178801298141,
0.04852263629436493,
-0.0608498640358448,
-0.0637427270412445,
-0.04917249083518982,
0.011536208912730217,
0.05770745128393173,
0.1755555272102356,
0.030963366851210594,
-0.03176585212349892,
0.026294084265828133,
0.12839213013648987,
-0.042202189564704895,
-0.18800871074199677,
-0.12535110116004944,
0.2486565262079239,
0.01728927716612816,
0.015266438946127892,
0.04299057275056839,
-0.08906791359186172,
-0.07284722477197647,
0.24133560061454773,
0.14294390380382538,
0.08621207624673843,
0.02793499082326889,
0.0023521073162555695,
0.009987165220081806,
0.00013498101907316595,
0.10777164250612259,
0.0610768087208271,
0.14164309203624725,
-0.04012564197182655,
0.010524751618504524,
0.009668244048953056,
0.01695193164050579,
-0.23186086118221283,
0.04775669798254967,
-0.002751886611804366,
-0.06834160536527634,
0.02846241369843483,
0.07951953262090683,
-0.010640428401529789,
-0.15709130465984344,
-0.12096051871776581,
-0.011843333952128887,
-0.09723322093486786,
-0.005679698195308447,
-0.02721697837114334,
0.023804491385817528,
0.04807722195982933,
-0.02374517358839512,
0.09376440942287445,
0.13776129484176636,
0.028260232880711555,
-0.07409685105085373,
-0.014638694003224373,
0.17488731443881989,
0.0023705975618213415,
0.12026339769363403,
0.04212825000286102,
0.03936026990413666,
0.09887819737195969,
-0.02779681421816349,
-0.12043903768062592,
0.04987608268857002,
0.01872389018535614,
-0.04553165286779404,
0.07960379868745804,
0.07915984839200974,
-0.04332830384373665,
-0.018800484016537666,
-0.05361898988485336,
-0.050163451582193375,
0.006178371608257294,
0.08389882743358612,
0.033732399344444275,
-0.08767084777355194,
0.10406894981861115,
-0.18495121598243713,
0.07284455746412277,
0.1515413224697113,
-0.01952981948852539,
-0.04473195597529411,
-0.09362994134426117,
0.07649994641542435,
0.05759429186582565,
-0.09733676165342331,
-0.06460385769605637,
-0.11949552595615387,
-0.014618290588259697,
-0.12756571173667908,
0.07810130715370178,
-0.22037991881370544,
0.005136632360517979,
-0.00970672070980072,
0.04814138263463974,
-0.16135282814502716,
0.025022098794579506,
0.11656744033098221,
-0.0006611468270421028,
0.018322797492146492,
-0.115599624812603,
-0.0509038046002388,
0.001979692140594125,
-0.12406843155622482,
-0.03879469260573387
] |
null | null | transformers |
# bert-base-hi-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-hi-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-hi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "hi", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-hi-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"hi",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"hi"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #hi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-hi-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #hi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #hi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-hi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.009944850578904152,
0.07261724770069122,
-0.003089099656790495,
0.08920161426067352,
0.09418381005525589,
-0.038773953914642334,
0.1142645999789238,
0.12932763993740082,
-0.009210372343659401,
-0.039169564843177795,
0.020850617438554764,
0.017799897119402885,
0.044463690370321274,
0.060041770339012146,
-0.02117934450507164,
-0.2829505205154419,
-0.010663306340575218,
0.10427708178758621,
-0.03911672532558441,
0.040236715227365494,
0.15317007899284363,
-0.06953298300504684,
0.08066492527723312,
0.04386160522699356,
-0.06304742395877838,
0.10397611558437347,
-0.04015051946043968,
-0.0951729342341423,
0.08963188529014587,
0.12276211380958557,
0.08772735297679901,
0.042255137115716934,
0.06571443378925323,
-0.03293025493621826,
0.014963014982640743,
0.025200463831424713,
0.016301482915878296,
0.025747038424015045,
0.0275310967117548,
-0.022605519741773605,
0.030103592202067375,
-0.09026523679494858,
-0.02452133037149906,
0.06472134590148926,
-0.013199465349316597,
-0.15453603863716125,
-0.05866589397192001,
0.0668194517493248,
0.05860471352934837,
0.0044235787354409695,
0.02120964415371418,
0.17123264074325562,
-0.03901234641671181,
0.061082031577825546,
0.20740114152431488,
-0.24992209672927856,
-0.05318862944841385,
0.053108468651771545,
0.05632798373699188,
0.010898221284151077,
-0.042610473930835724,
0.03037494421005249,
0.055598530918359756,
0.062234025448560715,
-0.019987355917692184,
-0.09936078637838364,
-0.07454334199428558,
-0.0448823906481266,
-0.07664752751588821,
-0.02069954201579094,
0.18787488341331482,
-0.028807805851101875,
-0.11064013838768005,
-0.031374212354421616,
-0.013616938143968582,
0.18280163407325745,
-0.06510749459266663,
-0.002110518282279372,
0.023602355271577835,
-0.008794177323579788,
-0.05047055333852768,
-0.1521010845899582,
-0.12629015743732452,
-0.0246769767254591,
-0.10276462137699127,
0.13291382789611816,
0.07094351947307587,
0.02396276220679283,
-0.05035562068223953,
-0.0030956033151596785,
-0.10070225596427917,
-0.0804290845990181,
-0.004697538446635008,
-0.07671909034252167,
0.050898339599370956,
-0.0034856186248362064,
-0.07733482867479324,
-0.138753280043602,
0.10644610971212387,
0.09794103354215622,
0.010447895154356956,
-0.007124143186956644,
-0.10679749399423599,
-0.022561077028512955,
0.05750485882163048,
0.10371936112642288,
-0.07394294440746307,
0.0011594786774367094,
0.10327604413032532,
-0.08066532015800476,
-0.0008682403131388128,
0.031816516071558,
-0.1621040552854538,
-0.08239482343196869,
0.005686017218977213,
0.09964441508054733,
0.012648513540625572,
0.07517268508672714,
0.03864555060863495,
-0.04429682716727257,
0.12132047116756439,
-0.12079323828220367,
0.0314929224550724,
-0.03826143592596054,
0.06508342176675797,
0.18032170832157135,
0.015122076496481895,
-0.02606772445142269,
-0.1490209400653839,
-0.0729263424873352,
-0.025072647258639336,
-0.039773404598236084,
-0.01996665447950363,
-0.1246945858001709,
0.06010802835226059,
-0.08128424733877182,
0.01104745827615261,
-0.1654663234949112,
-0.08452948927879333,
0.08398839086294174,
0.06205495446920395,
-0.026490844786167145,
-0.04631470888853073,
0.05831863358616829,
0.03374788537621498,
-0.02453591302037239,
-0.034135110676288605,
0.0062836031429469585,
-0.019097022712230682,
0.024048736318945885,
0.007690804544836283,
0.07131978869438171,
-0.12312611192464828,
0.04569462314248085,
-0.039175983518362045,
-0.02012743428349495,
-0.22136379778385162,
0.03722933307290077,
-0.0991588830947876,
0.0027560791932046413,
-0.13929852843284607,
-0.09190540760755539,
0.08173913508653641,
0.01638028398156166,
0.01540751289576292,
0.07353092730045319,
-0.07012680172920227,
-0.04926327243447304,
0.1516132950782776,
-0.06504358351230621,
-0.007348276674747467,
0.19589589536190033,
0.011283029802143574,
-0.0022159377112984657,
0.11873209476470947,
0.04992979019880295,
0.10294624418020248,
-0.12497786432504654,
0.020494278520345688,
0.10916618257761002,
0.02422511950135231,
-0.04976997151970863,
0.091026172041893,
-0.015696363523602486,
-0.09123890846967697,
0.01863490417599678,
-0.026666326448321342,
0.035649653524160385,
-0.014863178133964539,
-0.010613621212542057,
-0.02304559014737606,
-0.07093193382024765,
0.0688723772764206,
0.02864731289446354,
0.05958455055952072,
-0.07359001040458679,
-0.07962218672037125,
0.127912700176239,
0.06194043159484863,
-0.07086518406867981,
0.055289965122938156,
-0.09464820474386215,
0.027286725118756294,
-0.11323985457420349,
0.03270462527871132,
-0.11807318031787872,
-0.01509248185902834,
0.05567287653684616,
-0.011749675497412682,
0.06179853528738022,
0.09303795546293259,
0.05411314591765404,
0.009778173640370369,
-0.10138560831546783,
0.1211688220500946,
0.07254045456647873,
-0.007999465800821781,
-0.022837791591882706,
-0.040437422692775726,
-0.07115629315376282,
-0.039677366614341736,
0.0422721728682518,
-0.002301780739799142,
0.007478692568838596,
-0.0015223129885271192,
0.09502311795949936,
-0.04549267143011093,
0.0694318413734436,
0.05383167415857315,
0.031273793429136276,
-0.04312038794159889,
-0.01844382844865322,
0.05880364403128624,
0.0031352704390883446,
-0.01438475027680397,
0.11762569844722748,
0.06729671359062195,
-0.010941638611257076,
0.13595415651798248,
0.021599914878606796,
0.02367062121629715,
0.00003707150972331874,
-0.011652546003460884,
-0.005442281719297171,
-0.026640692725777626,
-0.08403153717517853,
0.1393263041973114,
0.005161356646567583,
0.12036965787410736,
-0.11269516497850418,
-0.015074890106916428,
0.01766691356897354,
-0.06234263628721237,
-0.04718383401632309,
0.05725563317537308,
0.05058799684047699,
-0.14132550358772278,
0.08565377444028854,
0.0922444686293602,
-0.0439545139670372,
0.1000804603099823,
-0.04083184525370598,
-0.06286241114139557,
0.068595752120018,
-0.01469249464571476,
0.039084792137145996,
-0.02342107519507408,
-0.1066049188375473,
-0.03891056403517723,
0.09585201740264893,
-0.05836993828415871,
-0.007065554149448872,
-0.0660422146320343,
0.04299335926771164,
0.03141813725233078,
-0.048291224986314774,
-0.0334884449839592,
0.011958845891058445,
0.014258290641009808,
0.05354645475745201,
0.025088787078857422,
-0.007436768151819706,
0.03667757660150528,
0.03205866739153862,
-0.024098891764879227,
0.1284739077091217,
-0.11086967587471008,
-0.29617878794670105,
-0.20428869128227234,
-0.21010738611221313,
-0.14879588782787323,
0.05858004838228226,
0.08968731015920639,
-0.08710995316505432,
-0.09006509184837341,
-0.01336655206978321,
0.08061935007572174,
-0.023261751979589462,
-0.008935173973441124,
0.027587000280618668,
0.016674574464559555,
0.007527564652264118,
-0.16458027064800262,
-0.018782319501042366,
0.05183803290128708,
-0.11964038759469986,
0.0594225712120533,
-0.09809529036283493,
0.05382641404867172,
0.030203578993678093,
-0.061133697628974915,
0.00663190521299839,
-0.038445573300123215,
0.08889258652925491,
0.021497368812561035,
0.06899218261241913,
0.20098736882209778,
0.00611981051042676,
0.04271097853779793,
0.08844374865293503,
0.06391414999961853,
0.0014262408949434757,
0.027823414653539658,
0.04634815827012062,
-0.04463795945048332,
-0.20670469105243683,
-0.02623315528035164,
-0.061102669686079025,
0.03095800057053566,
0.08563590049743652,
0.05504387989640236,
-0.025248436257243156,
0.09290844947099686,
-0.05530697852373123,
0.13241508603096008,
-0.016333578154444695,
0.08252893388271332,
0.1734071671962738,
-0.011720968410372734,
0.08719287812709808,
-0.07221669703722,
-0.10643931478261948,
0.12684477865695953,
0.07198452204465866,
0.07299593091011047,
-0.004090428818017244,
0.1353960782289505,
0.04431116580963135,
0.010216685011982918,
0.0886341854929924,
0.21001283824443817,
-0.042299386113882065,
0.01785832643508911,
-0.04678133502602577,
-0.06796788424253464,
0.005238833371549845,
-0.029516449198126793,
0.07187505811452866,
-0.07087049633264542,
-0.013935967348515987,
-0.12252354621887207,
-0.018217474222183228,
0.27330252528190613,
0.05429830774664879,
-0.13646230101585388,
-0.05496964231133461,
0.026455504819750786,
-0.11311320215463638,
-0.08886858820915222,
0.017391953617334366,
0.01997733861207962,
-0.11514869332313538,
0.1006431132555008,
0.013668869622051716,
0.1187446117401123,
-0.031063219532370567,
0.030757250264286995,
-0.12474526464939117,
0.05922124907374382,
0.01583022251725197,
0.12616872787475586,
-0.1727886199951172,
0.13753269612789154,
0.03226736560463905,
0.021927176043391228,
-0.1280132532119751,
0.06544772535562515,
0.04580570012331009,
0.07191400229930878,
0.09233052283525467,
-0.008733386173844337,
0.14845135807991028,
-0.09329033643007278,
-0.08847535401582718,
0.0570865198969841,
0.010133420117199421,
0.006291669327765703,
0.08152158558368683,
-0.023686766624450684,
-0.05054865777492523,
-0.02037123218178749,
0.08260884881019592,
-0.15260685980319977,
-0.17555540800094604,
0.05276849493384361,
0.025392940267920494,
-0.06778332591056824,
-0.019421212375164032,
-0.10461559891700745,
-0.04216592758893967,
0.18216535449028015,
0.15078122913837433,
-0.1368079036474228,
-0.09289102256298065,
-0.07828333973884583,
0.1414584517478943,
-0.08334819227457047,
0.06773307919502258,
-0.06098489463329315,
0.1438445895910263,
-0.06768045574426651,
-0.1246025562286377,
-0.017515035346150398,
-0.09333527833223343,
-0.02355882339179516,
0.038266025483608246,
0.12551002204418182,
-0.040130097419023514,
0.055077675729990005,
0.06497599929571152,
-0.036287590861320496,
-0.0003930717066396028,
-0.05480420961976051,
-0.06901782006025314,
0.01825231872498989,
0.1280425488948822,
0.05236756056547165,
-0.1254400610923767,
-0.12774476408958435,
0.006368489935994148,
0.0022356314584612846,
0.19379225373268127,
0.19672702252864838,
-0.010139046236872673,
0.0651923343539238,
0.2883932888507843,
-0.0219767726957798,
-0.26982980966567993,
-0.16063475608825684,
0.0055338796228170395,
0.0006257782806642354,
-0.07682733237743378,
-0.18954938650131226,
0.11946145445108414,
0.02339344285428524,
-0.017816422507166862,
-0.07398135215044022,
-0.06703521311283112,
-0.07674334943294525,
0.18642832338809967,
0.04623827710747719,
0.12267928570508957,
-0.12418413907289505,
-0.036617882549762726,
-0.12510843575000763,
-0.21341024339199066,
0.12098240852355957,
-0.04258585348725319,
0.11700545251369476,
-0.0082170981913805,
0.040106646716594696,
0.02907412499189377,
0.00853762961924076,
0.09078645706176758,
-0.013591489754617214,
-0.06140657141804695,
-0.06437388062477112,
0.012783149257302284,
0.08705393224954605,
0.007458244450390339,
0.15920479595661163,
-0.07654991745948792,
-0.03758329525589943,
-0.024366142228245735,
-0.08466900140047073,
-0.06794595718383789,
0.09638965129852295,
0.014730357564985752,
-0.08751345425844193,
-0.03126228600740433,
0.002745994832366705,
-0.029418179765343666,
-0.01857658661901951,
0.08286099880933762,
-0.026781806722283363,
0.004459710326045752,
0.14706560969352722,
0.18441788852214813,
-0.15026737749576569,
0.032363828271627426,
-0.024795247241854668,
-0.10630805045366287,
0.0485338494181633,
-0.047610800713300705,
0.05683775618672371,
0.028635483235120773,
0.0012256302870810032,
0.06519989669322968,
0.028024427592754364,
-0.06501037627458572,
-0.021883832290768623,
0.07990055531263351,
-0.060366787016391754,
-0.16060687601566315,
-0.05912958085536957,
-0.04029005020856857,
-0.0873355120420456,
0.07031648606061935,
0.12142863869667053,
-0.025674941018223763,
-0.10006136447191238,
0.01678580418229103,
0.009031745605170727,
-0.04004770889878273,
0.06036889925599098,
0.07826436311006546,
0.010839586146175861,
-0.1102103665471077,
0.09119823575019836,
0.12598417699337006,
-0.10963574051856995,
0.031179159879684448,
0.09986292570829391,
-0.059987444430589676,
-0.10374502092599869,
0.04891331493854523,
0.006963289342820644,
-0.07696538418531418,
-0.04568769037723541,
-0.022475898265838623,
-0.08504089713096619,
0.02590908296406269,
0.09313322603702545,
0.0623503252863884,
-0.0410006120800972,
-0.04273209720849991,
0.004316373728215694,
-0.07469940930604935,
0.05233192816376686,
0.05870099365711212,
0.060645200312137604,
-0.05756464973092079,
0.025528334081172943,
-0.052445463836193085,
0.1420285552740097,
-0.046356040984392166,
-0.01204603910446167,
-0.09881968796253204,
-0.03664466366171837,
-0.264451265335083,
0.04437679797410965,
-0.11421145498752594,
-0.0022513470612466335,
-0.0019519529305398464,
-0.06403136998414993,
-0.021707190200686455,
0.025522394105792046,
-0.10095690190792084,
-0.007747523486614227,
0.003071658778935671,
0.11228904128074646,
-0.07219615578651428,
-0.01665729656815529,
0.059771642088890076,
-0.03718121722340584,
0.09543459117412567,
0.023429201915860176,
-0.07529730349779129,
0.08198349177837372,
-0.06219762563705444,
-0.1213160902261734,
0.0020175131503492594,
0.060402847826480865,
0.0685649886727333,
-0.03795403987169266,
0.029179122298955917,
0.0718170553445816,
0.05823379382491112,
0.0009353266796097159,
0.1250976026058197,
-0.06666816025972366,
-0.002396310679614544,
-0.0009748106240294874,
-0.07682518661022186,
-0.007583982776850462,
0.03348767012357712,
0.15808537602424622,
0.06261072307825089,
0.062169335782527924,
-0.07044541835784912,
0.010321308858692646,
-0.04533084109425545,
0.014898914843797684,
-0.07480765134096146,
-0.14147554337978363,
0.021444333717226982,
-0.07133124023675919,
-0.006898098159581423,
0.0468088760972023,
0.10060234367847443,
0.003986432682722807,
0.1193651631474495,
-0.009921122342348099,
0.016828684136271477,
0.09433702379465103,
-0.028047598898410797,
0.2090568244457245,
0.02391153573989868,
-0.03668578714132309,
-0.0677667111158371,
0.012455403804779053,
0.033230919390916824,
0.07069357484579086,
0.0550992451608181,
0.10041017830371857,
0.017393264919519424,
0.07137011736631393,
0.08046083897352219,
0.03723606839776039,
-0.0832815170288086,
-0.13971218466758728,
0.09964407980442047,
0.08573666960000992,
-0.10823604464530945,
0.11502794176340103,
0.08155618607997894,
-0.08210355788469315,
0.06087261810898781,
0.0018816801020875573,
-0.03893265873193741,
-0.12369072437286377,
-0.13614945113658905,
-0.06545347720384598,
-0.07406791299581528,
-0.03208758682012558,
-0.09291426092386246,
0.02093098685145378,
0.02094961144030094,
0.07621347159147263,
-0.026140309870243073,
0.12313807755708694,
-0.15345580875873566,
-0.07987218350172043,
0.052381083369255066,
-0.013560939580202103,
0.03363076597452164,
0.04006173089146614,
0.010714082978665829,
-0.013937299139797688,
0.07591872662305832,
0.009620841592550278,
0.0391777902841568,
0.053868550807237625,
0.033226534724235535,
-0.05633459612727165,
-0.06416451185941696,
-0.059627048671245575,
0.006842145696282387,
0.06691126525402069,
0.18501248955726624,
0.016788717359304428,
-0.0288681760430336,
0.01246477197855711,
0.08697573095560074,
-0.027518879622220993,
-0.1872400939464569,
-0.110494464635849,
0.24389329552650452,
0.011857761070132256,
0.009904000908136368,
0.03869319334626198,
-0.07086522877216339,
-0.09312992542982101,
0.2772809863090515,
0.1645447164773941,
0.08549297600984573,
0.01687915436923504,
0.004199891351163387,
0.013909061439335346,
-0.01150953583419323,
0.14051567018032074,
0.052011050283908844,
0.11427703499794006,
-0.045577168464660645,
-0.0028460861649364233,
0.02601568028330803,
0.009477244690060616,
-0.26184403896331787,
0.060756001621484756,
0.006662869825959206,
-0.07660293579101562,
0.037486206740140915,
0.05896736681461334,
0.0035560315009206533,
-0.15280640125274658,
-0.12244759500026703,
-0.03456941992044449,
-0.086105115711689,
-0.006716388277709484,
-0.015353993512690067,
0.02076365426182747,
0.05133669823408127,
-0.02775699831545353,
0.08356762677431107,
0.1603185534477234,
0.01880754716694355,
-0.0972425639629364,
-0.011383838020265102,
0.2007617950439453,
-0.03156274929642677,
0.10641368478536606,
0.03214395418763161,
0.03106660582125187,
0.09382887184619904,
-0.005931306164711714,
-0.11758323758840561,
0.017671216279268265,
0.02246735617518425,
-0.05352219194173813,
0.08762065321207047,
0.089105524122715,
-0.06461818516254425,
-0.026375671848654747,
-0.06428080052137375,
-0.02509397082030773,
0.007735225837677717,
0.10239486396312714,
0.05046064406633377,
-0.07143032550811768,
0.09213049709796906,
-0.1892995983362198,
0.07612229138612747,
0.15678764879703522,
-0.013355682604014874,
-0.06903634965419769,
-0.09730707854032516,
0.05414434149861336,
0.06793829053640366,
-0.09919299185276031,
-0.10597415268421173,
-0.12020662426948547,
-0.042884014546871185,
-0.10933469235897064,
0.08642350882291794,
-0.2107996791601181,
0.009087526239454746,
-0.007713189348578453,
0.046003762632608414,
-0.15367907285690308,
0.02961776964366436,
0.09258841723203659,
-0.0024781490210443735,
0.025484532117843628,
-0.13532723486423492,
-0.056294508278369904,
-0.006058625876903534,
-0.15145722031593323,
-0.037652041763067245
] |
null | null | transformers |
# bert-base-it-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-it-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-it-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "it", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-it-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"it",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"it"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-it-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-it-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-it-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-it-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.0056329816579818726,
0.07175443321466446,
-0.0034442832693457603,
0.09298130869865417,
0.09524530917406082,
-0.0356762632727623,
0.10391794890165329,
0.13007040321826935,
-0.02195018343627453,
-0.04444488510489464,
0.022151779383420944,
0.024478478357195854,
0.04235273227095604,
0.06243644654750824,
-0.02131035551428795,
-0.27921798825263977,
-0.01260010339319706,
0.10757406800985336,
-0.03329799696803093,
0.04400676488876343,
0.15239065885543823,
-0.0679948627948761,
0.07531694322824478,
0.03719448670744896,
-0.06423478573560715,
0.10343495011329651,
-0.036871884018182755,
-0.09927019476890564,
0.08903666585683823,
0.12160699814558029,
0.0917396992444992,
0.036749642342329025,
0.06264112889766693,
-0.03234589472413063,
0.01593698561191559,
0.02709709294140339,
0.01333084050565958,
0.02627704292535782,
0.03027980588376522,
-0.019606370478868484,
0.03343130648136139,
-0.08908768743276596,
-0.019577007740736008,
0.06489312648773193,
-0.013372095301747322,
-0.15702351927757263,
-0.05159582197666168,
0.07270149141550064,
0.05651457980275154,
0.0034338063560426235,
0.021808700636029243,
0.17443016171455383,
-0.03927521035075188,
0.06971777230501175,
0.20266738533973694,
-0.25413209199905396,
-0.05648452043533325,
0.052528150379657745,
0.05979206785559654,
0.012118218466639519,
-0.03986382856965065,
0.029186874628067017,
0.05097278207540512,
0.06705772876739502,
-0.01914029009640217,
-0.10367050766944885,
-0.07981859147548676,
-0.05062960088253021,
-0.08065207302570343,
-0.027982063591480255,
0.19079813361167908,
-0.030101101845502853,
-0.11445028334856033,
-0.0318063348531723,
-0.016327042132616043,
0.1830393373966217,
-0.06643068045377731,
-0.0047681075520813465,
0.024496816098690033,
-0.004870428703725338,
-0.05732623115181923,
-0.15260516107082367,
-0.12613233923912048,
-0.028908470645546913,
-0.10939387232065201,
0.13233399391174316,
0.06982450187206268,
0.024716882035136223,
-0.05447985231876373,
-0.00021790828031953424,
-0.10366646945476532,
-0.07604439556598663,
-0.0015523054171353579,
-0.07643701881170273,
0.04843368008732796,
-0.0019494040170684457,
-0.07816709578037262,
-0.1421293169260025,
0.10400758683681488,
0.10380787402391434,
0.01382237859070301,
-0.009835084900259972,
-0.1062752902507782,
-0.02062290906906128,
0.06289229542016983,
0.10336244851350784,
-0.07419170439243317,
0.00303931743837893,
0.09538237005472183,
-0.08714579045772552,
-0.0036621817853301764,
0.03147655725479126,
-0.15834614634513855,
-0.08676810562610626,
0.008482417091727257,
0.10252708941698074,
0.020856283605098724,
0.07434400171041489,
0.033110156655311584,
-0.04551508277654648,
0.11638354510068893,
-0.11812719702720642,
0.03658692538738251,
-0.036873381584882736,
0.06334421038627625,
0.18548622727394104,
0.019831044599413872,
-0.027948064729571342,
-0.1444554626941681,
-0.07574058324098587,
-0.02195879817008972,
-0.04025059938430786,
-0.020930178463459015,
-0.13011802732944489,
0.06237092986702919,
-0.07902678847312927,
0.010079920291900635,
-0.16865943372249603,
-0.08665258437395096,
0.08198736608028412,
0.06397002935409546,
-0.0282648503780365,
-0.04599759727716446,
0.06210281327366829,
0.032379720360040665,
-0.022906847298145294,
-0.03406515344977379,
0.009163695387542248,
-0.018983889371156693,
0.028613697737455368,
0.0010769377695396543,
0.07442133873701096,
-0.12437654286623001,
0.04433722794055939,
-0.03778917342424393,
-0.01917681284248829,
-0.2211054265499115,
0.0396745540201664,
-0.0935686007142067,
-0.00012098625302314758,
-0.13845066726207733,
-0.09080227464437485,
0.07753650099039078,
0.016985710710287094,
0.017622318118810654,
0.07229720056056976,
-0.07181435078382492,
-0.04719284921884537,
0.15332095324993134,
-0.0643605962395668,
0.0011997398687526584,
0.19817733764648438,
0.014751522801816463,
-0.0037952575366944075,
0.12011885643005371,
0.04944102466106415,
0.10891086608171463,
-0.11741801351308823,
0.01851690374314785,
0.11266665905714035,
0.012224370613694191,
-0.05172053724527359,
0.09094703942537308,
-0.013209166005253792,
-0.09430284798145294,
0.019700633361935616,
-0.024307576939463615,
0.04291408509016037,
-0.01546685490757227,
-0.005624653771519661,
-0.026570141315460205,
-0.07237429171800613,
0.07648631930351257,
0.028135569766163826,
0.05574171245098114,
-0.0737268403172493,
-0.0792912095785141,
0.13087570667266846,
0.05931840091943741,
-0.06538340449333191,
0.05495566502213478,
-0.09501060098409653,
0.027338512241840363,
-0.10959996283054352,
0.03750234842300415,
-0.12112169712781906,
-0.019253550097346306,
0.05850584805011749,
-0.006229366175830364,
0.061255279928445816,
0.0893055647611618,
0.053179606795310974,
0.006446090992540121,
-0.10003955662250519,
0.12138981372117996,
0.07195103168487549,
-0.01371688675135374,
-0.020161079242825508,
-0.03286289423704147,
-0.07069811224937439,
-0.03936702385544777,
0.02740618959069252,
-0.0034669863525778055,
0.007767708972096443,
-0.0043986085802316666,
0.08842730522155762,
-0.04440998286008835,
0.067417211830616,
0.056985918432474136,
0.03194814175367355,
-0.042772430926561356,
-0.014077087864279747,
0.06190848723053932,
0.005473793018609285,
-0.011776397004723549,
0.1177268773317337,
0.06694796681404114,
-0.002275108592584729,
0.13046714663505554,
0.01873701810836792,
0.02011900022625923,
0.0016187094151973724,
-0.011103699915111065,
-0.0029444422107189894,
-0.022765453904867172,
-0.08532052487134933,
0.14654111862182617,
0.006927845533937216,
0.12059728056192398,
-0.11166691780090332,
-0.013398872688412666,
0.01947011426091194,
-0.06332064419984818,
-0.050662193447351456,
0.05305624008178711,
0.05638588219881058,
-0.13890287280082703,
0.0769459456205368,
0.09355612099170685,
-0.04033585637807846,
0.10466624051332474,
-0.036269720643758774,
-0.061673734337091446,
0.0646263062953949,
-0.015745289623737335,
0.03991774097084999,
-0.0341358445584774,
-0.10818003118038177,
-0.03861885890364647,
0.09797516465187073,
-0.05527345836162567,
-0.01159085426479578,
-0.06522145122289658,
0.04473336040973663,
0.03556445613503456,
-0.049124088138341904,
-0.038527704775333405,
0.008484844118356705,
0.01741654798388481,
0.053652770817279816,
0.024480748921632767,
-0.005200874526053667,
0.037395067512989044,
0.03609662130475044,
-0.02554086036980152,
0.12495410442352295,
-0.11166489124298096,
-0.3013326823711395,
-0.2119600921869278,
-0.20509600639343262,
-0.145915687084198,
0.05900329723954201,
0.08979674428701401,
-0.07957052439451218,
-0.08937346935272217,
-0.009096996858716011,
0.0863698348402977,
-0.026193629950284958,
-0.007087988313287497,
0.028767062351107597,
0.017608564347028732,
0.009944230318069458,
-0.16319939494132996,
-0.01799420267343521,
0.05394086614251137,
-0.12315616011619568,
0.06321021169424057,
-0.10476452857255936,
0.05590628832578659,
0.032664187252521515,
-0.0639471635222435,
0.005056947004050016,
-0.03990500420331955,
0.08398259431123734,
0.01854373700916767,
0.07321999967098236,
0.2043059766292572,
0.0033413430210202932,
0.04155447706580162,
0.08852981775999069,
0.06134272366762161,
0.001508277957327664,
0.032468024641275406,
0.045235417783260345,
-0.049439672380685806,
-0.20924679934978485,
-0.025248844176530838,
-0.05637993663549423,
0.0447562076151371,
0.08583204448223114,
0.0568266361951828,
-0.0314396396279335,
0.093489870429039,
-0.048909448087215424,
0.1239655464887619,
-0.013493428006768227,
0.08028053492307663,
0.18043962121009827,
-0.014032391831278801,
0.09318927675485611,
-0.07413723319768906,
-0.10064272582530975,
0.13201019167900085,
0.06644096970558167,
0.06761728227138519,
-0.001693981932476163,
0.13294267654418945,
0.04411071538925171,
0.009691120125353336,
0.09069813042879105,
0.21595081686973572,
-0.03978699818253517,
0.018909048289060593,
-0.04604009911417961,
-0.060387786477804184,
0.0036953571252524853,
-0.03763096034526825,
0.07702826708555222,
-0.07297931611537933,
-0.019782623276114464,
-0.11732729524374008,
-0.019709212705492973,
0.2735663950443268,
0.0446895994246006,
-0.13521352410316467,
-0.058839090168476105,
0.018918074667453766,
-0.11563945561647415,
-0.09207446873188019,
0.01638704165816307,
0.02482425421476364,
-0.11859195679426193,
0.09683631360530853,
0.01595848798751831,
0.11718446761369705,
-0.03243205323815346,
0.029338426887989044,
-0.12136932462453842,
0.053258009254932404,
0.01985444687306881,
0.1250537633895874,
-0.17405512928962708,
0.1304476261138916,
0.03323555737733841,
0.020135998725891113,
-0.12500470876693726,
0.06357977539300919,
0.038205571472644806,
0.06835775822401047,
0.09059237688779831,
-0.011987527832388878,
0.16007676720619202,
-0.09644841402769089,
-0.08831392973661423,
0.05403101444244385,
0.013762710615992546,
0.010791108012199402,
0.08013209700584412,
-0.02794024534523487,
-0.05078951269388199,
-0.01763429492712021,
0.0855269730091095,
-0.14562545716762543,
-0.17013944685459137,
0.04484737291932106,
0.03054751828312874,
-0.06979350745677948,
-0.018764059990644455,
-0.10693098604679108,
-0.04236910119652748,
0.1858302652835846,
0.14753898978233337,
-0.13364990055561066,
-0.09093231707811356,
-0.08275230973958969,
0.1432204693555832,
-0.08433616906404495,
0.07626009732484818,
-0.06775768101215363,
0.14736700057983398,
-0.06932009756565094,
-0.12273535132408142,
-0.012272041290998459,
-0.09654998034238815,
-0.024631766602396965,
0.04093216359615326,
0.12366501241922379,
-0.039441466331481934,
0.05990391969680786,
0.06886545568704605,
-0.03489973396062851,
0.0015322365798056126,
-0.05379209667444229,
-0.07158835232257843,
0.017561277374625206,
0.12343443930149078,
0.052546337246894836,
-0.12618111073970795,
-0.13520316779613495,
0.009986964985728264,
0.0044359019957482815,
0.20306697487831116,
0.19372716546058655,
-0.014500288292765617,
0.06408599019050598,
0.284231036901474,
-0.02351950667798519,
-0.27504870295524597,
-0.16656431555747986,
0.012497956864535809,
0.0001180277977255173,
-0.07626315951347351,
-0.19304125010967255,
0.11536036431789398,
0.02472780831158161,
-0.015837479382753372,
-0.07357421517372131,
-0.0782451182603836,
-0.07766257971525192,
0.18393796682357788,
0.04539525881409645,
0.12396306544542313,
-0.12368181347846985,
-0.036097876727581024,
-0.11889103800058365,
-0.19955840706825256,
0.12415062636137009,
-0.03910718858242035,
0.11875621229410172,
-0.0075536491349339485,
0.03986719623208046,
0.031100498512387276,
0.007155936677008867,
0.08495091646909714,
-0.014909710735082626,
-0.06238577514886856,
-0.07074045389890671,
0.006023013964295387,
0.08760707080364227,
0.009438947774469852,
0.16581445932388306,
-0.06797311455011368,
-0.03375167399644852,
-0.021899379789829254,
-0.08891666680574417,
-0.06857692450284958,
0.09332899004220963,
0.016541527584195137,
-0.08609721064567566,
-0.03164258971810341,
-0.003195411991328001,
-0.03623170033097267,
-0.018064148724079132,
0.07980143278837204,
-0.026620635762810707,
0.0034165026154369116,
0.1558738797903061,
0.18486449122428894,
-0.14991401135921478,
0.026731573045253754,
-0.02759399265050888,
-0.10719482600688934,
0.04466799274086952,
-0.03846021741628647,
0.0546872578561306,
0.030696194618940353,
0.0008179055294021964,
0.06386856734752655,
0.027005759999155998,
-0.06139020249247551,
-0.019837740808725357,
0.0790243074297905,
-0.05628328025341034,
-0.1593630462884903,
-0.05530213937163353,
-0.03433499485254288,
-0.09570824354887009,
0.0643991082906723,
0.12272432446479797,
-0.01921498402953148,
-0.09904015809297562,
0.01738458313047886,
0.005096804816275835,
-0.04033856838941574,
0.05922853201627731,
0.07801477611064911,
0.011476314626634121,
-0.10803495347499847,
0.09635178744792938,
0.12606491148471832,
-0.10613898932933807,
0.03274666890501976,
0.0950140655040741,
-0.057892415672540665,
-0.10571037232875824,
0.052204884588718414,
0.004379726946353912,
-0.07649343460798264,
-0.047541312873363495,
-0.019679924473166466,
-0.0821707621216774,
0.032348379492759705,
0.09255374222993851,
0.06164846196770668,
-0.03622199594974518,
-0.05003023520112038,
0.0029382260981947184,
-0.07241187989711761,
0.05206983536481857,
0.06059110537171364,
0.05569348856806755,
-0.061908259987831116,
0.033780235797166824,
-0.04972118139266968,
0.14273974299430847,
-0.047399166971445084,
-0.014599531888961792,
-0.09581340849399567,
-0.033869825303554535,
-0.2559187710285187,
0.0425194576382637,
-0.11278459429740906,
-0.002529941964894533,
-0.0015170102706179023,
-0.06252980977296829,
-0.022717036306858063,
0.022314976900815964,
-0.10052632540464401,
-0.010276291519403458,
0.0022904996294528246,
0.11199012398719788,
-0.07428546994924545,
-0.02064775489270687,
0.05826612561941147,
-0.029661864042282104,
0.09341105073690414,
0.023393573239445686,
-0.07464522123336792,
0.08262700587511063,
-0.0525386668741703,
-0.12070231139659882,
0.005102407652884722,
0.05722440034151077,
0.06104512885212898,
-0.03147521987557411,
0.03467976674437523,
0.0728183463215828,
0.051332227885723114,
0.005243449937552214,
0.12135723978281021,
-0.07061799615621567,
-0.0015721371164545417,
0.006905801594257355,
-0.08135868608951569,
-0.0046846698969602585,
0.03362208232283592,
0.15020082890987396,
0.05950834974646568,
0.06486377120018005,
-0.07041171193122864,
0.01017534825950861,
-0.04556707292795181,
0.017417125403881073,
-0.07728712260723114,
-0.14130041003227234,
0.025539662688970566,
-0.07441149652004242,
-0.009119139052927494,
0.05001632124185562,
0.09316425025463104,
0.010852854698896408,
0.11805117875337601,
-0.009981334209442139,
0.018740449100732803,
0.09572423994541168,
-0.03130843862891197,
0.20862194895744324,
0.026416854932904243,
-0.04094450920820236,
-0.06653441488742828,
0.016091106459498405,
0.03829219192266464,
0.05790932849049568,
0.0484444759786129,
0.09943868219852448,
0.012668401934206486,
0.06764020770788193,
0.07777644693851471,
0.039391592144966125,
-0.08241411298513412,
-0.14790871739387512,
0.09373496472835541,
0.08578045666217804,
-0.11118003726005554,
0.11576119065284729,
0.07547404617071152,
-0.08122319728136063,
0.06159178912639618,
0.0077455672435462475,
-0.03778120502829552,
-0.12205293774604797,
-0.14186181128025055,
-0.06634867191314697,
-0.07107114046812057,
-0.035158488899469376,
-0.09180746972560883,
0.017245355993509293,
0.01421197410672903,
0.07605565339326859,
-0.025867052376270294,
0.12733040750026703,
-0.16173824667930603,
-0.08042921125888824,
0.05832328647375107,
-0.015897400677204132,
0.03603336960077286,
0.034593500196933746,
0.012701398693025112,
-0.018419045954942703,
0.0820602998137474,
0.012508030980825424,
0.043551087379455566,
0.05593065544962883,
0.029106704518198967,
-0.05754142254590988,
-0.06443841010332108,
-0.06269354373216629,
0.010469085536897182,
0.06138206273317337,
0.18012067675590515,
0.01569576933979988,
-0.031114447861909866,
0.012495975010097027,
0.08900463581085205,
-0.023180577903985977,
-0.18462952971458435,
-0.10803156346082687,
0.23728805780410767,
0.012659787200391293,
0.011147361248731613,
0.036255087703466415,
-0.06878583133220673,
-0.0954027846455574,
0.27460500597953796,
0.16406147181987762,
0.08982140570878983,
0.016868822276592255,
0.012447976507246494,
0.015379210002720356,
-0.00700930692255497,
0.1450611650943756,
0.05645231530070305,
0.12002865970134735,
-0.04407193511724472,
-0.000168577695148997,
0.021806346252560616,
0.013653433881700039,
-0.26019740104675293,
0.056570056825876236,
0.007220238447189331,
-0.0727473720908165,
0.03544715419411659,
0.061603426933288574,
-0.0028040793258696795,
-0.1396278291940689,
-0.13349579274654388,
-0.03307059034705162,
-0.08517587929964066,
-0.00982506014406681,
-0.017341166734695435,
0.02318330481648445,
0.055505767464637756,
-0.027919312939047813,
0.0841078907251358,
0.15410296618938446,
0.01732868142426014,
-0.10010261088609695,
-0.01330623496323824,
0.1979268342256546,
-0.027513490989804268,
0.10874806344509125,
0.031541649252176285,
0.025396231561899185,
0.09285399317741394,
-0.009987716563045979,
-0.11900986731052399,
0.017599554732441902,
0.020432543009519577,
-0.04428930580615997,
0.08878106623888016,
0.08401812613010406,
-0.0636226162314415,
-0.024581274017691612,
-0.06565236300230026,
-0.02326042763888836,
0.009293381124734879,
0.09250925481319427,
0.04917928948998451,
-0.07333958148956299,
0.09617763012647629,
-0.18720737099647522,
0.0729394257068634,
0.15858770906925201,
-0.011886859312653542,
-0.06925902515649796,
-0.10056249797344208,
0.05530806630849838,
0.07022456079721451,
-0.10312509536743164,
-0.10582368820905685,
-0.11584953218698502,
-0.041487958282232285,
-0.11078716814517975,
0.08659110963344574,
-0.20997139811515808,
0.005293131805956364,
-0.002360517857596278,
0.0477411150932312,
-0.15854738652706146,
0.022551558911800385,
0.08835171163082123,
-0.0003102378686890006,
0.028155772015452385,
-0.13472653925418854,
-0.055387839674949646,
-0.00544698303565383,
-0.15405713021755219,
-0.03731510788202286
] |
null | null | transformers |
# bert-base-ja-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-ja-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-ja-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "ja", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-ja-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"ja",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ja"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-ja-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-ja-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-ja-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
62,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-ja-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.01652008667588234,
0.08459755033254623,
-0.003629762912169099,
0.0815391018986702,
0.08870333433151245,
-0.05249793455004692,
0.11061112582683563,
0.11947756260633469,
-0.029426679015159607,
-0.016897274181246758,
0.022636301815509796,
0.03684285283088684,
0.04616449400782585,
0.08289095014333725,
-0.03976650536060333,
-0.23607774078845978,
0.005021950230002403,
0.06764836609363556,
-0.0021681152284145355,
0.05933276191353798,
0.14297270774841309,
-0.06851579248905182,
0.07137449830770493,
0.037209950387477875,
-0.045825012028217316,
0.09019506722688675,
-0.02687947265803814,
-0.11193781346082687,
0.09232699126005173,
0.1031431332230568,
0.08319152891635895,
0.03888948634266853,
0.05475638806819916,
-0.05176510661840439,
0.018748778849840164,
0.03157953545451164,
0.012898709625005722,
0.025308307260274887,
0.044159404933452606,
-0.04496325924992561,
0.014111733995378017,
-0.09073451906442642,
-0.00925761740654707,
0.06699615716934204,
-0.02972976490855217,
-0.17567946016788483,
-0.06885593384504318,
0.0688980296254158,
0.07868138700723648,
0.01637660339474678,
0.00516833271831274,
0.16086208820343018,
-0.021294359117746353,
0.07382799685001373,
0.20166714489459991,
-0.26321932673454285,
-0.05287540704011917,
0.05886682868003845,
0.059022706001996994,
0.028415938839316368,
-0.040282562375068665,
0.03263401240110397,
0.07155747711658478,
0.060878243297338486,
-0.0068811639212071896,
-0.09181156009435654,
-0.07632813602685928,
-0.04442716762423515,
-0.10205017775297165,
-0.028991257771849632,
0.18714746832847595,
-0.0442400723695755,
-0.1298908293247223,
-0.04953406751155853,
-0.01955670304596424,
0.18899701535701752,
-0.05227986350655556,
0.002326236106455326,
0.00980242807418108,
-0.010559594258666039,
-0.03958481177687645,
-0.11893435567617416,
-0.12968182563781738,
-0.04651528224349022,
-0.09944019466638565,
0.13268707692623138,
0.07895423471927643,
0.02588101476430893,
-0.06212030351161957,
0.013546232134103775,
-0.11729888617992401,
-0.0892573818564415,
-0.021359022706747055,
-0.070701003074646,
0.04648188501596451,
-0.007896389812231064,
-0.059136632829904556,
-0.16680073738098145,
0.1274525672197342,
0.09938453882932663,
-0.012031148187816143,
-0.01387757807970047,
-0.12372877448797226,
-0.020749738439917564,
0.0650787279009819,
0.106254942715168,
-0.07878129929304123,
0.024843337014317513,
0.10216819494962692,
-0.07814797013998032,
0.0171782448887825,
0.030587926506996155,
-0.12468355149030685,
-0.06481821089982986,
0.037678271532058716,
0.11646149307489395,
0.011505020782351494,
0.06848282366991043,
0.017783550545573235,
-0.021861594170331955,
0.09979204833507538,
-0.12558861076831818,
0.028663160279393196,
-0.035483911633491516,
0.06907909363508224,
0.1416051834821701,
0.013422160409390926,
-0.02325628139078617,
-0.1459423005580902,
-0.06958150863647461,
-0.0229802243411541,
-0.036417681723833084,
-0.021279161795973778,
-0.13778646290302277,
0.06487362831830978,
-0.04997946694493294,
0.006081712432205677,
-0.1652156114578247,
-0.10211137682199478,
0.06956316530704498,
0.040595654398202896,
-0.03666211664676666,
-0.027441509068012238,
0.05707118287682533,
0.016226883977651596,
-0.021363770589232445,
-0.031677715480327606,
-0.0028082511853426695,
-0.03140676021575928,
0.0437922403216362,
0.008449755609035492,
0.06619392335414886,
-0.09251593053340912,
0.04006032273173332,
-0.06092945113778114,
-0.012986056506633759,
-0.216668963432312,
0.029853247106075287,
-0.09909503906965256,
0.00870374497026205,
-0.14393386244773865,
-0.08694949746131897,
0.10951894521713257,
0.0030909639317542315,
0.025310013443231583,
0.08929464966058731,
-0.0660775825381279,
-0.03153572231531143,
0.1812993735074997,
-0.0969817191362381,
-0.02226402796804905,
0.2098504602909088,
0.015529168769717216,
-0.005071504507213831,
0.12197230011224747,
0.05138920247554779,
0.08662617951631546,
-0.12360848486423492,
0.017746469005942345,
0.07114455848932266,
0.008149000816047192,
-0.015343878418207169,
0.10549212992191315,
-0.020572304725646973,
-0.10502201318740845,
0.01622120849788189,
-0.02662942372262478,
0.03571564331650734,
-0.013295240700244904,
-0.0062189362943172455,
-0.022885683923959732,
-0.06886281073093414,
0.0575033463537693,
0.01425336766988039,
0.031300969421863556,
-0.08644160628318787,
-0.062128983438014984,
0.10146169364452362,
0.061127692461013794,
-0.059021446853876114,
0.03473946824669838,
-0.09278382360935211,
0.04103749617934227,
-0.12677635252475739,
0.038133736699819565,
-0.11021933704614639,
-0.022956471890211105,
0.04905237630009651,
-0.03226467967033386,
0.05266560614109039,
0.04643717780709267,
0.04706087335944176,
0.03658779710531235,
-0.0821150541305542,
0.09131111949682236,
0.058190010488033295,
-0.0038007728289812803,
-0.005944262724369764,
-0.0517921969294548,
-0.04712923988699913,
-0.04940648004412651,
0.05342905595898628,
-0.019806470721960068,
0.022346947342157364,
0.0017249133670702577,
0.08109855651855469,
-0.033895500004291534,
0.05353105068206787,
0.07674304395914078,
0.029394086450338364,
-0.03781621903181076,
-0.025936033576726913,
0.04399621859192848,
0.00022037125017959625,
-0.01505478098988533,
0.13197754323482513,
0.04313541576266289,
0.03648706525564194,
0.12023721635341644,
0.046255290508270264,
0.012325979769229889,
0.024702848866581917,
-0.00930180773139,
-0.005274076946079731,
-0.06085514277219772,
-0.05848294124007225,
0.11955323815345764,
0.012055616825819016,
0.11081407219171524,
-0.12252945452928543,
-0.014834513887763023,
0.030790794640779495,
-0.08667634427547455,
-0.050141241401433945,
0.08259737491607666,
0.03107500448822975,
-0.17731118202209473,
0.08817893266677856,
0.08960471302270889,
-0.03403780981898308,
0.1201513484120369,
-0.03960750624537468,
-0.07170727849006653,
0.05785299092531204,
0.015323435887694359,
0.042890436947345734,
-0.012154358439147472,
-0.0834018811583519,
-0.03239359334111214,
0.09483407437801361,
-0.049819838255643845,
-0.021738730370998383,
-0.08383007347583771,
0.03487851470708847,
0.01505591906607151,
-0.055981434881687164,
-0.05394032597541809,
0.015156744047999382,
0.014690831303596497,
0.07080438733100891,
0.011739213950932026,
-0.004747879225760698,
0.0354897566139698,
0.02710614539682865,
-0.041461117565631866,
0.14055529236793518,
-0.11137231439352036,
-0.30408158898353577,
-0.20783916115760803,
-0.19213810563087463,
-0.14412851631641388,
0.04640213027596474,
0.09388986974954605,
-0.07176154851913452,
-0.09422419220209122,
-0.02141968160867691,
0.08852741122245789,
0.002122704405337572,
-0.012843125499784946,
0.013235232792794704,
0.0066115111112594604,
0.014101610518991947,
-0.15973451733589172,
-0.016805963590741158,
0.05460212752223015,
-0.13853253424167633,
0.06912456452846527,
-0.07667502015829086,
0.06785272061824799,
0.03533070906996727,
-0.053666673600673676,
-0.00033741447259671986,
-0.03865869343280792,
0.08891958743333817,
0.0035751715768128633,
0.05994301661849022,
0.22501514852046967,
-0.0031625772826373577,
0.03550011292099953,
0.09578363597393036,
0.05590106546878815,
-0.008487435057759285,
0.041107092052698135,
0.030910799279808998,
-0.04396704211831093,
-0.22843140363693237,
-0.025332361459732056,
-0.04703788459300995,
0.06398330628871918,
0.06677790731191635,
0.06181177869439125,
-0.024304024875164032,
0.08000048995018005,
-0.058004993945360184,
0.08590180426836014,
0.028684837743639946,
0.09502890706062317,
0.15439580380916595,
-0.012314745225012302,
0.08971414715051651,
-0.07926741987466812,
-0.09687478095293045,
0.13112929463386536,
0.05739624798297882,
0.05519577115774155,
-0.010295772925019264,
0.10662013292312622,
0.062057264149188995,
0.03956096991896629,
0.08504189550876617,
0.20209626853466034,
-0.04377749562263489,
0.016846749931573868,
-0.03851266950368881,
-0.06771432608366013,
0.005282917525619268,
-0.03012983128428459,
0.026091665029525757,
-0.03648330643773079,
-0.022248923778533936,
-0.1229880154132843,
0.003392912680283189,
0.23928946256637573,
0.07309501618146896,
-0.1539546251296997,
-0.07020338624715805,
0.03349796682596207,
-0.11317946761846542,
-0.11110007017850876,
0.025464065372943878,
0.04551725834608078,
-0.1214865893125534,
0.10947301983833313,
0.006391300354152918,
0.11505921930074692,
-0.02290818840265274,
0.01990855298936367,
-0.12943439185619354,
0.04919087886810303,
-0.0032149015460163355,
0.1356012374162674,
-0.21448837220668793,
0.11684174835681915,
0.03401084989309311,
0.029909133911132812,
-0.1158781349658966,
0.06141821667551994,
0.0374322347342968,
0.08332330733537674,
0.10512426495552063,
-0.019679846242070198,
0.17549610137939453,
-0.09056916832923889,
-0.08947593718767166,
0.05697687715291977,
-0.0027957370039075613,
0.0012517818249762058,
0.08684007823467255,
-0.020206067711114883,
-0.04280534014105797,
-0.03319076821208,
0.07393020391464233,
-0.14740057289600372,
-0.14515350759029388,
0.043029092252254486,
0.022844834253191948,
-0.03874780982732773,
-0.050820425152778625,
-0.10409361124038696,
-0.04553927481174469,
0.1694077104330063,
0.12092230468988419,
-0.14358831942081451,
-0.09439818561077118,
-0.07960613071918488,
0.12164141982793808,
-0.0780877023935318,
0.06979795545339584,
-0.05510646477341652,
0.1514136642217636,
-0.06701774895191193,
-0.10376181453466415,
-0.011449930258095264,
-0.10080362856388092,
-0.05720185115933418,
0.034178804606199265,
0.12970048189163208,
-0.03178389370441437,
0.03735694661736488,
0.06436988711357117,
-0.025722859427332878,
0.0012413490330800414,
-0.06497912853956223,
-0.059166472405195236,
0.039975397288799286,
0.1518314629793167,
0.06768351793289185,
-0.09424973279237747,
-0.19278904795646667,
-0.014002654701471329,
-0.014241933822631836,
0.17375175654888153,
0.20935854315757751,
-0.0036480140406638384,
0.06463773548603058,
0.2601436972618103,
-0.021661588922142982,
-0.26155030727386475,
-0.17224085330963135,
-0.011474670842289925,
0.008007423020899296,
-0.058011699467897415,
-0.14973707497119904,
0.10382936149835587,
0.027313396334648132,
-0.03361847996711731,
-0.08616841584444046,
-0.1038423478603363,
-0.08612990379333496,
0.18788811564445496,
0.07178347557783127,
0.12549079954624176,
-0.13093914091587067,
-0.04183277487754822,
-0.10351802408695221,
-0.20259971916675568,
0.12095654755830765,
-0.10483494400978088,
0.09770268201828003,
-0.0038033421151340008,
0.040581729263067245,
0.02738138660788536,
-0.006204400677233934,
0.09008115530014038,
-0.03964264690876007,
-0.03861429542303085,
-0.06625565886497498,
0.021407052874565125,
0.06734272092580795,
0.004396102856844664,
0.17886531352996826,
-0.0706542432308197,
-0.009268505498766899,
0.006544827483594418,
-0.08038172125816345,
-0.06681863218545914,
0.09548341482877731,
0.010216742753982544,
-0.08676256984472275,
-0.03609926626086235,
0.00015035964315757155,
-0.05076701566576958,
-0.02908141352236271,
0.1082853451371193,
-0.026294520124793053,
0.04844975471496582,
0.15635323524475098,
0.1695212423801422,
-0.12159215658903122,
0.06778457015752792,
-0.04196178540587425,
-0.11251388490200043,
0.05201133340597153,
-0.05350722000002861,
0.06021387130022049,
0.030291292816400528,
0.011322801001369953,
0.091110460460186,
0.02404705435037613,
-0.08370444178581238,
-0.012857512570917606,
0.07404851913452148,
-0.09557712078094482,
-0.16904793679714203,
-0.05844876170158386,
-0.012582888826727867,
-0.06919091939926147,
0.1013869196176529,
0.13086433708667755,
-0.040962930768728256,
-0.10131402313709259,
0.013616680167615414,
0.03639662638306618,
-0.03759010136127472,
0.07551178336143494,
0.06621439754962921,
0.022783389315009117,
-0.11402374505996704,
0.09291994571685791,
0.1277468055486679,
-0.08751172572374344,
0.028717774897813797,
0.08453427255153656,
-0.06610449403524399,
-0.09917324781417847,
0.055297642946243286,
0.04472591355443001,
-0.05479874461889267,
-0.07122013717889786,
-0.03339558467268944,
-0.0965588316321373,
0.029655346646904945,
0.13689792156219482,
0.06610919535160065,
-0.019825192168354988,
-0.02398160845041275,
-0.0067780157551169395,
-0.07252087444067001,
0.08458209782838821,
0.06288713961839676,
0.04704153165221214,
-0.07609137892723083,
0.037146881222724915,
-0.035432200878858566,
0.12773750722408295,
-0.05087766796350479,
-0.01846192218363285,
-0.09914039820432663,
-0.028259940445423126,
-0.23459964990615845,
0.04601224139332771,
-0.11068964004516602,
0.006482239812612534,
-0.005051365587860346,
-0.07449017465114594,
-0.012806816026568413,
0.03442796319723129,
-0.08212904632091522,
-0.00540956249460578,
-0.011372238397598267,
0.12425030767917633,
-0.11018286645412445,
-0.030008012428879738,
0.059455376118421555,
-0.03278450295329094,
0.09823129326105118,
0.021143268793821335,
-0.07020645588636398,
0.09080777317285538,
-0.0730111226439476,
-0.09114586561918259,
0.020416339859366417,
0.04186331480741501,
0.0536373034119606,
-0.0764799490571022,
0.023558547720313072,
0.07412408292293549,
0.01910416968166828,
0.006124880164861679,
0.10027465224266052,
-0.07229914516210556,
-0.019948655739426613,
0.009056583046913147,
-0.06760889291763306,
-0.011687016114592552,
0.0357571542263031,
0.1332443803548813,
0.06101148948073387,
0.07076802849769592,
-0.08632104843854904,
0.007976037450134754,
-0.04646620526909828,
0.014669181779026985,
-0.07662948966026306,
-0.14629867672920227,
-0.019595853984355927,
-0.04478840529918671,
-0.011974077671766281,
0.03056570515036583,
0.0886155515909195,
0.009588252753019333,
0.09744317084550858,
-0.008523350581526756,
0.03327418863773346,
0.09431888163089752,
-0.02165382169187069,
0.19975565373897552,
0.006547293160110712,
-0.03531370311975479,
-0.08335910737514496,
0.013101317919790745,
0.03016282059252262,
0.035750728100538254,
0.021579904481768608,
0.09846073389053345,
0.024678628891706467,
0.05191408842802048,
0.07017403095960617,
0.03558199852705002,
-0.0626840740442276,
-0.1401021033525467,
0.09168549627065659,
0.07193412631750107,
-0.08920178562402725,
0.11258987337350845,
0.12329985946416855,
-0.08113354444503784,
0.04596056044101715,
0.009036622010171413,
-0.028998292982578278,
-0.12642239034175873,
-0.14552894234657288,
-0.06782077252864838,
-0.06821924448013306,
-0.036138009279966354,
-0.10353005677461624,
0.030189761891961098,
0.021524891257286072,
0.07998676598072052,
-0.03129671514034271,
0.13464276492595673,
-0.11948531121015549,
-0.08782830089330673,
0.056374724954366684,
-0.01492493599653244,
0.03994229808449745,
0.04078974574804306,
0.021077267825603485,
-0.0016615515341982245,
0.08312078565359116,
0.025655243545770645,
0.046342361718416214,
0.06198190897703171,
0.045486584305763245,
-0.07055577635765076,
-0.07379236817359924,
-0.044687118381261826,
0.013562086038291454,
0.05844712257385254,
0.16439786553382874,
0.03335465490818024,
-0.03238252177834511,
0.03232080116868019,
0.1404661387205124,
-0.030488954856991768,
-0.18095533549785614,
-0.11588934808969498,
0.25335216522216797,
0.016298428177833557,
0.014031397178769112,
0.04756059870123863,
-0.0805554986000061,
-0.07132939994335175,
0.23460175096988678,
0.12688933312892914,
0.09911363571882248,
0.019122209399938583,
-0.00795123353600502,
0.011863159947097301,
-0.004445770755410194,
0.1165623813867569,
0.05295143648982048,
0.14152610301971436,
-0.04403093829751015,
0.02675115503370762,
0.011976340785622597,
0.01556926779448986,
-0.23547405004501343,
0.047600679099559784,
-0.0068973335437476635,
-0.07174770534038544,
0.030653996393084526,
0.08327958732843399,
-0.0037710885517299175,
-0.13385136425495148,
-0.1386064887046814,
-0.013539701700210571,
-0.10156571120023727,
-0.00466214120388031,
0.012762217782437801,
0.011148404330015182,
0.04467311501502991,
-0.021567698568105698,
0.10155154019594193,
0.1367785781621933,
0.02921072021126747,
-0.06378199905157089,
-0.013513538055121899,
0.17790189385414124,
-0.0007161671528592706,
0.11306433379650116,
0.04036137834191322,
0.026983635500073433,
0.09869735687971115,
-0.031629495322704315,
-0.1297837346792221,
0.04871189221739769,
0.016461363062262535,
-0.03444020077586174,
0.08508474379777908,
0.09114433825016022,
-0.044157110154628754,
-0.022025566548109055,
-0.042916737496852875,
-0.04997967556118965,
0.0007936793845146894,
0.0639035552740097,
0.03133169189095497,
-0.08644884079694748,
0.10871274024248123,
-0.17567019164562225,
0.06890138983726501,
0.13735419511795044,
-0.025503534823656082,
-0.041354577988386154,
-0.09844654053449631,
0.07515657693147659,
0.0572202205657959,
-0.08794424682855606,
-0.062409937381744385,
-0.10921506583690643,
-0.0269982498139143,
-0.1293729543685913,
0.08090530335903168,
-0.22204256057739258,
0.0193959791213274,
-0.006872962228953838,
0.04275735095143318,
-0.16888287663459778,
0.02824813313782215,
0.11164567619562149,
-0.006961933337152004,
0.016072800382971764,
-0.14371070265769958,
-0.044409751892089844,
0.00985646340996027,
-0.12219949811697006,
-0.044660523533821106
] |
null | null | transformers |
# bert-base-lt-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-lt-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-lt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "lt", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-lt-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"lt",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"lt"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #lt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-lt-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-lt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #lt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-lt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #lt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-lt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.010279332287609577,
0.06092274934053421,
-0.0032779346220195293,
0.09203013777732849,
0.09681233018636703,
-0.035529471933841705,
0.10988851636648178,
0.13464713096618652,
-0.02837342768907547,
-0.043618734925985336,
0.01432743575423956,
0.021549779921770096,
0.036924347281455994,
0.05081672966480255,
-0.021106896921992302,
-0.2716403901576996,
-0.015265359543263912,
0.10598333925008774,
-0.04600479453802109,
0.043721478432416916,
0.1515132486820221,
-0.06358294188976288,
0.07629866153001785,
0.03872481361031532,
-0.06836392730474472,
0.10236115753650665,
-0.033134542405605316,
-0.09614047408103943,
0.08972509950399399,
0.12595368921756744,
0.08474339544773102,
0.03381875529885292,
0.06798369437456131,
-0.0400141105055809,
0.01413153950124979,
0.02813773974776268,
0.01506675872951746,
0.022134551778435707,
0.021090181544423103,
-0.029090890660881996,
0.027704043313860893,
-0.09863658994436264,
-0.021728727966547012,
0.06388889253139496,
-0.007453589700162411,
-0.14561976492404938,
-0.05114419758319855,
0.0725494772195816,
0.061976928263902664,
-0.0008525877492502332,
0.02605717070400715,
0.18673083186149597,
-0.042882900685071945,
0.06817378103733063,
0.21522420644760132,
-0.2548205554485321,
-0.0574641227722168,
0.060636457055807114,
0.057690735906362534,
0.01617475599050522,
-0.030425796285271645,
0.040950432419776917,
0.05997462570667267,
0.06445223838090897,
-0.012924185022711754,
-0.0999411791563034,
-0.081081822514534,
-0.03999802842736244,
-0.08349720388650894,
-0.019072391092777252,
0.19823969900608063,
-0.036391306668519974,
-0.11262443661689758,
-0.029096927493810654,
-0.00936413649469614,
0.1892903596162796,
-0.06556835770606995,
0.0004649824113585055,
0.024308310821652412,
-0.00823891069740057,
-0.047780826687812805,
-0.15188553929328918,
-0.1256866157054901,
-0.0327090360224247,
-0.10812265425920486,
0.13438333570957184,
0.07174340635538101,
0.018403995782136917,
-0.056513164192438126,
0.004343690816313028,
-0.12287704646587372,
-0.07100159674882889,
-0.007129107601940632,
-0.07355516403913498,
0.04351077601313591,
-0.004838839638978243,
-0.08422936499118805,
-0.13840821385383606,
0.09984694421291351,
0.09306272864341736,
0.02964628115296364,
-0.016277436167001724,
-0.1075386255979538,
-0.018412910401821136,
0.05140569433569908,
0.09727263450622559,
-0.0700082927942276,
0.011127724312245846,
0.09546680003404617,
-0.08702412247657776,
-0.006159041542559862,
0.03236883133649826,
-0.16153709590435028,
-0.08972688019275665,
-0.0021656048484146595,
0.1060701459646225,
0.024038314819335938,
0.07224109768867493,
0.03353341668844223,
-0.043651558458805084,
0.10938311368227005,
-0.11931635439395905,
0.03659839555621147,
-0.0418628491461277,
0.06059183180332184,
0.18036796152591705,
0.02726374939084053,
-0.02919253706932068,
-0.14630082249641418,
-0.07744337618350983,
-0.024617018178105354,
-0.03964921087026596,
-0.022685490548610687,
-0.13438598811626434,
0.06093206629157066,
-0.0777440145611763,
0.0070184459909796715,
-0.1643345206975937,
-0.0960296243429184,
0.07931575179100037,
0.06097494065761566,
-0.02586735226213932,
-0.051981933414936066,
0.05415670573711395,
0.02493172138929367,
-0.020643187686800957,
-0.03027373179793358,
0.01017279364168644,
-0.01659141294658184,
0.024087432771921158,
0.0011991832870990038,
0.07435997575521469,
-0.12184866517782211,
0.046098675578832626,
-0.0349932424724102,
-0.02088630571961403,
-0.2149076759815216,
0.04487486183643341,
-0.09947247058153152,
0.006222057621926069,
-0.1340351104736328,
-0.09583039581775665,
0.08191695809364319,
0.021315457299351692,
0.01253223605453968,
0.0743023157119751,
-0.08234836161136627,
-0.05068226531147957,
0.15648916363716125,
-0.0620359443128109,
-0.0004767312784679234,
0.19084055721759796,
0.014995073899626732,
-0.007944534532725811,
0.12169484049081802,
0.04133441671729088,
0.1403939425945282,
-0.11832491308450699,
0.02138597145676613,
0.112431101500988,
0.01576985977590084,
-0.0658160001039505,
0.0822826623916626,
-0.003656913060694933,
-0.09353872388601303,
0.01854841224849224,
-0.056218210607767105,
0.042312778532505035,
-0.019065169617533684,
-0.007459054235368967,
-0.035216785967350006,
-0.07617523521184921,
0.07506167143583298,
0.020359264686703682,
0.056597430258989334,
-0.0792030543088913,
-0.07748839259147644,
0.14575444161891937,
0.06584951281547546,
-0.06540489941835403,
0.055767808109521866,
-0.09647437930107117,
0.023326773196458817,
-0.10012996941804886,
0.03785223513841629,
-0.11855912208557129,
-0.031120913103222847,
0.05427437648177147,
-0.011346802115440369,
0.07111762464046478,
0.10237957537174225,
0.050794702023267746,
0.006784205790609121,
-0.09971960633993149,
0.12717822194099426,
0.07406605780124664,
-0.018855230882763863,
-0.018540075048804283,
-0.045202214270830154,
-0.06525134295225143,
-0.040066007524728775,
0.02161238342523575,
-0.0023021420929580927,
0.01679387129843235,
8.963621667135158e-7,
0.08876407146453857,
-0.043880902230739594,
0.0737103745341301,
0.055066440254449844,
0.035341087728738785,
-0.04855576902627945,
-0.01699691265821457,
0.05567344278097153,
0.0023333707358688116,
-0.018868040293455124,
0.12397383153438568,
0.06627071648836136,
-0.019315950572490692,
0.13239920139312744,
0.0294390507042408,
0.02353179082274437,
-0.00271047605201602,
-0.008493572473526001,
-0.00220678118057549,
-0.032298412173986435,
-0.08441130071878433,
0.13831378519535065,
0.004412216134369373,
0.11736560612916946,
-0.11207491904497147,
-0.02332514524459839,
0.015366883017122746,
-0.06290161609649658,
-0.05387689918279648,
0.05240822583436966,
0.0653018057346344,
-0.12114837765693665,
0.07578819245100021,
0.07927355170249939,
-0.04102606326341629,
0.09612955152988434,
-0.034488268196582794,
-0.061637915670871735,
0.07148326188325882,
-0.009486585855484009,
0.04461634159088135,
-0.035962723195552826,
-0.09648025780916214,
-0.04520413652062416,
0.09882111102342606,
-0.053310658782720566,
-0.009299351833760738,
-0.07415906339883804,
0.038703326135873795,
0.03753431886434555,
-0.05479222536087036,
-0.042526789009571075,
0.00981491431593895,
0.01721186563372612,
0.056445538997650146,
0.017656322568655014,
-0.00465018767863512,
0.03381290286779404,
0.03418412804603577,
-0.027305807918310165,
0.12187056243419647,
-0.11765062063932419,
-0.3106975257396698,
-0.21810738742351532,
-0.20321017503738403,
-0.1476919800043106,
0.05826101824641228,
0.09048593789339066,
-0.09171890467405319,
-0.0936158075928688,
-0.009487152099609375,
0.0792727991938591,
-0.0199397224932909,
-0.0012293606996536255,
0.03164096176624298,
0.02276095561683178,
0.008955801837146282,
-0.1701834499835968,
-0.013710767030715942,
0.05661404877901077,
-0.11815603077411652,
0.06365519762039185,
-0.09944283962249756,
0.0538923479616642,
0.04242003709077835,
-0.06598803400993347,
0.003425974166020751,
-0.038894038647413254,
0.07817649096250534,
0.02148362062871456,
0.06915606558322906,
0.19782796502113342,
0.006512362044304609,
0.04280761256814003,
0.0819869339466095,
0.06179865449666977,
-0.004694088827818632,
0.03554566949605942,
0.04842758551239967,
-0.05156399682164192,
-0.2176261991262436,
-0.029112696647644043,
-0.062070198357105255,
0.031591568142175674,
0.08250150084495544,
0.05822235718369484,
-0.026929469779133797,
0.0912565365433693,
-0.050553277134895325,
0.1313774734735489,
-0.020866986364126205,
0.08098233491182327,
0.18921321630477905,
-0.012124394066631794,
0.09221165627241135,
-0.07504505664110184,
-0.09857536107301712,
0.13319554924964905,
0.06259407848119736,
0.08870785683393478,
-0.00739439157769084,
0.12801510095596313,
0.04824703931808472,
0.01164880208671093,
0.08837084472179413,
0.21365031599998474,
-0.04410243779420853,
0.019253313541412354,
-0.03949938341975212,
-0.0615939162671566,
0.013408045284450054,
-0.03127089515328407,
0.06808614730834961,
-0.07196852564811707,
-0.018351983278989792,
-0.10050524771213531,
-0.015076542273163795,
0.27337777614593506,
0.04337868466973305,
-0.13485829532146454,
-0.05396295338869095,
0.026608917862176895,
-0.11257551610469818,
-0.088918536901474,
0.015756472945213318,
0.03342295065522194,
-0.10740213096141815,
0.10651148855686188,
0.021145131438970566,
0.1206720620393753,
-0.02559356950223446,
0.02772759087383747,
-0.11438700556755066,
0.06316700577735901,
0.01836306042969227,
0.1260094791650772,
-0.17324814200401306,
0.12971343100070953,
0.030808625742793083,
0.015104146674275398,
-0.1313486099243164,
0.06281405687332153,
0.03792465478181839,
0.07846526801586151,
0.08977548778057098,
-0.004767342936247587,
0.16806267201900482,
-0.07482542842626572,
-0.09122733771800995,
0.055157117545604706,
0.017068110406398773,
0.009648934006690979,
0.08464240282773972,
-0.030840320512652397,
-0.05310983955860138,
-0.010105544701218605,
0.07220803946256638,
-0.14042162895202637,
-0.1661875993013382,
0.04817860946059227,
0.03341372683644295,
-0.08272381126880646,
-0.024927593767642975,
-0.11085457354784012,
-0.05489387363195419,
0.19773657619953156,
0.1508389115333557,
-0.13234087824821472,
-0.08806182444095612,
-0.08222354203462601,
0.14557088911533356,
-0.08216750621795654,
0.07513349503278732,
-0.055720455944538116,
0.15424084663391113,
-0.06392393261194229,
-0.12155663222074509,
-0.01921340823173523,
-0.09716357290744781,
-0.017098981887102127,
0.04275917634367943,
0.12482093274593353,
-0.03881554305553436,
0.06256196647882462,
0.06447561085224152,
-0.04157545417547226,
0.006855134852230549,
-0.05885694548487663,
-0.07577167451381683,
0.020546521991491318,
0.10436105728149414,
0.06002666801214218,
-0.1308048665523529,
-0.1379234492778778,
0.003912252839654684,
-0.0010384079068899155,
0.19993601739406586,
0.19853201508522034,
-0.018224455416202545,
0.06891271471977234,
0.2599160075187683,
-0.02714855596423149,
-0.26858440041542053,
-0.14722391963005066,
0.003985697869211435,
0.006544552277773619,
-0.07287375628948212,
-0.18717622756958008,
0.11161904036998749,
0.0151356291025877,
-0.012341007590293884,
-0.06363529711961746,
-0.08703947812318802,
-0.08253983408212662,
0.18603545427322388,
0.044977061450481415,
0.12346106022596359,
-0.12131452560424805,
-0.040526390075683594,
-0.1163269653916359,
-0.19270795583724976,
0.12903520464897156,
-0.04673612490296364,
0.11786628514528275,
-0.009440097957849503,
0.04697706177830696,
0.034603655338287354,
0.011377077549695969,
0.08908595144748688,
-0.010456521064043045,
-0.05776135250926018,
-0.07163519412279129,
0.01662980392575264,
0.0897931382060051,
0.009606494568288326,
0.16586600244045258,
-0.0742429867386818,
-0.033113472163677216,
-0.01766563579440117,
-0.08700299263000488,
-0.06699062883853912,
0.0946398675441742,
0.017555303871631622,
-0.08868508785963058,
-0.03676465526223183,
-0.006115345284342766,
-0.03658038005232811,
-0.020057883113622665,
0.06250452250242233,
-0.02863369509577751,
0.006791999097913504,
0.14166098833084106,
0.19582977890968323,
-0.14515410363674164,
0.03108280524611473,
-0.022232932969927788,
-0.10109583288431168,
0.0436803363263607,
-0.056444283574819565,
0.055985040962696075,
0.03388277813792229,
0.007386104203760624,
0.06428958475589752,
0.0278827715665102,
-0.05504215508699417,
-0.022364417091012,
0.09081069380044937,
-0.05305591970682144,
-0.16410183906555176,
-0.058198947459459305,
-0.045486126095056534,
-0.09319714456796646,
0.06515961140394211,
0.12552393972873688,
-0.030230095610022545,
-0.09634722024202347,
0.020649541169404984,
0.0022234348580241203,
-0.043666526675224304,
0.06340436637401581,
0.08500925451517105,
0.010023429989814758,
-0.10800579935312271,
0.091465525329113,
0.11869793385267258,
-0.09185971319675446,
0.02938958816230297,
0.09685972332954407,
-0.058821432292461395,
-0.1033380851149559,
0.06154860556125641,
-0.00971585139632225,
-0.08919301629066467,
-0.04352978244423866,
-0.022717226296663284,
-0.08834023028612137,
0.03733567148447037,
0.08764856308698654,
0.05966871976852417,
-0.03780677542090416,
-0.051291681826114655,
0.006450455170124769,
-0.07418222725391388,
0.05019112303853035,
0.06593029201030731,
0.0600103996694088,
-0.07330618798732758,
0.050258759409189224,
-0.05352053791284561,
0.14714106917381287,
-0.047162555158138275,
-0.0087061058729887,
-0.08699866384267807,
-0.02948872186243534,
-0.2680039703845978,
0.034902043640613556,
-0.10693447291851044,
0.0005846957792527974,
0.002208684105426073,
-0.06949139386415482,
-0.026238251477479935,
0.026944976300001144,
-0.10225594788789749,
-0.008870625868439674,
-0.0029160482808947563,
0.11137913167476654,
-0.07540662586688995,
-0.01944643259048462,
0.06329368054866791,
-0.03156128525733948,
0.09132863581180573,
0.020527053624391556,
-0.0820593386888504,
0.08994580060243607,
-0.05784135311841965,
-0.12169528007507324,
0.016004592180252075,
0.0666523277759552,
0.06487850099802017,
-0.03433675318956375,
0.033826883882284164,
0.074783556163311,
0.05577363446354866,
0.006044996902346611,
0.10520584881305695,
-0.0682096853852272,
-0.0014549228362739086,
0.00259596505202353,
-0.07433763891458511,
-0.00251056463457644,
0.03154044970870018,
0.15649189054965973,
0.062294818460941315,
0.058310166001319885,
-0.06519826501607895,
0.006398898083716631,
-0.04630313441157341,
0.015350917354226112,
-0.08073453605175018,
-0.13750265538692474,
0.03135055676102638,
-0.06838362663984299,
-0.0065567693673074245,
0.04951302334666252,
0.09265840798616409,
0.004967107437551022,
0.10724465548992157,
-0.010570802725851536,
0.02712523564696312,
0.0891641229391098,
-0.029700448736548424,
0.20822808146476746,
0.030909599736332893,
-0.0340735949575901,
-0.06966779381036758,
0.010865475051105022,
0.04321688413619995,
0.04296343773603439,
0.061488762497901917,
0.08290106803178787,
0.01563386432826519,
0.06459714472293854,
0.08989124745130539,
0.03259127959609032,
-0.08926068991422653,
-0.13609372079372406,
0.08772634714841843,
0.08875437825918198,
-0.10567975789308548,
0.11829309910535812,
0.08199064433574677,
-0.08550340682268143,
0.06357533484697342,
0.009073644876480103,
-0.040555477142333984,
-0.12507577240467072,
-0.14151455461978912,
-0.06652230024337769,
-0.0817415788769722,
-0.03605595603585243,
-0.10055819898843765,
0.021086357533931732,
0.0017482367111369967,
0.07933875918388367,
-0.019441703334450722,
0.12370088696479797,
-0.16474135220050812,
-0.07961307466030121,
0.05450913682579994,
-0.018467072397470474,
0.03521108999848366,
0.030121950432658195,
0.013658261857926846,
-0.015397179871797562,
0.0845584124326706,
0.008741000667214394,
0.04509471356868744,
0.061616674065589905,
0.034923531115055084,
-0.05937616154551506,
-0.05830783396959305,
-0.06640936434268951,
0.006255608517676592,
0.05832548439502716,
0.17053212225437164,
0.019937051460146904,
-0.033794693648815155,
0.013644461520016193,
0.09639162570238113,
-0.03159604221582413,
-0.20327043533325195,
-0.10693082213401794,
0.22305165231227875,
0.013899173587560654,
0.012089953757822514,
0.038112372159957886,
-0.06692764908075333,
-0.09448246657848358,
0.27703186869621277,
0.16743990778923035,
0.0895906388759613,
0.019299816340208054,
0.006837051827460527,
0.015016362071037292,
-0.009814824908971786,
0.1388826221227646,
0.06337368488311768,
0.12442195415496826,
-0.04575067386031151,
-0.0023065684363245964,
0.0220156479626894,
0.019531749188899994,
-0.2518463134765625,
0.0494595542550087,
0.0067647104151546955,
-0.07609839737415314,
0.03685110807418823,
0.06156757101416588,
0.0014326907694339752,
-0.12114488333463669,
-0.13150426745414734,
-0.029108447954058647,
-0.08698933571577072,
-0.010253271088004112,
-0.01731007732450962,
0.015377562493085861,
0.0534675307571888,
-0.03503117337822914,
0.08071518689393997,
0.15990042686462402,
0.014439190737903118,
-0.10799248516559601,
-0.020329605787992477,
0.20230458676815033,
-0.015118961222469807,
0.09403455257415771,
0.03384275734424591,
0.02725694328546524,
0.08812137693166733,
-0.009547889232635498,
-0.12135501205921173,
0.010041886009275913,
0.018719710409641266,
-0.05478048324584961,
0.09108217805624008,
0.08093895018100739,
-0.0675899088382721,
-0.02238265424966812,
-0.06280972063541412,
-0.017812620848417282,
0.005479700863361359,
0.11076834797859192,
0.05561504140496254,
-0.07818425446748734,
0.08803171664476395,
-0.18923228979110718,
0.0722280889749527,
0.1581350862979889,
-0.012745168060064316,
-0.06852604448795319,
-0.09874514490365982,
0.055171653628349304,
0.06606051325798035,
-0.09327899664640427,
-0.09815745800733566,
-0.11936967819929123,
-0.03957146406173706,
-0.093132883310318,
0.08879847079515457,
-0.20978060364723206,
-0.003167934250086546,
-0.005491605028510094,
0.04501187056303024,
-0.15615731477737427,
0.03237837553024292,
0.1030365377664566,
0.0026298242155462503,
0.02408163994550705,
-0.14629292488098145,
-0.0558563694357872,
-0.0010856615845113993,
-0.15130940079689026,
-0.04040944576263428
] |
null | null | transformers |
# bert-base-nl-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-nl-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-nl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "nl", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-nl-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"nl",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"nl"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #nl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-nl-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-nl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #nl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-nl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #nl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-nl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.0005310556152835488,
0.0824601799249649,
-0.0033800492528826,
0.09865670651197433,
0.08425666391849518,
-0.04191214218735695,
0.10718870908021927,
0.12826217710971832,
-0.01548860128968954,
-0.04446958750486374,
0.02233942039310932,
0.026904644444584846,
0.03200508654117584,
0.0522257499396801,
-0.018082184717059135,
-0.27864715456962585,
-0.011202095076441765,
0.10667875409126282,
-0.041937001049518585,
0.041535891592502594,
0.14755870401859283,
-0.06405889242887497,
0.07530935853719711,
0.04140212759375572,
-0.05623342841863632,
0.10594747960567474,
-0.04195912182331085,
-0.09824036061763763,
0.08729732036590576,
0.12380465120077133,
0.0895654633641243,
0.03145528957247734,
0.06845960021018982,
-0.05108044669032097,
0.01302023883908987,
0.019085654988884926,
0.013458175584673882,
0.02111738547682762,
0.025414366275072098,
-0.027076564729213715,
0.059323687106370926,
-0.09879733622074127,
-0.018903328105807304,
0.05878240242600441,
-0.00995383970439434,
-0.15638791024684906,
-0.04640854895114899,
0.0738908052444458,
0.055347148329019547,
0.0018609365215525031,
0.025966433808207512,
0.17393821477890015,
-0.041923634707927704,
0.07470567524433136,
0.20351217687129974,
-0.2587543725967407,
-0.05533270537853241,
0.05783526226878166,
0.05625639483332634,
-0.00473586143925786,
-0.03581942617893219,
0.03903564438223839,
0.05765175819396973,
0.06117475777864456,
-0.022812936455011368,
-0.10161881148815155,
-0.08362763375043869,
-0.04310492426156998,
-0.08414621651172638,
-0.026074912399053574,
0.18064473569393158,
-0.02716519683599472,
-0.10746297240257263,
-0.031892724335193634,
-0.008052089251577854,
0.18271693587303162,
-0.06644199788570404,
0.00038520159432664514,
0.020548926666378975,
-0.010621284134685993,
-0.05941678583621979,
-0.15154553949832916,
-0.11958522349596024,
-0.01941204071044922,
-0.10591791570186615,
0.14456817507743835,
0.07105895131826401,
0.021570691838860512,
-0.0499032698571682,
-0.0018299623625352979,
-0.10808169841766357,
-0.07488181442022324,
-0.0031077642925083637,
-0.07072363793849945,
0.04814380034804344,
-0.0006396082462742925,
-0.07380560040473938,
-0.1313459724187851,
0.10462089627981186,
0.10380273312330246,
0.018702885136008263,
-0.011397386901080608,
-0.10880235582590103,
-0.020802713930606842,
0.05450799688696861,
0.10157793015241623,
-0.07019393146038055,
-0.0018357789376750588,
0.0994117259979248,
-0.09208556264638901,
0.006433381699025631,
0.0317491851747036,
-0.1618550717830658,
-0.08284848183393478,
-0.00009832130308495834,
0.1065138503909111,
0.016911081969738007,
0.07465120404958725,
0.034079212695360184,
-0.042672909796237946,
0.10888009518384933,
-0.11615613847970963,
0.04182424023747444,
-0.041072964668273926,
0.06003541126847267,
0.17492841184139252,
0.026796119287610054,
-0.027316056191921234,
-0.14400044083595276,
-0.07674534618854523,
-0.020933764055371284,
-0.03932279720902443,
-0.020214149728417397,
-0.13026854395866394,
0.07125911116600037,
-0.06122618541121483,
0.012851055711507797,
-0.16642233729362488,
-0.09511342644691467,
0.08489571511745453,
0.06287583708763123,
-0.027345797047019005,
-0.04807037487626076,
0.050875838845968246,
0.02728790044784546,
-0.02296849712729454,
-0.03270471468567848,
0.0005645230412483215,
-0.02127915620803833,
0.02500247023999691,
0.008557240478694439,
0.07544159889221191,
-0.12240814417600632,
0.04028773307800293,
-0.04163391888141632,
-0.017596479505300522,
-0.20489558577537537,
0.03750787302851677,
-0.10018634796142578,
-0.00013296936231199652,
-0.13493917882442474,
-0.09842442721128464,
0.0771997794508934,
0.01864011399447918,
0.019871171563863754,
0.06628167629241943,
-0.06334148347377777,
-0.048652295023202896,
0.1476142555475235,
-0.06238921359181404,
0.0026457493659108877,
0.19580520689487457,
0.011266278102993965,
-0.014411373995244503,
0.12008131295442581,
0.04857956990599632,
0.12425918877124786,
-0.12045285105705261,
0.01670149154961109,
0.10941005498170853,
0.02049122378230095,
-0.05918655917048454,
0.0799846202135086,
0.004812073893845081,
-0.10082883387804031,
0.022006144747138023,
-0.01973264291882515,
0.04839347302913666,
-0.016877306625247,
-0.011089960113167763,
-0.02898304909467697,
-0.0769878551363945,
0.08341098576784134,
0.02996065840125084,
0.050581417977809906,
-0.07789233326911926,
-0.08118364214897156,
0.14125439524650574,
0.0677773579955101,
-0.06963768601417542,
0.0540676973760128,
-0.09827639162540436,
0.023434508591890335,
-0.10798798501491547,
0.03470286354422569,
-0.11277996748685837,
-0.03670107573270798,
0.055010296404361725,
-0.01845225878059864,
0.06908804923295975,
0.09443477541208267,
0.05291829630732536,
0.012860020622611046,
-0.10364605486392975,
0.1259155124425888,
0.06713449209928513,
-0.013054911978542805,
-0.01759217493236065,
-0.03687688708305359,
-0.07016293704509735,
-0.03966594114899635,
0.018742186948657036,
-0.014170176349580288,
0.00583523977547884,
-0.005276777781546116,
0.10054493695497513,
-0.04580015316605568,
0.06886232644319534,
0.05901109799742699,
0.04282936826348305,
-0.04667562618851662,
-0.013491436839103699,
0.058571673929691315,
-0.004891540389508009,
-0.022191355004906654,
0.1136687621474266,
0.06543239951133728,
-0.006104620639234781,
0.12565350532531738,
0.022316399961709976,
0.02966294437646866,
0.004999533295631409,
-0.014216123148798943,
-0.004921274725347757,
-0.027969377115368843,
-0.07806660234928131,
0.14223377406597137,
0.005188882350921631,
0.11659310758113861,
-0.11187195777893066,
-0.023081302642822266,
0.012979158200323582,
-0.06561088562011719,
-0.05872210115194321,
0.06490664929151535,
0.058950211852788925,
-0.13242129981517792,
0.07694558799266815,
0.08324238657951355,
-0.050337664783000946,
0.10267487913370132,
-0.03393438458442688,
-0.05722678452730179,
0.06407095491886139,
-0.009298714809119701,
0.04175101965665817,
-0.032967034727334976,
-0.10060559958219528,
-0.03255681321024895,
0.0965253934264183,
-0.05533226951956749,
-0.005625477991998196,
-0.06932980567216873,
0.03742017596960068,
0.03524717316031456,
-0.05594682693481445,
-0.03659334033727646,
0.012969295494258404,
0.018384860828518867,
0.05477158725261688,
0.013257352635264397,
-0.015047715045511723,
0.03613075241446495,
0.03457145765423775,
-0.02003948949277401,
0.12307396531105042,
-0.11309854686260223,
-0.316808819770813,
-0.21796074509620667,
-0.20549225807189941,
-0.16247591376304626,
0.053889837116003036,
0.0884765088558197,
-0.08443222939968109,
-0.0956268161535263,
-0.014394840225577354,
0.08342672139406204,
-0.021757207810878754,
-0.005494028329849243,
0.031042009592056274,
0.020368685945868492,
0.010690184310078621,
-0.1711859554052353,
-0.018116170540452003,
0.053435035049915314,
-0.1157330796122551,
0.05564079061150551,
-0.09730212390422821,
0.06261058151721954,
0.03801461681723595,
-0.06707268208265305,
0.002704024314880371,
-0.03197618946433067,
0.08717542141675949,
0.022338751703500748,
0.06696116179227829,
0.20307546854019165,
0.005443966016173363,
0.03979841247200966,
0.08317522704601288,
0.064516082406044,
-0.0070829838514328,
0.0355774350464344,
0.053168073296546936,
-0.05508723482489586,
-0.20926178991794586,
-0.03831180930137634,
-0.05976514145731926,
0.04042474552989006,
0.0847499892115593,
0.05949941650032997,
-0.02968941442668438,
0.08164247870445251,
-0.050197578966617584,
0.12826764583587646,
-0.010883200913667679,
0.08128417283296585,
0.2009834200143814,
-0.010983288288116455,
0.09020516276359558,
-0.07746279984712601,
-0.11343351751565933,
0.12802754342556,
0.06767530739307404,
0.06902904808521271,
-0.006874632555991411,
0.12249208986759186,
0.043716274201869965,
0.00794554315507412,
0.08818041533231735,
0.21184828877449036,
-0.043337587267160416,
0.018761316314339638,
-0.03840505704283714,
-0.06252548098564148,
0.008503143675625324,
-0.03312287479639053,
0.07487087696790695,
-0.07280222326517105,
-0.016606446355581284,
-0.11356588453054428,
-0.017248056828975677,
0.2529287338256836,
0.053749822080135345,
-0.1382753551006317,
-0.055161960422992706,
0.024269113317131996,
-0.11718014627695084,
-0.08614657819271088,
0.023682504892349243,
0.028265301138162613,
-0.10830112546682358,
0.10919102281332016,
0.019776761531829834,
0.11900507658720016,
-0.040693070739507675,
0.02838621661067009,
-0.12137283384799957,
0.05890019237995148,
0.021690228953957558,
0.1308065503835678,
-0.16576933860778809,
0.13481898605823517,
0.030858386307954788,
0.01852838136255741,
-0.1246827095746994,
0.05942429602146149,
0.031078891828656197,
0.06673084199428558,
0.09076707810163498,
-0.008841056376695633,
0.14944764971733093,
-0.09957210719585419,
-0.09023769199848175,
0.05359075963497162,
0.011974410153925419,
0.023981092497706413,
0.08419863879680634,
-0.022265944629907608,
-0.05414285138249397,
-0.013407393358647823,
0.07119332253932953,
-0.1496427208185196,
-0.17299984395503998,
0.04555469751358032,
0.042139049619436264,
-0.07836893200874329,
-0.019880803301930428,
-0.10627081990242004,
-0.04517880827188492,
0.2016197144985199,
0.16104868054389954,
-0.13066674768924713,
-0.08987080305814743,
-0.07786715030670166,
0.15088032186031342,
-0.0827794224023819,
0.07042636722326279,
-0.05870042368769646,
0.1445314735174179,
-0.07024462521076202,
-0.12109645456075668,
-0.021883074194192886,
-0.09372981637716293,
-0.02158053033053875,
0.04508542641997337,
0.12525567412376404,
-0.034690599888563156,
0.05831810459494591,
0.0692092701792717,
-0.0406402163207531,
0.009981691837310791,
-0.06200104579329491,
-0.08010292053222656,
0.024357203394174576,
0.10470834374427795,
0.05221479386091232,
-0.12973037362098694,
-0.10917908698320389,
0.009149743244051933,
0.0055260974913835526,
0.19749604165554047,
0.2033277153968811,
-0.013962490484118462,
0.06983859091997147,
0.2705841064453125,
-0.02895103022456169,
-0.27236300706863403,
-0.1675255298614502,
0.0026728364173322916,
0.003470640629529953,
-0.07454241812229156,
-0.18307973444461823,
0.12523669004440308,
0.023551415652036667,
-0.014034577645361423,
-0.07243746519088745,
-0.08714555948972702,
-0.08110198378562927,
0.1884821057319641,
0.044377055019140244,
0.13385887444019318,
-0.11157708615064621,
-0.034588150680065155,
-0.12421348690986633,
-0.19772085547447205,
0.13375338912010193,
-0.038478247821331024,
0.11769437044858932,
-0.009258818812668324,
0.052363183349370956,
0.03653813898563385,
0.010650492273271084,
0.08960931748151779,
-0.010267968289554119,
-0.053354837000370026,
-0.06922811269760132,
0.018444180488586426,
0.0795057862997055,
0.007792104501277208,
0.16721278429031372,
-0.07606136053800583,
-0.03633437678217888,
-0.030141979455947876,
-0.0922662764787674,
-0.06362282484769821,
0.10480662435293198,
0.015894271433353424,
-0.0866645872592926,
-0.03568951413035393,
-0.0023243254981935024,
-0.028218206018209457,
-0.01551230251789093,
0.08648056536912918,
-0.021302619948983192,
0.0020527781452983618,
0.15563352406024933,
0.18932224810123444,
-0.13724961876869202,
0.03952638432383537,
-0.022349588572978973,
-0.10270395874977112,
0.041572220623493195,
-0.04233303293585777,
0.057875193655490875,
0.0396677665412426,
0.00262083625420928,
0.0604090616106987,
0.023084402084350586,
-0.056392423808574677,
-0.027012843638658524,
0.08573306351900101,
-0.05520246550440788,
-0.15870949625968933,
-0.05898858979344368,
-0.04754925146698952,
-0.08458114415407181,
0.0658557340502739,
0.12923240661621094,
-0.030194636434316635,
-0.09350045025348663,
0.02038128301501274,
0.00633741170167923,
-0.043596915900707245,
0.060544516891241074,
0.08125443011522293,
0.012425540015101433,
-0.10571086406707764,
0.09335543215274811,
0.12481754273176193,
-0.09982366114854813,
0.031072093173861504,
0.09573780745267868,
-0.052734315395355225,
-0.10399647802114487,
0.05074232816696167,
0.0032390865962952375,
-0.08615808188915253,
-0.049768391996622086,
-0.0225619375705719,
-0.08099827170372009,
0.03266807273030281,
0.09252758324146271,
0.061277326196432114,
-0.03387772664427757,
-0.048465922474861145,
0.003157539526000619,
-0.07768695801496506,
0.05900818482041359,
0.07117564231157303,
0.05709115415811539,
-0.06528468430042267,
0.03147554025053978,
-0.055532097816467285,
0.1432514786720276,
-0.04874140024185181,
-0.00967271439731121,
-0.10036732256412506,
-0.030314218252897263,
-0.26447221636772156,
0.036646898835897446,
-0.11564169824123383,
0.005781089421361685,
0.000537620042450726,
-0.06900631636381149,
-0.026173647493124008,
0.026654860004782677,
-0.10253732651472092,
-0.009061046876013279,
0.0005946820019744337,
0.11184287816286087,
-0.078144870698452,
-0.027671072632074356,
0.06217355281114578,
-0.029652636498212814,
0.08838187158107758,
0.014031887985765934,
-0.07543632388114929,
0.09065621346235275,
-0.06478741019964218,
-0.11213037371635437,
0.013290941715240479,
0.0652189776301384,
0.06117236614227295,
-0.03621312230825424,
0.032687243074178696,
0.07738883793354034,
0.05777517333626747,
0.006760818418115377,
0.10752885788679123,
-0.07337513566017151,
-0.01458833459764719,
-0.0018066548509523273,
-0.08814167231321335,
-0.0020727887749671936,
0.03325303643941879,
0.14761510491371155,
0.0606699176132679,
0.06360285729169846,
-0.07204347848892212,
0.008229336701333523,
-0.039471305906772614,
0.017362724989652634,
-0.07503002136945724,
-0.13892726600170135,
0.030322853475809097,
-0.06762181222438812,
-0.007618095260113478,
0.048698585480451584,
0.10106340795755386,
0.008193215355277061,
0.1062738224864006,
-0.015040128491818905,
0.010667688213288784,
0.08940727263689041,
-0.03139285743236542,
0.2087855041027069,
0.02683827094733715,
-0.033663731068372726,
-0.06589706987142563,
0.009675612673163414,
0.04283052310347557,
0.06817241758108139,
0.0564025454223156,
0.09604690968990326,
0.016977427527308464,
0.07033943384885788,
0.08275382220745087,
0.040173567831516266,
-0.08917112648487091,
-0.13842739164829254,
0.09635806828737259,
0.09170883148908615,
-0.11243106424808502,
0.11455083638429642,
0.07290765643119812,
-0.08175154775381088,
0.0638049840927124,
0.018633419647812843,
-0.04206639528274536,
-0.12810546159744263,
-0.15375715494155884,
-0.06949081271886826,
-0.0761776715517044,
-0.030029982328414917,
-0.09980347752571106,
0.017381003126502037,
-0.008060813881456852,
0.08147319406270981,
-0.027212239801883698,
0.11758148670196533,
-0.16633924841880798,
-0.07099401205778122,
0.05006291717290878,
-0.01633625477552414,
0.033640313893556595,
0.040487583726644516,
0.015707287937402725,
-0.027394063770771027,
0.0818406194448471,
0.006454800255596638,
0.04671885445713997,
0.05885094031691551,
0.03276606649160385,
-0.05612289160490036,
-0.05964244157075882,
-0.06701667606830597,
0.0062271528877317905,
0.07165718078613281,
0.17885734140872955,
0.02212698943912983,
-0.037702612578868866,
0.008760600350797176,
0.08978445082902908,
-0.0267629437148571,
-0.19359706342220306,
-0.10335689038038254,
0.24451294541358948,
0.009702653624117374,
0.01511981151998043,
0.03145476430654526,
-0.06528204679489136,
-0.09654378145933151,
0.2744915783405304,
0.1618526577949524,
0.09665150940418243,
0.020108090713620186,
0.003812299808487296,
0.016391465440392494,
-0.007455235347151756,
0.1361549347639084,
0.05945128947496414,
0.13415004312992096,
-0.040097612887620926,
-0.020442131906747818,
0.02081238105893135,
0.014969885349273682,
-0.2578522861003876,
0.05496416240930557,
0.00495600700378418,
-0.08061690628528595,
0.029553521424531937,
0.06032991036772728,
-0.020848695188760757,
-0.1229126900434494,
-0.12588229775428772,
-0.03200835734605789,
-0.08712812513113022,
-0.006147855892777443,
-0.017824148759245872,
0.017596956342458725,
0.0532660149037838,
-0.033325377851724625,
0.07699540257453918,
0.1514797806739807,
0.017728473991155624,
-0.11028604209423065,
-0.00858329702168703,
0.19111990928649902,
0.0027493340894579887,
0.10756039619445801,
0.03602604195475578,
0.032845549285411835,
0.09428954124450684,
-0.013612226583063602,
-0.11806856840848923,
0.017773650586605072,
0.02306859940290451,
-0.05417671054601669,
0.0881437361240387,
0.08608638495206833,
-0.0666627362370491,
-0.011174374260008335,
-0.062033675611019135,
-0.021792776882648468,
0.002127923769876361,
0.10035569965839386,
0.05453157424926758,
-0.07273457944393158,
0.08826755732297897,
-0.18539096415042877,
0.07210704684257507,
0.1630556732416153,
-0.014380544424057007,
-0.07147430628538132,
-0.09745529294013977,
0.061058539897203445,
0.057699646800756454,
-0.10170808434486389,
-0.09808949381113052,
-0.11648999154567719,
-0.042686544358730316,
-0.10788571089506149,
0.0855778157711029,
-0.2017458826303482,
-0.0005575834074988961,
-0.004480639006942511,
0.04427231848239899,
-0.15489411354064941,
0.03448579087853432,
0.097995825111866,
-0.005985218100249767,
0.026610126718878746,
-0.14989830553531647,
-0.05051732808351517,
-0.009961673058569431,
-0.15131151676177979,
-0.04046819359064102
] |
null | null | transformers |
# bert-base-no-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-no-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-no-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": false, "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-no-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"no",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"no"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #no #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-no-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-no-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #no #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-no-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #no #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-no-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.007545264903455973,
0.08035548031330109,
-0.0033942486625164747,
0.09458164125680923,
0.09627305716276169,
-0.038964204490184784,
0.1085193082690239,
0.12841637432575226,
-0.022078488022089005,
-0.036780133843421936,
0.02289961650967598,
0.01987426169216633,
0.04134329780936241,
0.05672703683376312,
-0.02171262353658676,
-0.2780168950557709,
-0.012752339243888855,
0.10651560872793198,
-0.02884357050061226,
0.042633309960365295,
0.14747479557991028,
-0.06667523831129074,
0.07421813160181046,
0.03859727084636688,
-0.0635019838809967,
0.09969042986631393,
-0.037617430090904236,
-0.09959293901920319,
0.08683080971240997,
0.12320060282945633,
0.08889062702655792,
0.036872975528240204,
0.059069421142339706,
-0.029319606721401215,
0.014716350473463535,
0.02559487707912922,
0.01200317032635212,
0.024453599005937576,
0.03216474503278732,
-0.022938856855034828,
0.02539774589240551,
-0.09406722337007523,
-0.017446724697947502,
0.06659728288650513,
-0.015208367258310318,
-0.1583053320646286,
-0.05142892152070999,
0.06965141743421555,
0.05530913919210434,
0.00702368188649416,
0.022094842046499252,
0.1740993857383728,
-0.03294898942112923,
0.06642934679985046,
0.2032792568206787,
-0.25417280197143555,
-0.057739611715078354,
0.04740133509039879,
0.06070142984390259,
0.01304734405130148,
-0.039203450083732605,
0.030776742845773697,
0.051933713257312775,
0.0641556829214096,
-0.019685838371515274,
-0.09925533831119537,
-0.07537290453910828,
-0.055903926491737366,
-0.07748989760875702,
-0.02288290672004223,
0.18452824652194977,
-0.027391226962208748,
-0.11696037650108337,
-0.028415249660611153,
-0.017011413350701332,
0.18376491963863373,
-0.06426895409822464,
0.0021136244758963585,
0.021484246477484703,
-0.007798359729349613,
-0.061336636543273926,
-0.1509026736021042,
-0.12366165220737457,
-0.027246244251728058,
-0.10835306346416473,
0.13453172147274017,
0.07126577198505402,
0.02581307478249073,
-0.05399554967880249,
-0.0035034737084060907,
-0.118116095662117,
-0.07930432260036469,
0.0013800575397908688,
-0.07494506239891052,
0.04698983579874039,
-0.0007269531488418579,
-0.07589010149240494,
-0.14213261008262634,
0.10283858329057693,
0.1000930592417717,
0.009804118424654007,
-0.00697642145678401,
-0.11031588166952133,
-0.021635768935084343,
0.05445906147360802,
0.10136087238788605,
-0.07295907288789749,
0.005451920907944441,
0.09810598194599152,
-0.08868123590946198,
0.0014900407986715436,
0.029989155009388924,
-0.15656842291355133,
-0.08782707154750824,
0.006360745057463646,
0.10194607824087143,
0.02013355866074562,
0.07226384431123734,
0.035037748515605927,
-0.044952090829610825,
0.11921106278896332,
-0.11495068669319153,
0.03698720410466194,
-0.034345563501119614,
0.0659240186214447,
0.1814693808555603,
0.021765239536762238,
-0.026687106117606163,
-0.14892584085464478,
-0.07654419541358948,
-0.022560711950063705,
-0.03731530159711838,
-0.021535489708185196,
-0.12847861647605896,
0.06390596181154251,
-0.0766700878739357,
0.006121722515672445,
-0.16755756735801697,
-0.08395230025053024,
0.08502423763275146,
0.06123865395784378,
-0.03187976032495499,
-0.04752406105399132,
0.0638771578669548,
0.03145588934421539,
-0.021375145763158798,
-0.03270455449819565,
0.00870697945356369,
-0.017611876130104065,
0.029332727193832397,
0.005386138800531626,
0.07036904990673065,
-0.1230066567659378,
0.0459272675216198,
-0.042383823543787,
-0.02063574269413948,
-0.2258136123418808,
0.037163589149713516,
-0.09163506329059601,
0.0002584017638582736,
-0.1384415477514267,
-0.0933174416422844,
0.0799480676651001,
0.013629941269755363,
0.019399328157305717,
0.07341618090867996,
-0.0673915296792984,
-0.047205422073602676,
0.1531917303800583,
-0.06322801858186722,
-0.0014919483801349998,
0.19930578768253326,
0.016636252403259277,
-0.015468521974980831,
0.11741029471158981,
0.042063456028699875,
0.10892533510923386,
-0.12035822868347168,
0.020459558814764023,
0.10354980826377869,
0.01807550899684429,
-0.05223313346505165,
0.09048368036746979,
-0.01560891978442669,
-0.09537065774202347,
0.01936090923845768,
-0.021694611757993698,
0.03720790520310402,
-0.015896275639533997,
-0.00525134801864624,
-0.028560342267155647,
-0.07473879307508469,
0.07979902625083923,
0.02908819541335106,
0.056480880826711655,
-0.07767875492572784,
-0.08350341767072678,
0.12212436646223068,
0.055377259850502014,
-0.0666552484035492,
0.05491964519023895,
-0.08981971442699432,
0.030206378549337387,
-0.11621060967445374,
0.03296126797795296,
-0.11681503802537918,
-0.02239442616701126,
0.06012730300426483,
-0.0041821543127298355,
0.06629396229982376,
0.08802969008684158,
0.05426228791475296,
0.016679255291819572,
-0.10550253093242645,
0.12099771201610565,
0.07434190809726715,
-0.013229184783995152,
-0.01997295767068863,
-0.03341316804289818,
-0.0693104937672615,
-0.04041397571563721,
0.023938201367855072,
-0.002588394796475768,
0.008472500368952751,
-0.0032920832745730877,
0.09219718724489212,
-0.046293895691633224,
0.06216011568903923,
0.058249834924936295,
0.03241627663373947,
-0.04202660173177719,
-0.015449339523911476,
0.06286876648664474,
0.003914195112884045,
-0.01789732091128826,
0.11245524138212204,
0.06283721327781677,
-0.0016775248805060983,
0.13015086948871613,
0.016204947605729103,
0.01932775229215622,
0.008067131042480469,
-0.010878686793148518,
-0.0029651708900928497,
-0.0282072015106678,
-0.07972889393568039,
0.1505786031484604,
0.0077183544635772705,
0.1208353042602539,
-0.11158711463212967,
-0.01185657735913992,
0.02152305841445923,
-0.06450393050909042,
-0.053082603961229324,
0.055534183979034424,
0.05690629780292511,
-0.13465306162834167,
0.07993195950984955,
0.09000309556722641,
-0.046325571835041046,
0.10272881388664246,
-0.03554115071892738,
-0.059842221438884735,
0.0661807581782341,
-0.011978589929640293,
0.04354628548026085,
-0.032927755266427994,
-0.10662078112363815,
-0.03497028723359108,
0.09909689426422119,
-0.05390213057398796,
-0.012959705665707588,
-0.06569726765155792,
0.04250802844762802,
0.03309927508234978,
-0.04965008795261383,
-0.039313044399023056,
0.010329150594770908,
0.017666563391685486,
0.052340708673000336,
0.02344888634979725,
-0.0035059850197285414,
0.04301629960536957,
0.034583598375320435,
-0.027124281972646713,
0.12085490673780441,
-0.1114371195435524,
-0.29878899455070496,
-0.21098913252353668,
-0.20548781752586365,
-0.1541670709848404,
0.058992717415094376,
0.09396065026521683,
-0.08316385000944138,
-0.08847159892320633,
-0.010496185161173344,
0.07954397797584534,
-0.029722828418016434,
-0.0047297696582973,
0.026206837967038155,
0.015887033194303513,
0.014811879023909569,
-0.16247209906578064,
-0.017015447840094566,
0.05413283407688141,
-0.12530642747879028,
0.06295837461948395,
-0.09969299286603928,
0.05456051602959633,
0.03329729661345482,
-0.0641210600733757,
0.0025893794372677803,
-0.03770972788333893,
0.08382336795330048,
0.02188679203391075,
0.07119053602218628,
0.20607560873031616,
0.0065581402741372585,
0.045653086155653,
0.08730398863554001,
0.06302175670862198,
0.0014163826126605272,
0.03300657868385315,
0.04737667739391327,
-0.05308198928833008,
-0.21015603840351105,
-0.025177018716931343,
-0.058167651295661926,
0.036592863500118256,
0.08381141722202301,
0.05551200732588768,
-0.024380087852478027,
0.09487801045179367,
-0.05231752246618271,
0.12205588072538376,
-0.01251221727579832,
0.08488157391548157,
0.18063412606716156,
-0.007923374883830547,
0.09570132195949554,
-0.07395820319652557,
-0.10026688873767853,
0.12808197736740112,
0.06525994837284088,
0.0672636479139328,
-0.004864100832492113,
0.13470223546028137,
0.04367603361606598,
0.01231097150593996,
0.0920080691576004,
0.213418647646904,
-0.037561483681201935,
0.019007328897714615,
-0.046621162444353104,
-0.06378212571144104,
0.0034602934028953314,
-0.03695801645517349,
0.0791858360171318,
-0.06833813339471817,
-0.025504030287265778,
-0.12144096940755844,
-0.021401531994342804,
0.2715406119823456,
0.047490403056144714,
-0.1374589502811432,
-0.05875644460320473,
0.021580666303634644,
-0.11686979979276657,
-0.09518517553806305,
0.01748228818178177,
0.020877398550510406,
-0.1172850951552391,
0.1041986420750618,
0.014901282265782356,
0.12014226615428925,
-0.028810234740376472,
0.030138354748487473,
-0.12467973679304123,
0.05780446529388428,
0.018428977578878403,
0.12575700879096985,
-0.17479707300662994,
0.1306694597005844,
0.031737975776195526,
0.023022620007395744,
-0.12872916460037231,
0.06347514688968658,
0.03695039823651314,
0.0688413679599762,
0.09104891121387482,
-0.013315791264176369,
0.16179512441158295,
-0.08716515451669693,
-0.0880855992436409,
0.05331685394048691,
0.012309457175433636,
0.005421639420092106,
0.078708715736866,
-0.023701757192611694,
-0.05149402096867561,
-0.015797840431332588,
0.08589256554841995,
-0.15203708410263062,
-0.1682443618774414,
0.05062225088477135,
0.02956313081085682,
-0.07540179789066315,
-0.01972838118672371,
-0.10786382108926773,
-0.047736331820487976,
0.1902904510498047,
0.14404842257499695,
-0.1353619396686554,
-0.09234406054019928,
-0.08513271063566208,
0.14613214135169983,
-0.08467555046081543,
0.07442109286785126,
-0.07105117291212082,
0.14708445966243744,
-0.06684920191764832,
-0.11782729625701904,
-0.014300073496997356,
-0.09696201235055923,
-0.02940664440393448,
0.03816184774041176,
0.1251673847436905,
-0.043522290885448456,
0.05833695828914642,
0.0624239481985569,
-0.031792640686035156,
0.0034923788625746965,
-0.056161366403102875,
-0.07155873626470566,
0.016930582001805305,
0.12780851125717163,
0.052078016102313995,
-0.123638816177845,
-0.13205848634243011,
0.008469023741781712,
0.0015953644178807735,
0.2000691145658493,
0.1986234337091446,
-0.014828278683125973,
0.06638526916503906,
0.2863016724586487,
-0.021112961694598198,
-0.2695479094982147,
-0.16467806696891785,
0.010352189652621746,
0.001156908692792058,
-0.07826589792966843,
-0.1879236102104187,
0.1141459047794342,
0.024063341319561005,
-0.016033239662647247,
-0.07626838237047195,
-0.07143373787403107,
-0.08034614473581314,
0.18300339579582214,
0.048616647720336914,
0.1337386816740036,
-0.12682953476905823,
-0.04030808433890343,
-0.12066575884819031,
-0.19818323850631714,
0.12473073601722717,
-0.03795098513364792,
0.12065612524747849,
-0.007769631687551737,
0.039384499192237854,
0.03113877773284912,
0.004196270368993282,
0.08846992999315262,
-0.016161127015948296,
-0.06278340518474579,
-0.068085215985775,
0.008171004243195057,
0.08995454758405685,
0.007721642963588238,
0.16130685806274414,
-0.06888784468173981,
-0.03553341329097748,
-0.020764369517564774,
-0.08784464746713638,
-0.07129726558923721,
0.09402742981910706,
0.01665910705924034,
-0.08582914620637894,
-0.03171911835670471,
-0.00505278492346406,
-0.03176030516624451,
-0.01940121129155159,
0.07928645610809326,
-0.029005637392401695,
0.010602717287838459,
0.1618356853723526,
0.18601681292057037,
-0.14446677267551422,
0.02104838937520981,
-0.028042159974575043,
-0.11014397442340851,
0.04503607377409935,
-0.040723465383052826,
0.058336541056632996,
0.03221601992845535,
0.0013906899839639664,
0.06448079645633698,
0.028215426951646805,
-0.06123906373977661,
-0.019199710339307785,
0.07603748887777328,
-0.055501438677310944,
-0.15592490136623383,
-0.05348523333668709,
-0.0313124917447567,
-0.09496501833200455,
0.06637564301490784,
0.12672990560531616,
-0.02217588946223259,
-0.09754537045955658,
0.017058642581105232,
0.004395162686705589,
-0.043079715222120285,
0.05814512073993683,
0.07829514145851135,
0.014754043892025948,
-0.10771571099758148,
0.09897922724485397,
0.12797477841377258,
-0.1032530814409256,
0.034117937088012695,
0.09529415518045425,
-0.05506579205393791,
-0.10495124757289886,
0.05424704775214195,
0.005232438910752535,
-0.07910888642072678,
-0.04612276703119278,
-0.02086731046438217,
-0.08453360199928284,
0.03395477682352066,
0.09353125095367432,
0.057125434279441833,
-0.03952297195792198,
-0.0504889078438282,
0.005775612313300371,
-0.07615283131599426,
0.05265261232852936,
0.06266205757856369,
0.05571979656815529,
-0.06100374832749367,
0.03382830321788788,
-0.049477241933345795,
0.14029604196548462,
-0.0477176234126091,
-0.010756433010101318,
-0.09412907809019089,
-0.0325276218354702,
-0.26407158374786377,
0.038933780044317245,
-0.10893459618091583,
-0.0023742637131363153,
-0.003243708284571767,
-0.06807426363229752,
-0.0211191363632679,
0.02216186933219433,
-0.09852341562509537,
-0.010013283230364323,
0.0015305000124499202,
0.10886155068874359,
-0.07387875020503998,
-0.021229926496744156,
0.058555327355861664,
-0.030543873086571693,
0.09518838673830032,
0.023908475413918495,
-0.07900314033031464,
0.07598722726106644,
-0.0596039742231369,
-0.11749623715877533,
0.002160534029826522,
0.05501818656921387,
0.060029033571481705,
-0.034111957997083664,
0.033454544842243195,
0.07157018780708313,
0.054129764437675476,
0.0068595800548791885,
0.12419403344392776,
-0.07108830660581589,
-0.010280368849635124,
0.00784632470458746,
-0.08317898958921432,
-0.007265943568199873,
0.03157873451709747,
0.15030309557914734,
0.06107625737786293,
0.05951984226703644,
-0.06998476386070251,
0.014725035056471825,
-0.04279327392578125,
0.017180094495415688,
-0.07705798745155334,
-0.1367846578359604,
0.02867775969207287,
-0.06829827278852463,
-0.0030097162816673517,
0.04990410432219505,
0.09005577117204666,
0.0033026929013431072,
0.12132927775382996,
-0.010313857346773148,
0.01780029945075512,
0.09540187567472458,
-0.028453322127461433,
0.211493119597435,
0.024978019297122955,
-0.03881014883518219,
-0.06665822863578796,
0.01284816861152649,
0.037587203085422516,
0.059450943022966385,
0.05133666843175888,
0.09755445271730423,
0.014595448970794678,
0.06973475962877274,
0.07577311247587204,
0.03955865651369095,
-0.08539681136608124,
-0.1424451768398285,
0.10048075765371323,
0.08671276271343231,
-0.10986363887786865,
0.11211588978767395,
0.07729295641183853,
-0.07974858582019806,
0.06031326949596405,
0.011257524602115154,
-0.03912130743265152,
-0.12122436612844467,
-0.1423611342906952,
-0.06612598150968552,
-0.07063275575637817,
-0.03170626983046532,
-0.09272630512714386,
0.018397599458694458,
0.010278824716806412,
0.07611079514026642,
-0.026820361614227295,
0.13014978170394897,
-0.1584630161523819,
-0.07752887904644012,
0.0577489472925663,
-0.011565516702830791,
0.03652264550328255,
0.04233819246292114,
0.008565072901546955,
-0.016447467729449272,
0.08501064777374268,
0.012286694720387459,
0.044903337955474854,
0.0579056553542614,
0.03308603912591934,
-0.054048649966716766,
-0.06763042509555817,
-0.06348459422588348,
0.01083359494805336,
0.06750797480344772,
0.18905223906040192,
0.013369185850024223,
-0.029587099328637123,
0.012326440773904324,
0.08878569304943085,
-0.02915559895336628,
-0.1811540275812149,
-0.10592684149742126,
0.24344126880168915,
0.009365382604300976,
0.011458909139037132,
0.03487938269972801,
-0.07113385200500488,
-0.09302306175231934,
0.2727929353713989,
0.16026504337787628,
0.08751222491264343,
0.015151876956224442,
0.012805485166609287,
0.01346494723111391,
-0.005904817953705788,
0.14105485379695892,
0.05549108237028122,
0.11948227882385254,
-0.04775938019156456,
0.0017603765008971095,
0.02704903855919838,
0.01583651639521122,
-0.2634219825267792,
0.05705655366182327,
0.0009050154476426542,
-0.07320700585842133,
0.03520607203245163,
0.059801872819662094,
-0.003961491398513317,
-0.1381903737783432,
-0.1279291957616806,
-0.031530387699604034,
-0.08869342505931854,
-0.006768680177628994,
-0.017624448984861374,
0.021928485482931137,
0.05443136394023895,
-0.026667578145861626,
0.08548993617296219,
0.1532687544822693,
0.017149023711681366,
-0.09375670552253723,
-0.010960880666971207,
0.1946999877691269,
-0.0182753037661314,
0.10906907916069031,
0.03410530835390091,
0.03168560191988945,
0.095723956823349,
-0.008435427211225033,
-0.11638443171977997,
0.022590190172195435,
0.0210062675178051,
-0.04835421219468117,
0.08931319415569305,
0.09099112451076508,
-0.06470976024866104,
-0.022088753059506416,
-0.06284908950328827,
-0.03044833056628704,
0.005524112842977047,
0.09991995990276337,
0.0510721355676651,
-0.07230324298143387,
0.0982702448964119,
-0.1881996989250183,
0.07257530093193054,
0.15689454972743988,
-0.014741499908268452,
-0.07264398038387299,
-0.09892991930246353,
0.058846231549978256,
0.068485789000988,
-0.10455848276615143,
-0.10261449217796326,
-0.12260235100984573,
-0.03756886348128319,
-0.10661088675260544,
0.08850253373384476,
-0.20990726351737976,
0.0023716853465884924,
-0.002944949781522155,
0.04709560424089432,
-0.16074392199516296,
0.02244635298848152,
0.08297109603881836,
-0.0056591699831187725,
0.02616954781115055,
-0.141728013753891,
-0.056964240968227386,
-0.004547473508864641,
-0.15640656650066376,
-0.03683149069547653
] |
null | null | transformers |
# bert-base-pl-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-pl-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-pl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "pl", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-pl-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"pl",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"pl"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #pl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-pl-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-pl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #pl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-pl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #pl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-pl-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.011162524111568928,
0.06247089058160782,
-0.0032882557716220617,
0.0924699455499649,
0.09377952665090561,
-0.03918325528502464,
0.1098257452249527,
0.12700670957565308,
-0.01884668879210949,
-0.04055354744195938,
0.0249326191842556,
0.02469670958817005,
0.04223726689815521,
0.06181268393993378,
-0.019258232787251472,
-0.2845091223716736,
-0.009820318780839443,
0.10832904279232025,
-0.03204509988427162,
0.04698139801621437,
0.15298667550086975,
-0.07010184228420258,
0.07458999752998352,
0.042438168078660965,
-0.058359306305646896,
0.10020892322063446,
-0.03900178149342537,
-0.10026394575834274,
0.08787756413221359,
0.12597760558128357,
0.08659554272890091,
0.03762829303741455,
0.06528913974761963,
-0.0375090055167675,
0.015465658158063889,
0.024953417479991913,
0.014977673999965191,
0.023206589743494987,
0.03307691588997841,
-0.021502237766981125,
0.03195928409695625,
-0.08756709098815918,
-0.018920429050922394,
0.06416680663824081,
-0.011766346171498299,
-0.15641990303993225,
-0.053006477653980255,
0.07264021039009094,
0.052195146679878235,
0.0067758942022919655,
0.022433597594499588,
0.1858234405517578,
-0.038281116634607315,
0.06712518632411957,
0.19701488316059113,
-0.26298996806144714,
-0.056502047926187515,
0.04837743192911148,
0.060721416026353836,
0.01281909178942442,
-0.0361340269446373,
0.03278588503599167,
0.05248234421014786,
0.06391549855470657,
-0.02501668408513069,
-0.10051038861274719,
-0.07227900624275208,
-0.051080796867609024,
-0.08238602429628372,
-0.028360893949866295,
0.18944485485553741,
-0.032835591584444046,
-0.11367826908826828,
-0.038297027349472046,
-0.010376613587141037,
0.18424898386001587,
-0.06450065225362778,
-0.00012911927478853613,
0.022414080798625946,
-0.004890670999884605,
-0.059589684009552,
-0.14654579758644104,
-0.12488685548305511,
-0.025567978620529175,
-0.10687858611345291,
0.129434734582901,
0.0742686465382576,
0.024189379066228867,
-0.05246678367257118,
-0.002980089047923684,
-0.1077948808670044,
-0.07716262340545654,
-0.003267108229920268,
-0.07764802873134613,
0.0503799170255661,
-0.002955671167001128,
-0.0811818316578865,
-0.14738832414150238,
0.10178721696138382,
0.10939771682024002,
0.012317045591771603,
-0.006525665987282991,
-0.10583566874265671,
-0.020011819899082184,
0.062232546508312225,
0.10851777344942093,
-0.07384499162435532,
0.008111577481031418,
0.0970759242773056,
-0.08537072688341141,
-0.0013058469630777836,
0.03451058268547058,
-0.1574053168296814,
-0.08165537565946579,
0.007557744160294533,
0.10164609551429749,
0.014454121701419353,
0.07537457346916199,
0.032871149480342865,
-0.04477950185537338,
0.11337986588478088,
-0.11698436737060547,
0.03516494482755661,
-0.038271524012088776,
0.06200481206178665,
0.18974074721336365,
0.018745945766568184,
-0.0273284912109375,
-0.14961926639080048,
-0.07467054575681686,
-0.022361580282449722,
-0.03550446778535843,
-0.017884107306599617,
-0.12480992823839188,
0.06268168985843658,
-0.07036758214235306,
0.006958536803722382,
-0.16754814982414246,
-0.08947177976369858,
0.07998840510845184,
0.06345370411872864,
-0.027262337505817413,
-0.04919888824224472,
0.0655866265296936,
0.036126524209976196,
-0.02697646990418434,
-0.03638649359345436,
0.0007736423285678029,
-0.0193671565502882,
0.027724606916308403,
0.006072285119444132,
0.06909854710102081,
-0.12493788450956345,
0.04555945098400116,
-0.04173365980386734,
-0.022558016702532768,
-0.23907576501369476,
0.03937278315424919,
-0.09699635952711105,
0.0006248127319850028,
-0.14051954448223114,
-0.09660948067903519,
0.0841992199420929,
0.017137888818979263,
0.01769518479704857,
0.06912829726934433,
-0.06475810706615448,
-0.04663795605301857,
0.1535501331090927,
-0.06702668219804764,
-0.0035383827053010464,
0.19837816059589386,
0.01317727379500866,
-0.01137709803879261,
0.12055563926696777,
0.04938695952296257,
0.11251616477966309,
-0.11218289285898209,
0.017867283895611763,
0.10605117678642273,
0.02286529168486595,
-0.05391273275017738,
0.09007877856492996,
-0.014349658042192459,
-0.09260642528533936,
0.01842927746474743,
-0.023037616163492203,
0.041213180869817734,
-0.015128135681152344,
-0.007427397649735212,
-0.02762739546597004,
-0.07372871041297913,
0.07359811663627625,
0.0316188782453537,
0.057871416211128235,
-0.07516329735517502,
-0.07854371517896652,
0.12907563149929047,
0.057084936648607254,
-0.06838621199131012,
0.05416422337293625,
-0.09603346884250641,
0.030575929209589958,
-0.10921668261289597,
0.03365986794233322,
-0.12250638008117676,
-0.02496376819908619,
0.057761676609516144,
-0.005295073613524437,
0.06611119210720062,
0.08431006222963333,
0.05483676865696907,
0.0075873760506510735,
-0.10178428143262863,
0.12160786241292953,
0.07132955640554428,
-0.017131192609667778,
-0.021217534318566322,
-0.034129682928323746,
-0.06868427246809006,
-0.04102303832769394,
0.025484919548034668,
-0.0001706532493699342,
0.007406893651932478,
-0.0018018638947978616,
0.09736238420009613,
-0.047170378267765045,
0.06492610275745392,
0.05671742185950279,
0.034783538430929184,
-0.04305637255311012,
-0.012853705324232578,
0.06034813076257706,
-0.00035451946314424276,
-0.013065825216472149,
0.12034295499324799,
0.07223425805568695,
-0.0022688412573188543,
0.13342513144016266,
0.01761523261666298,
0.02244865894317627,
-0.006897921208292246,
-0.012700935825705528,
0.00004169552630628459,
-0.025653865188360214,
-0.08172742277383804,
0.15490105748176575,
0.0077057708986103535,
0.12031836807727814,
-0.11493702232837677,
-0.015267602168023586,
0.01778467185795307,
-0.06039867922663689,
-0.04957225173711777,
0.0544760562479496,
0.06676937639713287,
-0.13438454270362854,
0.08072079718112946,
0.08632377535104752,
-0.03577174246311188,
0.09728232026100159,
-0.042122405022382736,
-0.060817889869213104,
0.07215642184019089,
-0.008221631869673729,
0.0396190881729126,
-0.030175872147083282,
-0.10637439042329788,
-0.03745657950639725,
0.09819870442152023,
-0.0569303035736084,
-0.0116459671407938,
-0.06956654787063599,
0.04506848752498627,
0.032743241637945175,
-0.05090094357728958,
-0.03733782842755318,
0.008245978504419327,
0.018987763673067093,
0.05255838483572006,
0.020832475274801254,
-0.004361364524811506,
0.037871163338422775,
0.038758013397455215,
-0.024956129491329193,
0.12439071387052536,
-0.11163370311260223,
-0.30807188153266907,
-0.21265552937984467,
-0.19623640179634094,
-0.15217973291873932,
0.05755404382944107,
0.08926187455654144,
-0.08398350328207016,
-0.0923510417342186,
-0.010711988434195518,
0.0855947881937027,
-0.026040302589535713,
-0.004160586278885603,
0.029360521584749222,
0.013212591409683228,
0.011951680295169353,
-0.16611458361148834,
-0.01725984364748001,
0.05365965887904167,
-0.11808847635984421,
0.06207112595438957,
-0.09797634184360504,
0.052872784435749054,
0.030154934152960777,
-0.06484974175691605,
0.004854493774473667,
-0.04016202315688133,
0.08512677252292633,
0.01896030083298683,
0.06853321194648743,
0.21256057918071747,
0.002377780620008707,
0.04215065389871597,
0.08307703584432602,
0.06061212718486786,
-0.0034100099001079798,
0.03187790885567665,
0.04386350139975548,
-0.049470920115709305,
-0.21246668696403503,
-0.02979988045990467,
-0.057673096656799316,
0.04200538620352745,
0.0874045342206955,
0.05532664433121681,
-0.0372762605547905,
0.09842833876609802,
-0.055550530552864075,
0.12670853734016418,
-0.015867261216044426,
0.08077175915241241,
0.19145235419273376,
-0.01517097745090723,
0.0957757756114006,
-0.07581395655870438,
-0.10644829273223877,
0.12821105122566223,
0.05633067339658737,
0.0696694627404213,
-0.0016047487733885646,
0.12209216505289078,
0.04069281369447708,
0.011604687198996544,
0.08819062262773514,
0.2163820117712021,
-0.04237602651119232,
0.017689034342765808,
-0.044771887362003326,
-0.06000703573226929,
-0.002217381726950407,
-0.03487008064985275,
0.08051106333732605,
-0.0763561874628067,
-0.01887718215584755,
-0.12152974307537079,
-0.016770334914326668,
0.2598709762096405,
0.04621502384543419,
-0.13635148108005524,
-0.05890417471528053,
0.01789313554763794,
-0.11924833804368973,
-0.09308764338493347,
0.022075893357396126,
0.015292009338736534,
-0.11769184470176697,
0.10500497370958328,
0.013530186377465725,
0.11909504234790802,
-0.038612596690654755,
0.029117949306964874,
-0.12164737284183502,
0.05503791943192482,
0.020826419815421104,
0.12504027783870697,
-0.17144249379634857,
0.1275855004787445,
0.031051112338900566,
0.01863177679479122,
-0.13182909786701202,
0.06787346303462982,
0.03694643825292587,
0.0684589296579361,
0.08651705086231232,
-0.011517220176756382,
0.16714181005954742,
-0.08414268493652344,
-0.09088020771741867,
0.05610549449920654,
0.017065826803445816,
0.014537721872329712,
0.08161206543445587,
-0.025742828845977783,
-0.04547039419412613,
-0.018021490424871445,
0.07580000907182693,
-0.1520015150308609,
-0.17302820086479187,
0.04785067215561867,
0.030254973098635674,
-0.06702592968940735,
-0.020296262577176094,
-0.10850195586681366,
-0.058068178594112396,
0.18940488994121552,
0.16225062310695648,
-0.13697221875190735,
-0.09266770631074905,
-0.08132702857255936,
0.14787890017032623,
-0.08054035156965256,
0.07731207460165024,
-0.06507452577352524,
0.14083972573280334,
-0.06931626051664352,
-0.11640068888664246,
-0.01523622963577509,
-0.09346912801265717,
-0.028923209756612778,
0.04021766409277916,
0.12550176680088043,
-0.04351944476366043,
0.0562802217900753,
0.06755969673395157,
-0.033272985368967056,
0.0035900184884667397,
-0.05756785348057747,
-0.07578640431165695,
0.01211940124630928,
0.12291066348552704,
0.055429909378290176,
-0.12543895840644836,
-0.12223919481039047,
0.008947718888521194,
-0.000038830170524306595,
0.20077569782733917,
0.19464586675167084,
-0.0109413992613554,
0.06675644218921661,
0.27425864338874817,
-0.017140137031674385,
-0.27289465069770813,
-0.16140253841876984,
0.01068253442645073,
-0.0016035758890211582,
-0.07575666904449463,
-0.19268713891506195,
0.1159328892827034,
0.02104719541966915,
-0.014956247061491013,
-0.07439328730106354,
-0.07835279405117035,
-0.08016825467348099,
0.1830810159444809,
0.04753051698207855,
0.12620703876018524,
-0.12451783567667007,
-0.03823061287403107,
-0.12095589190721512,
-0.19839397072792053,
0.11839349567890167,
-0.03700021654367447,
0.11876073479652405,
-0.009170126169919968,
0.042932286858558655,
0.03073636069893837,
0.005113753490149975,
0.08807689696550369,
-0.014487390406429768,
-0.06397398561239243,
-0.07098209112882614,
0.020252376794815063,
0.08971509337425232,
0.014872879721224308,
0.16675379872322083,
-0.07657232135534286,
-0.03408171236515045,
-0.0347040556371212,
-0.09213635325431824,
-0.06536222994327545,
0.09337247163057327,
0.01805105246603489,
-0.08600227534770966,
-0.03387396037578583,
-0.004948693327605724,
-0.03638169541954994,
-0.017839333042502403,
0.08396579325199127,
-0.026650266721844673,
0.00130028638523072,
0.15732097625732422,
0.18819570541381836,
-0.14298376441001892,
0.02185175009071827,
-0.029119305312633514,
-0.10573805868625641,
0.045012034475803375,
-0.040742918848991394,
0.05587148666381836,
0.03391129523515701,
-0.0013223255518823862,
0.06167427450418472,
0.026653502136468887,
-0.05976179987192154,
-0.020684154704213142,
0.08039605617523193,
-0.05747467279434204,
-0.16692477464675903,
-0.052328918129205704,
-0.034166816622018814,
-0.09137756377458572,
0.071595199406147,
0.1260584443807602,
-0.02330905571579933,
-0.10014521330595016,
0.017862506210803986,
0.00459021981805563,
-0.03858074173331261,
0.06463836133480072,
0.07729873061180115,
0.00986410677433014,
-0.11155088245868683,
0.09483014792203903,
0.1255345642566681,
-0.10639067739248276,
0.030454663559794426,
0.09707964956760406,
-0.05898267775774002,
-0.10616841912269592,
0.052185263484716415,
-0.002570163691416383,
-0.08252889662981033,
-0.04511101916432381,
-0.025966135784983635,
-0.08985292911529541,
0.03558032959699631,
0.09356408566236496,
0.06005279719829559,
-0.04240984097123146,
-0.047514040023088455,
0.002538371365517378,
-0.07245323061943054,
0.05049394816160202,
0.06706656515598297,
0.05996963009238243,
-0.06155404821038246,
0.03533224016427994,
-0.05269761383533478,
0.1381882131099701,
-0.04598645120859146,
-0.008850893937051296,
-0.09850148111581802,
-0.03278682008385658,
-0.2673170864582062,
0.03707296773791313,
-0.10923343151807785,
-0.0016378425061702728,
0.001712825964204967,
-0.06508093327283859,
-0.019666479900479317,
0.02473057433962822,
-0.10284832119941711,
-0.01044987328350544,
-0.0012087045470252633,
0.11229527741670609,
-0.07638173550367355,
-0.01824084110558033,
0.0603022538125515,
-0.02994401566684246,
0.09686190634965897,
0.02464042231440544,
-0.07957319915294647,
0.08112545311450958,
-0.046828337013721466,
-0.12072162330150604,
0.005646516568958759,
0.06247342377901077,
0.05792504549026489,
-0.027401043102145195,
0.03671128302812576,
0.07715676724910736,
0.052614860236644745,
0.009456508792936802,
0.12882393598556519,
-0.0732075646519661,
-0.005443098489195108,
0.007186346221715212,
-0.0798695981502533,
-0.001249255146831274,
0.031206956133246422,
0.14419423043727875,
0.061746712774038315,
0.06449372321367264,
-0.07059778273105621,
0.011048250831663609,
-0.04745163768529892,
0.01864991895854473,
-0.07565939426422119,
-0.13958510756492615,
0.031446490436792374,
-0.07315126061439514,
-0.0064818826504051685,
0.05050104856491089,
0.10353005677461624,
0.011753628961741924,
0.11095987260341644,
-0.009353184141218662,
0.02661130204796791,
0.10077928751707077,
-0.031279996037483215,
0.20874306559562683,
0.028933526948094368,
-0.03616849333047867,
-0.07171010971069336,
0.013103576377034187,
0.03962520882487297,
0.05252707004547119,
0.0486847423017025,
0.09580918401479721,
0.00661530252546072,
0.06834792345762253,
0.07914784550666809,
0.03846602886915207,
-0.07381972670555115,
-0.1496657431125641,
0.09786149114370346,
0.08689161390066147,
-0.10875106602907181,
0.12463811784982681,
0.07454118877649307,
-0.0778789147734642,
0.06037342548370361,
0.008191639557480812,
-0.039895422756671906,
-0.1198485791683197,
-0.13866235315799713,
-0.0675797089934349,
-0.07777716219425201,
-0.02976701408624649,
-0.093487948179245,
0.01717749610543251,
0.009927105158567429,
0.07853569090366364,
-0.024852650240063667,
0.12699677050113678,
-0.16428253054618835,
-0.08125106245279312,
0.05506507307291031,
-0.012941727414727211,
0.03817681968212128,
0.041279301047325134,
0.00814293883740902,
-0.01879960298538208,
0.07578171789646149,
0.01208060048520565,
0.04498759284615517,
0.05304201692342758,
0.030411092564463615,
-0.04933411628007889,
-0.060831937938928604,
-0.06481951475143433,
0.008162849582731724,
0.06422580778598785,
0.18806444108486176,
0.01310251746326685,
-0.027015913277864456,
0.008667686954140663,
0.08230851590633392,
-0.026331702247262,
-0.18880313634872437,
-0.10554298013448715,
0.24613942205905914,
0.014195885509252548,
0.01381781604140997,
0.036312513053417206,
-0.06851427257061005,
-0.0907960832118988,
0.2786363363265991,
0.1633089929819107,
0.08562282472848892,
0.017542807385325432,
0.011351758614182472,
0.014507719315588474,
-0.002813250757753849,
0.1424182951450348,
0.060286398977041245,
0.11870850622653961,
-0.04586819186806679,
-0.0014928944874554873,
0.021984655410051346,
0.016141150146722794,
-0.26179829239845276,
0.05484531447291374,
0.006847466342151165,
-0.07785031199455261,
0.03274012729525566,
0.06295459717512131,
-0.004946966655552387,
-0.1296326071023941,
-0.12468060851097107,
-0.03214667737483978,
-0.08820252865552902,
-0.01050695963203907,
-0.012400845997035503,
0.021604640409350395,
0.054285578429698944,
-0.026594128459692,
0.0840853899717331,
0.15399454534053802,
0.021493464708328247,
-0.10228310525417328,
-0.01055054273456335,
0.19741514325141907,
-0.029080767184495926,
0.1010427474975586,
0.03400850296020508,
0.037573833018541336,
0.0932232216000557,
-0.009588850662112236,
-0.1151587963104248,
0.014271794818341732,
0.0220305435359478,
-0.05438432842493057,
0.08645656704902649,
0.08134182542562485,
-0.06215972453355789,
-0.0208468995988369,
-0.0662202537059784,
-0.018764598295092583,
0.0081627257168293,
0.10399428009986877,
0.051105599850416183,
-0.07371285557746887,
0.09628324210643768,
-0.1904717981815338,
0.07309222966432571,
0.15686805546283722,
-0.013199403882026672,
-0.07051484286785126,
-0.09914461523294449,
0.0581563264131546,
0.06815970689058304,
-0.10929227620363235,
-0.10376110672950745,
-0.12402231246232986,
-0.04537201300263405,
-0.1044202595949173,
0.08723048120737076,
-0.2069883942604065,
0.006240676157176495,
-0.005777799524366856,
0.04819456860423088,
-0.15855373442173004,
0.02706577628850937,
0.089206263422966,
-0.0028275740332901478,
0.02673771046102047,
-0.13577422499656677,
-0.055452387779951096,
-0.006062567234039307,
-0.15184614062309265,
-0.0352991446852684
] |
null | null | transformers |
# bert-base-pt-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-pt-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-pt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "pt", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-pt-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"pt",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"pt"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-pt-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-pt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-pt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-pt-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.009071284905076027,
0.06277506053447723,
-0.0034849930088967085,
0.09065533429384232,
0.09465552121400833,
-0.03438372537493706,
0.10261475294828415,
0.13271178305149078,
-0.03036179207265377,
-0.04016917198896408,
0.021764259785413742,
0.02548184245824814,
0.04394263029098511,
0.0711599737405777,
-0.01583980582654476,
-0.2854742407798767,
-0.009614022448658943,
0.11337815970182419,
-0.02743082121014595,
0.05064719170331955,
0.14955846965312958,
-0.0661395937204361,
0.076581209897995,
0.04210878163576126,
-0.05625010281801224,
0.09545759111642838,
-0.03947759419679642,
-0.10065089166164398,
0.09004562348127365,
0.11845696717500687,
0.08756070584058762,
0.035173024982213974,
0.06081875041127205,
-0.032452426850795746,
0.014074515551328659,
0.03569065034389496,
0.018697464838624,
0.027112463489174843,
0.040110938251018524,
-0.010789056308567524,
0.03454308211803436,
-0.08139689266681671,
-0.009779672138392925,
0.06182234734296799,
-0.009761359542608261,
-0.17489449679851532,
-0.05123971030116081,
0.08286020159721375,
0.06371958553791046,
0.004236899316310883,
0.020863017067313194,
0.20056629180908203,
-0.033422280102968216,
0.06437549740076065,
0.20516134798526764,
-0.2610510587692261,
-0.057220760732889175,
0.04389703646302223,
0.054296281188726425,
0.019366376101970673,
-0.030462292954325676,
0.0225494597107172,
0.05254940316081047,
0.06467907130718231,
-0.018892399966716766,
-0.10289545357227325,
-0.061462339013814926,
-0.0579795241355896,
-0.08829736709594727,
-0.02795836329460144,
0.19647304713726044,
-0.03387332707643509,
-0.11295579373836517,
-0.0350891649723053,
-0.016471315175294876,
0.1799483597278595,
-0.06682681292295456,
-0.009845955297350883,
0.020287582650780678,
-0.003387456526979804,
-0.059460800141096115,
-0.1472245305776596,
-0.1294201910495758,
-0.027942849323153496,
-0.10425400733947754,
0.10233313590288162,
0.0798753947019577,
0.02121855691075325,
-0.053350500762462616,
0.002701739314943552,
-0.11678539216518402,
-0.0655960962176323,
-0.0038635197561234236,
-0.08342245221138,
0.0505739189684391,
-0.00804176740348339,
-0.0738958865404129,
-0.1310930848121643,
0.09606098383665085,
0.1144743338227272,
0.01360819861292839,
-0.003687834134325385,
-0.11103092133998871,
-0.02031317725777626,
0.05829445272684097,
0.10128100216388702,
-0.08251059055328369,
0.020443113520741463,
0.08865037560462952,
-0.09327395260334015,
-0.012949868105351925,
0.03434289991855621,
-0.15125182271003723,
-0.08187416195869446,
0.018435927107930183,
0.09814219921827316,
0.01386053953319788,
0.07673376798629761,
0.03522773087024689,
-0.050579734146595,
0.13059329986572266,
-0.111282579600811,
0.03326651081442833,
-0.037567559629678726,
0.07087021321058273,
0.20088864862918854,
0.028242526575922966,
-0.02539096400141716,
-0.15236151218414307,
-0.07023150473833084,
-0.023190166801214218,
-0.04046880826354027,
-0.016420911997556686,
-0.1236734539270401,
0.06069792062044144,
-0.08283710479736328,
0.004152064211666584,
-0.17175760865211487,
-0.0789080336689949,
0.08066456019878387,
0.05693746358156204,
-0.025041896849870682,
-0.05056087300181389,
0.0675889402627945,
0.03552955761551857,
-0.029247406870126724,
-0.03810282051563263,
0.01665385253727436,
-0.0183585062623024,
0.029286859557032585,
-0.004279781598597765,
0.06834431737661362,
-0.12019694596529007,
0.047126054763793945,
-0.04157695546746254,
-0.022832754999399185,
-0.2328483909368515,
0.03398562967777252,
-0.09140931069850922,
-0.004098589066416025,
-0.1480877548456192,
-0.10176314413547516,
0.07058657705783844,
0.01586657576262951,
0.010870089754462242,
0.06832648068666458,
-0.06406427919864655,
-0.050074830651283264,
0.162014901638031,
-0.06863952428102493,
-0.006982953287661076,
0.19718316197395325,
0.01541065238416195,
0.0018343707779422402,
0.11900549381971359,
0.048039063811302185,
0.11715461313724518,
-0.1283307671546936,
0.029630588367581367,
0.1083383709192276,
0.01512153074145317,
-0.06346577405929565,
0.09253895282745361,
-0.02186727523803711,
-0.09619875252246857,
0.017386792227625847,
-0.04304951801896095,
0.03469293937087059,
-0.016600169241428375,
-0.0048170206137001514,
-0.02583778277039528,
-0.07564430683851242,
0.06907518953084946,
0.031340159475803375,
0.06074676290154457,
-0.06959211081266403,
-0.07918568700551987,
0.13946466147899628,
0.06178160756826401,
-0.0655185654759407,
0.057077404111623764,
-0.0958382785320282,
0.022900432348251343,
-0.10677555203437805,
0.03440268710255623,
-0.11984355002641678,
-0.014444416388869286,
0.05873577296733856,
-0.0018045807955786586,
0.06457824259996414,
0.09066542983055115,
0.05994303524494171,
0.0017044999403879046,
-0.09972687065601349,
0.12051406502723694,
0.07615990936756134,
-0.013858973048627377,
-0.026636134833097458,
-0.032488007098436356,
-0.06473604589700699,
-0.0373615100979805,
0.02621470019221306,
0.013687452301383018,
0.009529488161206245,
-0.0034308582544326782,
0.09478241950273514,
-0.04575464874505997,
0.061625562608242035,
0.051873691380023956,
0.03479825332760811,
-0.039099015295505524,
-0.014996632002294064,
0.06302186101675034,
0.0037685255520045757,
-0.0039050972554832697,
0.12285247445106506,
0.06714963167905807,
0.002041470492258668,
0.13463662564754486,
0.02202906832098961,
0.01642610877752304,
-0.0042775701731443405,
-0.013090630993247032,
-0.0019719412084668875,
-0.025761108845472336,
-0.08599244803190231,
0.1495305597782135,
0.00957502517849207,
0.11751760542392731,
-0.1151689812541008,
-0.019565710797905922,
0.020940572023391724,
-0.06251676380634308,
-0.05371701344847679,
0.05379004776477814,
0.07172268629074097,
-0.11810781061649323,
0.07839907705783844,
0.09253275394439697,
-0.03282305225729942,
0.0947340577840805,
-0.03891390189528465,
-0.07121796905994415,
0.07106205821037292,
-0.007262737490236759,
0.042909231036901474,
-0.040514588356018066,
-0.1122056245803833,
-0.03780021518468857,
0.10273817926645279,
-0.05165720731019974,
-0.006729498505592346,
-0.06893442571163177,
0.04244301840662956,
0.03275001421570778,
-0.044575925916433334,
-0.03790082037448883,
0.01073999609798193,
0.019830314442515373,
0.053958501666784286,
0.02148527279496193,
-0.008158011361956596,
0.03421379625797272,
0.0421983003616333,
-0.030861923471093178,
0.12040301412343979,
-0.11496149748563766,
-0.3098449110984802,
-0.21445320546627045,
-0.18320409953594208,
-0.13953270018100739,
0.05766874924302101,
0.08909308910369873,
-0.08749378472566605,
-0.08909858018159866,
-0.011968672275543213,
0.08187156170606613,
-0.03267645835876465,
0.0005518366815522313,
0.025348752737045288,
0.017911318689584732,
0.012282727286219597,
-0.16098347306251526,
-0.016204548999667168,
0.051911529153585434,
-0.13653232157230377,
0.06584452837705612,
-0.10997156798839569,
0.051558222621679306,
0.04606344550848007,
-0.06066073849797249,
0.006360203959047794,
-0.04033784568309784,
0.08118845522403717,
0.015672964975237846,
0.07586875557899475,
0.20895910263061523,
0.0033492324873805046,
0.04427220672369003,
0.07348395138978958,
0.05363432317972183,
0.001413686666637659,
0.03823533281683922,
0.04874948412179947,
-0.051337096840143204,
-0.21377651393413544,
-0.024135760962963104,
-0.05258216708898544,
0.045680366456508636,
0.0938456803560257,
0.05532144755125046,
-0.027372149750590324,
0.10176236927509308,
-0.054556701332330704,
0.12216641008853912,
-0.0107615040615201,
0.08238612115383148,
0.17343172430992126,
-0.01829874888062477,
0.09846118092536926,
-0.07497890293598175,
-0.10596741735935211,
0.13322237133979797,
0.06213783472776413,
0.0749993845820427,
-0.0038963789120316505,
0.11378950625658035,
0.04795925319194794,
0.022207049652934074,
0.08482620120048523,
0.21882152557373047,
-0.04468563571572304,
0.024299582466483116,
-0.049739446491003036,
-0.05805353447794914,
0.0015823593130335212,
-0.032465506345033646,
0.07958497107028961,
-0.08504964411258698,
-0.019638415426015854,
-0.11767090111970901,
-0.018202627077698708,
0.2793278694152832,
0.045071084052324295,
-0.13538989424705505,
-0.05533511936664581,
0.01599668338894844,
-0.11293724924325943,
-0.0906694233417511,
0.0236042607575655,
0.019168345257639885,
-0.12196668982505798,
0.1009916365146637,
0.014579917304217815,
0.12022778391838074,
-0.04017048701643944,
0.028252197429537773,
-0.11155379563570023,
0.044606149196624756,
0.018929941579699516,
0.12199099361896515,
-0.18140792846679688,
0.12836699187755585,
0.0270523801445961,
0.019482988864183426,
-0.1297852098941803,
0.06341088563203812,
0.03295943886041641,
0.06781639158725739,
0.08905071765184402,
-0.011615196242928505,
0.17009295523166656,
-0.09493080526590347,
-0.09578161686658859,
0.054934464395046234,
0.012189514003694057,
0.012275570072233677,
0.07467198371887207,
-0.026943858712911606,
-0.045258164405822754,
-0.013089334592223167,
0.08035106211900711,
-0.14636296033859253,
-0.1601031869649887,
0.04683356732130051,
0.019975747913122177,
-0.0860992968082428,
-0.02047671191394329,
-0.10672759264707565,
-0.06134964898228645,
0.16874228417873383,
0.14639157056808472,
-0.13701540231704712,
-0.08729823678731918,
-0.10023387521505356,
0.1460149586200714,
-0.08291257917881012,
0.07629448920488358,
-0.0601046122610569,
0.1440686136484146,
-0.06469222903251648,
-0.11914091557264328,
-0.011325712315738201,
-0.09535663574934006,
-0.03317927569150925,
0.04424082487821579,
0.12715528905391693,
-0.03842021897435188,
0.05822193622589111,
0.0644381195306778,
-0.036407049745321274,
0.0032427036203444004,
-0.05716117098927498,
-0.0687062218785286,
0.01095591951161623,
0.11544991284608841,
0.046821050345897675,
-0.12630940973758698,
-0.12373009324073792,
0.0030876146629452705,
0.0034535336308181286,
0.19276152551174164,
0.19508622586727142,
-0.013583553954958916,
0.06657301634550095,
0.2766292691230774,
-0.02141132764518261,
-0.2737039625644684,
-0.15748946368694305,
0.008285816758871078,
-0.01386954914778471,
-0.0698012262582779,
-0.19365371763706207,
0.11538158357143402,
0.03587913513183594,
-0.015369448810815811,
-0.0830405056476593,
-0.09098350256681442,
-0.0834253579378128,
0.20035697519779205,
0.04872286319732666,
0.11252762377262115,
-0.12829221785068512,
-0.03431740775704384,
-0.11769355088472366,
-0.19687098264694214,
0.11544409394264221,
-0.05423816666007042,
0.1126379519701004,
-0.008822944015264511,
0.046776335686445236,
0.02947080135345459,
0.00629466213285923,
0.08121128380298615,
-0.0036699059419333935,
-0.062434691935777664,
-0.06950335204601288,
0.02515396475791931,
0.08171015232801437,
0.01586638204753399,
0.16747650504112244,
-0.0521073155105114,
-0.03740113228559494,
-0.032862789928913116,
-0.08920461684465408,
-0.0694289579987526,
0.08910952508449554,
0.01662410981953144,
-0.09062612056732178,
-0.034741152077913284,
-0.003322961274534464,
-0.039667367935180664,
-0.022571198642253876,
0.07342566549777985,
-0.025428801774978638,
0.007618241012096405,
0.15599223971366882,
0.1840236485004425,
-0.14138732850551605,
0.010922039858996868,
-0.029151033610105515,
-0.1086280420422554,
0.0471220389008522,
-0.03694958612322807,
0.05674406513571739,
0.031905487179756165,
-0.0035092607140541077,
0.06238115206360817,
0.028167802840471268,
-0.06647741794586182,
-0.024330778047442436,
0.0763399675488472,
-0.05530736967921257,
-0.16617025434970856,
-0.04733898118138313,
-0.03860962763428688,
-0.08806567639112473,
0.0732707753777504,
0.12587721645832062,
-0.025148779153823853,
-0.10140195488929749,
0.0180764589458704,
0.009898697957396507,
-0.04155873879790306,
0.07405774295330048,
0.0826071947813034,
0.006946283858269453,
-0.11121323704719543,
0.09971507638692856,
0.12387453764677048,
-0.09927725791931152,
0.03330700099468231,
0.08514302223920822,
-0.05875755101442337,
-0.10526298731565475,
0.0684320479631424,
-0.011698799207806587,
-0.0738806426525116,
-0.045892760157585144,
-0.016945021227002144,
-0.08132903277873993,
0.03989465534687042,
0.07316788285970688,
0.059831902384757996,
-0.03812362253665924,
-0.04667472466826439,
0.006856085732579231,
-0.07577919960021973,
0.046745724976062775,
0.06546159833669662,
0.05801837146282196,
-0.06575313955545425,
0.053454723209142685,
-0.05052585154771805,
0.134451761841774,
-0.04741736873984337,
-0.009490663185715675,
-0.09933044016361237,
-0.02859763242304325,
-0.24840113520622253,
0.03692531958222389,
-0.11354934424161911,
-0.005272963084280491,
0.0042006755247712135,
-0.06415797770023346,
-0.022474251687526703,
0.025974107906222343,
-0.10181764513254166,
-0.0050762612372636795,
-0.0008432589820586145,
0.11132851243019104,
-0.07737132906913757,
-0.014305799268186092,
0.06177297607064247,
-0.02984043024480343,
0.0921132043004036,
0.022381318733096123,
-0.07979970425367355,
0.08520771563053131,
-0.04091250151395798,
-0.11407877504825592,
0.009995869360864162,
0.05919500067830086,
0.05720113217830658,
-0.02567186951637268,
0.036583010107278824,
0.07509307563304901,
0.05564578250050545,
0.010596098378300667,
0.13143964111804962,
-0.07224443554878235,
-0.00013096787733957171,
0.004193685948848724,
-0.08005701750516891,
0.00021174392895773053,
0.03060692362487316,
0.15075083076953888,
0.06702245771884918,
0.060834985226392746,
-0.07382630556821823,
0.011147761717438698,
-0.047103360295295715,
0.01496045384556055,
-0.07492993772029877,
-0.13550186157226562,
0.04407864063978195,
-0.06740493327379227,
-0.007757553830742836,
0.05208267271518707,
0.09993721544742584,
0.008707735687494278,
0.11368033289909363,
-0.00856243260204792,
0.02122822217643261,
0.08847726136445999,
-0.03076610341668129,
0.20581024885177612,
0.02817838452756405,
-0.03835121542215347,
-0.06836028397083282,
0.015761910006403923,
0.03624594584107399,
0.06420312821865082,
0.05719994008541107,
0.09800530225038528,
0.006861257366836071,
0.06471843272447586,
0.07808220386505127,
0.04044531285762787,
-0.07942498475313187,
-0.14723190665245056,
0.09872187674045563,
0.08824954926967621,
-0.10881415754556656,
0.12402056157588959,
0.076050765812397,
-0.08300753682851791,
0.05759626254439354,
0.007751153782010078,
-0.03900638595223427,
-0.13044649362564087,
-0.13318222761154175,
-0.06741347908973694,
-0.07872896641492844,
-0.03574134409427643,
-0.09404171258211136,
0.006903060711920261,
0.013964985497295856,
0.0820646658539772,
-0.025448938831686974,
0.12748600542545319,
-0.16432784497737885,
-0.0844719335436821,
0.05806184187531471,
-0.01427651010453701,
0.03141457587480545,
0.028891246765851974,
0.007773176766932011,
-0.010863866657018661,
0.08326821774244308,
0.017081638798117638,
0.03524661809206009,
0.04733593761920929,
0.028610941022634506,
-0.05456291139125824,
-0.06006475165486336,
-0.06721457093954086,
0.008713648654520512,
0.05396503210067749,
0.18338507413864136,
0.017147693783044815,
-0.030422406271100044,
0.00936854537576437,
0.07956617325544357,
-0.02622508630156517,
-0.18216443061828613,
-0.1149536520242691,
0.24648739397525787,
0.010409066453576088,
0.0121050039306283,
0.04398508369922638,
-0.06420459598302841,
-0.09318651258945465,
0.2840072512626648,
0.1668572574853897,
0.08986367285251617,
0.015549182891845703,
0.013316809199750423,
0.015898486599326134,
-0.005106427241116762,
0.1528860628604889,
0.06493362039327621,
0.11017506569623947,
-0.04222581163048744,
0.004063354805111885,
0.02796885557472706,
0.016090027987957,
-0.25655314326286316,
0.044393718242645264,
0.010324151255190372,
-0.07269304990768433,
0.03401036560535431,
0.06679429113864899,
-0.002851310884580016,
-0.13382229208946228,
-0.13362036645412445,
-0.019798966124653816,
-0.08666881173849106,
-0.004557108506560326,
-0.02129174955189228,
0.01457362249493599,
0.0558650940656662,
-0.02500949054956436,
0.08667732030153275,
0.1662306785583496,
0.02317369356751442,
-0.10362955927848816,
-0.024009643122553825,
0.2019038051366806,
-0.01892612688243389,
0.10692349821329117,
0.033337343484163284,
0.028494181111454964,
0.0870145633816719,
-0.010432526469230652,
-0.11719126254320145,
0.011855999007821083,
0.018612073734402657,
-0.044663626700639725,
0.08045155555009842,
0.07612088322639465,
-0.06728361546993256,
-0.028306076303124428,
-0.0603131428360939,
-0.03673872724175453,
0.003057211171835661,
0.08948497474193573,
0.05642547085881233,
-0.07795485109090805,
0.09688940644264221,
-0.19593141973018646,
0.07099711894989014,
0.15636023879051208,
-0.012625287286937237,
-0.0699368566274643,
-0.10090024769306183,
0.05726170912384987,
0.061526820063591,
-0.09741739928722382,
-0.09909401834011078,
-0.11877492815256119,
-0.049094058573246,
-0.1225767433643341,
0.08781696110963821,
-0.20927707850933075,
0.011887661181390285,
-0.009551793336868286,
0.04294253885746002,
-0.16153806447982788,
0.029164770618081093,
0.07045411318540573,
0.0008371426374651492,
0.026038410142064095,
-0.12839022278785706,
-0.05780840665102005,
-0.002867890754714608,
-0.15086986124515533,
-0.028049644082784653
] |
null | null | transformers |
# bert-base-ro-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-ro-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-ro-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "ro", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-ro-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"ro",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ro"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #ro #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-ro-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-ro-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #ro #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-ro-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #ro #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-ro-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
0.0005522555438801646,
0.0630306750535965,
-0.0034057642333209515,
0.09172318875789642,
0.10340143740177155,
-0.03849317878484726,
0.1046069860458374,
0.1308581531047821,
-0.02537180669605732,
-0.041967764496803284,
0.021826734766364098,
0.03177062049508095,
0.04530595988035202,
0.0664604976773262,
-0.02660517208278179,
-0.28728169202804565,
-0.0174897201359272,
0.09863083064556122,
-0.023853100836277008,
0.04230169579386711,
0.15459467470645905,
-0.06202103942632675,
0.08211684226989746,
0.037375308573246,
-0.06365389376878738,
0.10716862231492996,
-0.03534916788339615,
-0.10047487914562225,
0.09290279448032379,
0.12325035780668259,
0.09849981963634491,
0.03782302141189575,
0.07440468668937683,
-0.03450644388794899,
0.015283339656889439,
0.026476873084902763,
0.011172578670084476,
0.029693080112338066,
0.03175591677427292,
-0.036997463554143906,
0.042891040444374084,
-0.09229442477226257,
-0.02266315557062626,
0.06333542615175247,
-0.013661699369549751,
-0.15845640003681183,
-0.05742456763982773,
0.056612931191921234,
0.053029026836156845,
0.0052235741168260574,
0.023868659511208534,
0.18344160914421082,
-0.036155231297016144,
0.06911447644233704,
0.22719381749629974,
-0.25199300050735474,
-0.06111281365156174,
0.06123949587345123,
0.058907315135002136,
0.010819426737725735,
-0.04658203572034836,
0.029885632917284966,
0.05526670068502426,
0.06353019177913666,
-0.025847870856523514,
-0.10156651586294174,
-0.09153870493173599,
-0.04784781485795975,
-0.07881233096122742,
-0.022892998531460762,
0.17558032274246216,
-0.03335234895348549,
-0.11333518475294113,
-0.02164037711918354,
-0.017455965280532837,
0.17338845133781433,
-0.06665874272584915,
0.00409708684310317,
0.02487793378531933,
-0.014257829636335373,
-0.0689878910779953,
-0.15113171935081482,
-0.12385770678520203,
-0.02626822143793106,
-0.1067078560590744,
0.13447679579257965,
0.07223060727119446,
0.024554802104830742,
-0.05593325197696686,
0.000905837572645396,
-0.10763641446828842,
-0.0739884003996849,
-0.0017850928707048297,
-0.08032718300819397,
0.043423887342214584,
0.006958141922950745,
-0.07736717164516449,
-0.11844853311777115,
0.10538455843925476,
0.12484652549028397,
0.011636409908533096,
-0.006965553387999535,
-0.098933644592762,
-0.02439679019153118,
0.05534866824746132,
0.10059655457735062,
-0.0653214380145073,
-0.011250223033130169,
0.09748362749814987,
-0.09065625071525574,
-0.0037587028928101063,
0.03196006268262863,
-0.15596884489059448,
-0.08190599828958511,
0.0006429240456782281,
0.09810347110033035,
0.01608375832438469,
0.07165710628032684,
0.03511518985033035,
-0.03575153648853302,
0.1089152917265892,
-0.11710306257009506,
0.034723274409770966,
-0.03572649136185646,
0.06127214431762695,
0.19009439647197723,
0.020977718755602837,
-0.02617478370666504,
-0.14242087304592133,
-0.08255957812070847,
-0.016603892669081688,
-0.041603729128837585,
-0.022439632564783096,
-0.13028672337532043,
0.060863275080919266,
-0.09704463183879852,
0.014450288377702236,
-0.1757652908563614,
-0.07772379368543625,
0.0763765349984169,
0.06340482831001282,
-0.03530951589345932,
-0.048417575657367706,
0.05271175131201744,
0.03300714120268822,
-0.021458683535456657,
-0.03090079315006733,
0.024081595242023468,
-0.013754681684076786,
0.02546926960349083,
0.013350799679756165,
0.07544088363647461,
-0.11685081571340561,
0.04401276633143425,
-0.04032328352332115,
-0.027087751775979996,
-0.20466838777065277,
0.03445664420723915,
-0.09887529909610748,
-0.0014077264349907637,
-0.14550797641277313,
-0.09162683039903641,
0.07739061862230301,
0.016890686005353928,
0.014678607694804668,
0.06282521039247513,
-0.050904531031847,
-0.04638981074094772,
0.15675123035907745,
-0.05896776542067528,
0.01773364096879959,
0.19863054156303406,
0.009778980165719986,
-0.004723784979432821,
0.11684954911470413,
0.04579182714223862,
0.1034088283777237,
-0.12142609804868698,
0.023316850885748863,
0.11036275327205658,
0.01488217618316412,
-0.056033454835414886,
0.0912347286939621,
-0.006697810720652342,
-0.09437234699726105,
0.01950814202427864,
-0.028033848851919174,
0.04027549922466278,
-0.017719727009534836,
-0.005727641750127077,
-0.02191319689154625,
-0.06854289025068283,
0.07609239965677261,
0.03338827192783356,
0.06052552908658981,
-0.0754547268152237,
-0.08425121754407883,
0.10987166315317154,
0.06714805960655212,
-0.06616806983947754,
0.052487969398498535,
-0.09794127196073532,
0.028470903635025024,
-0.10920736193656921,
0.03446013480424881,
-0.12335248291492462,
-0.02276945300400257,
0.05287639796733856,
-0.002039555925875902,
0.062326595187187195,
0.10191847383975983,
0.05517609789967537,
0.0032433990854769945,
-0.09690869599580765,
0.12425602972507477,
0.07225917279720306,
-0.019031960517168045,
-0.016599314287304878,
-0.03408760577440262,
-0.0724651888012886,
-0.04665326327085495,
0.028585301712155342,
-0.019912082701921463,
0.0039705452509224415,
-0.011744951829314232,
0.0920877456665039,
-0.041503164917230606,
0.07030001282691956,
0.05148696526885033,
0.03298139572143555,
-0.05050906911492348,
-0.014654823578894138,
0.060884032398462296,
-0.0020541641861200333,
-0.0012474962277337909,
0.12200907617807388,
0.0700380951166153,
-0.02517385222017765,
0.12658809125423431,
0.0135875279083848,
0.014841675758361816,
0.012413953430950642,
-0.01243574544787407,
0.0018827327294275165,
-0.030679725110530853,
-0.07710340619087219,
0.1528446227312088,
0.005601920653134584,
0.12058481574058533,
-0.10778605937957764,
-0.011465056799352169,
0.023145420476794243,
-0.07236398011445999,
-0.04932752624154091,
0.06886827945709229,
0.06457243859767914,
-0.14242249727249146,
0.08142557740211487,
0.07574645429849625,
-0.04957060143351555,
0.09942948073148727,
-0.03214957192540169,
-0.06173476204276085,
0.06747028231620789,
-0.012828599661588669,
0.04286786541342735,
-0.03888135775923729,
-0.08577252179384232,
-0.04400210827589035,
0.10066238790750504,
-0.06125328689813614,
-0.010770088993012905,
-0.06949372589588165,
0.04463282600045204,
0.03285972401499748,
-0.04611765593290329,
-0.03718859702348709,
0.014560606330633163,
0.014603675343096256,
0.052820973098278046,
0.017032019793987274,
-0.023887164890766144,
0.033466458320617676,
0.03409813344478607,
-0.019174039363861084,
0.12276920676231384,
-0.1029098704457283,
-0.28538915514945984,
-0.2131870836019516,
-0.21979397535324097,
-0.14231084287166595,
0.05688231810927391,
0.09018255770206451,
-0.08462361246347427,
-0.08869409561157227,
-0.005440739449113607,
0.07921453565359116,
-0.02497921511530876,
-0.0152217335999012,
0.026985595002770424,
0.02482008747756481,
0.003722892142832279,
-0.16232413053512573,
-0.01646176166832447,
0.0465509369969368,
-0.13569259643554688,
0.071994349360466,
-0.11339836567640305,
0.05770545452833176,
0.021454231813549995,
-0.06326337158679962,
-0.00048040368710644543,
-0.03983118385076523,
0.06769196689128876,
0.017934320494532585,
0.06547997891902924,
0.20613272488117218,
0.015604451298713684,
0.0444905161857605,
0.07571802288293839,
0.052078068256378174,
0.001645146170631051,
0.03218706697225571,
0.05014340579509735,
-0.055956676602363586,
-0.22066561877727509,
-0.01812066324055195,
-0.057387061417102814,
0.03586355596780777,
0.09083043038845062,
0.05461255460977554,
-0.04576980695128441,
0.09670314192771912,
-0.049930639564991,
0.1235395222902298,
-0.010099113918840885,
0.08183269947767258,
0.1716333031654358,
-0.006931870244443417,
0.09549491107463837,
-0.08013971149921417,
-0.1067037433385849,
0.1276368796825409,
0.07024181634187698,
0.09291747212409973,
-0.00236806133762002,
0.13391868770122528,
0.03774118423461914,
0.01951919123530388,
0.09292472898960114,
0.21695861220359802,
-0.03841537609696388,
0.022546736523509026,
-0.05101776123046875,
-0.05445641651749611,
-0.0013332378584891558,
-0.032534800469875336,
0.07061608135700226,
-0.08024096488952637,
-0.013512886129319668,
-0.10988511145114899,
-0.024815233424305916,
0.2796529233455658,
0.047823093831539154,
-0.14890368282794952,
-0.05278141051530838,
0.017668606713414192,
-0.11645916849374771,
-0.0853840559720993,
0.02129983901977539,
0.013514445163309574,
-0.12582676112651825,
0.10520916432142258,
0.007384791504591703,
0.11795181781053543,
-0.028539935126900673,
0.027787121012806892,
-0.12890850007534027,
0.06526775658130646,
0.02198607847094536,
0.12869466841220856,
-0.16078999638557434,
0.14399641752243042,
0.02406606264412403,
0.016531752422451973,
-0.12499032914638519,
0.06303907185792923,
0.03979875519871712,
0.0540890246629715,
0.09429202973842621,
-0.014345399104058743,
0.1423410326242447,
-0.09985927492380142,
-0.08787931501865387,
0.06174800544977188,
0.019847296178340912,
0.0032015186734497547,
0.08906308561563492,
-0.03447249159216881,
-0.05221952870488167,
-0.020730329677462578,
0.06543339043855667,
-0.13272231817245483,
-0.17516818642616272,
0.04111115261912346,
0.020835641771554947,
-0.0861065685749054,
-0.01760600134730339,
-0.10800659656524658,
-0.041834790259599686,
0.1740962117910385,
0.14738723635673523,
-0.12746696174144745,
-0.09190759062767029,
-0.07663910835981369,
0.14132429659366608,
-0.08972405642271042,
0.0692855566740036,
-0.06504503637552261,
0.14539006352424622,
-0.07232992351055145,
-0.12289191037416458,
-0.013556106947362423,
-0.09879540652036667,
-0.03494153916835785,
0.0472315214574337,
0.11756129562854767,
-0.03450436890125275,
0.05838266387581825,
0.06675262749195099,
-0.030368268489837646,
-0.0021055792458355427,
-0.04923147335648537,
-0.07142383605241776,
0.015116616152226925,
0.11687981337308884,
0.05572367087006569,
-0.12248684465885162,
-0.14044597744941711,
0.0017736044246703386,
0.0032044327817857265,
0.199342280626297,
0.19850444793701172,
-0.014694036915898323,
0.07235074788331985,
0.2798285186290741,
-0.022940920665860176,
-0.2738305330276489,
-0.1744377613067627,
0.01364149060100317,
0.0022476003505289555,
-0.06045621261000633,
-0.1903633326292038,
0.10385803133249283,
0.021310653537511826,
-0.015302530489861965,
-0.08566643297672272,
-0.06956436485052109,
-0.06782384216785431,
0.1829318255186081,
0.044555388391017914,
0.13747867941856384,
-0.1207776740193367,
-0.028492651879787445,
-0.12163618206977844,
-0.19160911440849304,
0.1188570111989975,
-0.04033484682440758,
0.12271568179130554,
-0.006825127638876438,
0.05857954919338226,
0.029852785170078278,
0.009613950736820698,
0.08262533694505692,
-0.021068483591079712,
-0.06048640236258507,
-0.06851665675640106,
-0.002530643017962575,
0.09437447041273117,
0.009838431142270565,
0.15172557532787323,
-0.07369986176490784,
-0.038228508085012436,
-0.031916044652462006,
-0.09177374839782715,
-0.0652204230427742,
0.09604512155056,
0.02002575807273388,
-0.07749343663454056,
-0.03213826194405556,
-0.00013172869512345642,
-0.0343363955616951,
-0.016402699053287506,
0.10091585665941238,
-0.02522251382470131,
0.0033038018736988306,
0.16348578035831451,
0.17837396264076233,
-0.11818008869886398,
0.030803613364696503,
-0.030261512845754623,
-0.10324107855558395,
0.04288582131266594,
-0.04576491564512253,
0.05167093500494957,
0.030085144564509392,
0.0005316288443282247,
0.06016085669398308,
0.022204209119081497,
-0.06814058870077133,
-0.009769937954843044,
0.08008857071399689,
-0.046245768666267395,
-0.15799878537654877,
-0.04725026339292526,
-0.03918083757162094,
-0.08982671052217484,
0.07370783388614655,
0.13191929459571838,
-0.02355925552546978,
-0.10438212752342224,
0.013785992749035358,
0.015543516725301743,
-0.04098331928253174,
0.061390019953250885,
0.07761602103710175,
0.010585064999759197,
-0.10982667654752731,
0.09361675381660461,
0.13005942106246948,
-0.09464120864868164,
0.03363094851374626,
0.09473221004009247,
-0.05742193013429642,
-0.10560223460197449,
0.05032805725932121,
0.00027983234031125903,
-0.09053638577461243,
-0.04529194533824921,
-0.023623548448085785,
-0.07554414868354797,
0.026287037879228592,
0.0708325058221817,
0.06409045308828354,
-0.045266903936862946,
-0.043383438140153885,
0.0014447798021137714,
-0.08002854883670807,
0.04552476108074188,
0.07204633951187134,
0.0564669631421566,
-0.058715157210826874,
0.016858991235494614,
-0.051382265985012054,
0.14485317468643188,
-0.04746729135513306,
-0.01055140607059002,
-0.09739042073488235,
-0.031571414321660995,
-0.2537497282028198,
0.04815605655312538,
-0.10933195054531097,
0.00039127751369960606,
-0.0029125171713531017,
-0.06477416306734085,
-0.028462601825594902,
0.02535003423690796,
-0.1068543866276741,
-0.0042886799201369286,
0.0002470838953740895,
0.11474267393350601,
-0.06792742013931274,
-0.01930391974747181,
0.06328478455543518,
-0.03087138757109642,
0.08925288170576096,
0.029300512745976448,
-0.06861834973096848,
0.08604647219181061,
-0.06341756135225296,
-0.12131302803754807,
0.0021933759562671185,
0.05845923721790314,
0.06450118124485016,
-0.03429775685071945,
0.036958131939172745,
0.0687883049249649,
0.06238510087132454,
0.0014322695787996054,
0.12199340760707855,
-0.07847953587770462,
0.007903137244284153,
-0.0027972166426479816,
-0.08876225352287292,
-0.004407046362757683,
0.03427669778466225,
0.137233704328537,
0.06827886402606964,
0.07025119662284851,
-0.07114111632108688,
0.017251309007406235,
-0.040462616831064224,
0.018404660746455193,
-0.07983478158712387,
-0.14251185953617096,
0.026551740244030952,
-0.07727572321891785,
-0.007610801141709089,
0.05213232710957527,
0.0906309261918068,
0.01728956587612629,
0.11882780492305756,
-0.015345791354775429,
0.0037708596792072058,
0.09469994157552719,
-0.03423308953642845,
0.1854988932609558,
0.03345586732029915,
-0.03327661380171776,
-0.06606730073690414,
0.009136910550296307,
0.040492668747901917,
0.06101395562291145,
0.053221914917230606,
0.11380214989185333,
0.01774897612631321,
0.07060018926858902,
0.07975700497627258,
0.026472341269254684,
-0.06998313963413239,
-0.13511154055595398,
0.08995600044727325,
0.08156467974185944,
-0.11048852652311325,
0.1096106693148613,
0.09468860924243927,
-0.07566417008638382,
0.05430279299616814,
0.0028308990877121687,
-0.03378147631883621,
-0.1298966109752655,
-0.1492735743522644,
-0.07381005585193634,
-0.07275209575891495,
-0.027781356126070023,
-0.08638764172792435,
0.022573841735720634,
0.023253079503774643,
0.07516980171203613,
-0.018801361322402954,
0.10891370475292206,
-0.16043831408023834,
-0.08450111746788025,
0.0539046935737133,
-0.014438644051551819,
0.033897992223501205,
0.04428653046488762,
0.0037226201966404915,
-0.01339655090123415,
0.0787414163351059,
0.014760510064661503,
0.039230361580848694,
0.061648957431316376,
0.03903323411941528,
-0.05536114424467087,
-0.06402894854545593,
-0.0657818615436554,
0.015058658085763454,
0.06509563326835632,
0.17782288789749146,
0.016391122713685036,
-0.02620529942214489,
0.012879355810582638,
0.09733881056308746,
-0.02462354116141796,
-0.17935973405838013,
-0.10868490487337112,
0.24144189059734344,
0.016478009521961212,
0.01698349043726921,
0.0299228522926569,
-0.06589525938034058,
-0.09052057564258575,
0.27198201417922974,
0.18333734571933746,
0.10316780209541321,
0.014466533437371254,
0.007076079957187176,
0.016077516600489616,
-0.004037562292069197,
0.13993842899799347,
0.057901401072740555,
0.11725103110074997,
-0.04969501867890358,
-0.009832868352532387,
0.03008713573217392,
0.024219604209065437,
-0.256325364112854,
0.05461340770125389,
0.004348111804574728,
-0.07461468875408173,
0.03713969886302948,
0.06087418645620346,
0.0029218110721558332,
-0.15945297479629517,
-0.1187632828950882,
-0.03370628505945206,
-0.08995059877634048,
-0.00705340038985014,
-0.01083211787045002,
0.027563519775867462,
0.06673633307218552,
-0.030125148594379425,
0.07530754059553146,
0.1589350700378418,
0.019129931926727295,
-0.1066993921995163,
-0.01123617123812437,
0.19688580930233002,
-0.027143729850649834,
0.10093261301517487,
0.02588782086968422,
0.027660241350531578,
0.09741392731666565,
-0.015405908226966858,
-0.1187884658575058,
0.020376067608594894,
0.020053397864103317,
-0.049512334167957306,
0.09247565269470215,
0.08584100753068924,
-0.07075237482786179,
-0.01980012282729149,
-0.0630049854516983,
-0.021613070741295815,
0.010056881234049797,
0.1015760526061058,
0.05666761100292206,
-0.0698942095041275,
0.09587331116199493,
-0.19203564524650574,
0.0710250735282898,
0.16338850557804108,
-0.015875203534960747,
-0.06695690751075745,
-0.10022759437561035,
0.06068513169884682,
0.07230792194604874,
-0.10674726217985153,
-0.10655668377876282,
-0.11978348344564438,
-0.04872659221291542,
-0.11215135455131531,
0.08833786100149155,
-0.20609444379806519,
0.012339762412011623,
-0.013353214599192142,
0.04717930406332016,
-0.15668752789497375,
0.02564561367034912,
0.08387471735477448,
-0.000662095146253705,
0.028317473828792572,
-0.14530903100967407,
-0.058839764446020126,
-0.003828540211543441,
-0.15582183003425598,
-0.038795214146375656
] |
null | null | transformers |
# bert-base-ru-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-ru-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-ru-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "ru", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-ru-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"ru",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"has_space",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ru"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ru #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
|
# bert-base-ru-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-ru-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ru #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n",
"# bert-base-ru-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
66,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ru #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n# bert-base-ru-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.016575146466493607,
0.07572069764137268,
-0.003375057363882661,
0.07991161942481995,
0.07309349626302719,
-0.05844641476869583,
0.10848403722047806,
0.11596578359603882,
-0.04273361340165138,
0.002406971761956811,
0.03748312219977379,
0.0029385376255959272,
0.05149583891034126,
0.08539386093616486,
-0.034628115594387054,
-0.24468645453453064,
0.018652120605111122,
0.04967928305268288,
-0.02197752147912979,
0.07049231976270676,
0.14707112312316895,
-0.07057784497737885,
0.07777915149927139,
0.0514092817902565,
-0.04661685228347778,
0.09819141775369644,
-0.009768142364919186,
-0.12354283779859543,
0.08202200382947922,
0.09731990844011307,
0.08721558004617691,
0.026430875062942505,
0.06991730630397797,
-0.03817824646830559,
0.016889216378331184,
0.04545595124363899,
0.02021666057407856,
0.03122357651591301,
0.03880771994590759,
-0.04410295933485031,
0.049538347870111465,
-0.08585342764854431,
-0.004038086161017418,
0.059055011719465256,
-0.019811376929283142,
-0.17628838121891022,
-0.06926046311855316,
0.09003878384828568,
0.062488146126270294,
0.026088032871484756,
-0.005021858494728804,
0.1713961958885193,
-0.036948759108781815,
0.0727292150259018,
0.21157866716384888,
-0.2766464054584503,
-0.06301448494195938,
0.0725703239440918,
0.038823451846838,
0.047756634652614594,
-0.03404075652360916,
0.0427585169672966,
0.06879084557294846,
0.06999093294143677,
-0.012125944718718529,
-0.07915005832910538,
-0.06542693078517914,
-0.05034031718969345,
-0.11560645699501038,
-0.03543257340788841,
0.1902485340833664,
-0.03454824164509773,
-0.12430953979492188,
-0.03454480320215225,
-0.03858267888426781,
0.17112401127815247,
-0.045289430767297745,
-0.0035466409754008055,
0.0020530163310468197,
-0.008520491421222687,
-0.06046789512038231,
-0.11307961493730545,
-0.13720056414604187,
-0.035626109689474106,
-0.10906126350164413,
0.15574099123477936,
0.07335513085126877,
0.042443398386240005,
-0.0577748604118824,
0.009374696761369705,
-0.14148245751857758,
-0.09029114246368408,
-0.020592479035258293,
-0.0828535333275795,
0.051459379494190216,
0.005869440268725157,
-0.09161803126335144,
-0.14377641677856445,
0.12407883256673813,
0.12610693275928497,
-0.009330560453236103,
-0.013553819619119167,
-0.08768809586763382,
-0.015458431094884872,
0.048657167702913284,
0.14853796362876892,
-0.11602941155433655,
0.034716349095106125,
0.0982418954372406,
-0.07915676385164261,
0.02374136447906494,
0.022766325622797012,
-0.12278858572244644,
-0.07349704951047897,
0.03884601220488548,
0.1011914312839508,
0.004398951306939125,
0.057356029748916626,
0.016922397539019585,
-0.01913185603916645,
0.0907876268029213,
-0.1289951205253601,
0.02082553133368492,
-0.037771839648485184,
0.04311336949467659,
0.1524025946855545,
0.020823897793889046,
-0.02734927460551262,
-0.14293958246707916,
-0.06382033973932266,
-0.027883637696504593,
-0.043689556419849396,
-0.019520629197359085,
-0.13660071790218353,
0.05773456022143364,
-0.0649835541844368,
0.008040488697588444,
-0.1831524819135666,
-0.07372830808162689,
0.06194073706865311,
0.03786708414554596,
-0.03219778835773468,
-0.01663893647491932,
0.06882881373167038,
-0.005762765649706125,
-0.01590823382139206,
-0.018622757866978645,
-0.025948720052838326,
-0.02725040912628174,
0.03868567571043968,
-0.004238697234541178,
0.07265421748161316,
-0.09625059366226196,
0.043382126837968826,
-0.07761531323194504,
-0.01858774945139885,
-0.20973245799541473,
0.029213707894086838,
-0.09608273953199387,
-0.009838384576141834,
-0.13444553315639496,
-0.10376445949077606,
0.09164216369390488,
-0.0037844758480787277,
0.03762034699320793,
0.06740622222423553,
-0.05458299070596695,
-0.03633176162838936,
0.17883114516735077,
-0.09579349309206009,
-0.016557184979319572,
0.21820589900016785,
0.024601558223366737,
-0.026046348735690117,
0.11636979132890701,
0.06410342454910278,
0.08976555615663528,
-0.11229036003351212,
0.011062167584896088,
0.0635741800069809,
0.02293347381055355,
0.00041970761958509684,
0.09905017912387848,
-0.023058541119098663,
-0.059510502964258194,
0.018463991582393646,
-0.034261830151081085,
0.018812265247106552,
-0.015278499573469162,
-0.013422832824289799,
-0.04225529357790947,
-0.081199511885643,
0.0777265727519989,
0.010897918604314327,
0.034138210117816925,
-0.09230752289295197,
-0.08412271738052368,
0.06560908257961273,
0.0814531147480011,
-0.05860118195414543,
0.031469766050577164,
-0.09842384606599808,
0.07495295256376266,
-0.10883194208145142,
0.031026221811771393,
-0.1316397786140442,
-0.024811360985040665,
0.043132126331329346,
-0.020129309967160225,
0.05655317008495331,
0.0606856569647789,
0.05559496209025383,
0.024268073961138725,
-0.07879329472780228,
0.08733659982681274,
0.02758658677339554,
-0.004748837556689978,
-0.0038451054133474827,
-0.035745736211538315,
-0.04772869125008583,
-0.04270428046584129,
0.05222777649760246,
-0.022577708587050438,
0.020115582272410393,
0.014666033908724785,
0.10061287134885788,
-0.034634485840797424,
0.05438513681292534,
0.05197881534695625,
0.03296228125691414,
-0.04373142868280411,
-0.02488820068538189,
0.032070521265268326,
-0.01129940990358591,
-0.020233403891324997,
0.10808685421943665,
0.034472737461328506,
0.03449336439371109,
0.12724079191684723,
0.05212703347206116,
0.004519103094935417,
0.05820031464099884,
-0.013205881230533123,
0.01430051401257515,
-0.058421358466148376,
-0.06224445998668671,
0.11012554913759232,
0.003967388533055782,
0.0883786678314209,
-0.11762835830450058,
-0.011605548672378063,
0.031698890030384064,
-0.10279896855354309,
-0.053243909031152725,
0.08156968653202057,
0.007120358757674694,
-0.14555740356445312,
0.0913534015417099,
0.11245318502187729,
-0.059271134436130524,
0.09173725545406342,
-0.03915577009320259,
-0.09251777082681656,
0.06729418784379959,
-0.0032845488749444485,
0.03417693451046944,
-0.014159832149744034,
-0.038189563900232315,
-0.03437182307243347,
0.09674528241157532,
-0.04329785704612732,
-0.027713127434253693,
-0.0958404690027237,
0.04463367909193039,
0.01492212899029255,
-0.05276421085000038,
-0.05279597267508507,
0.024108707904815674,
0.017259033396840096,
0.08476854115724564,
0.014899265952408314,
-0.01777191087603569,
0.022564517334103584,
0.028446467593312263,
-0.03527895733714104,
0.13849426805973053,
-0.11081956326961517,
-0.3025628328323364,
-0.20997466146945953,
-0.15222936868667603,
-0.1632539927959442,
0.05217995122075081,
0.08511734008789062,
-0.09686187654733658,
-0.09916485100984573,
-0.020836416631937027,
0.08058664202690125,
0.0019643125124275684,
-0.004635554272681475,
0.029617054387927055,
0.008834702894091606,
0.036813460290431976,
-0.15127180516719818,
-0.031604085117578506,
0.043717097491025925,
-0.13651077449321747,
0.07202844321727753,
-0.057247623801231384,
0.06815684586763382,
0.04932728409767151,
-0.0617949478328228,
-0.0028230014722794294,
-0.0190256517380476,
0.09617012739181519,
-0.0027486232575029135,
0.07041310518980026,
0.24401865899562836,
-0.017365531995892525,
0.04606924206018448,
0.09232555329799652,
0.04829774424433708,
-0.012100092135369778,
0.050633300095796585,
0.03144204616546631,
-0.04978358745574951,
-0.21528393030166626,
-0.03578914329409599,
-0.039509307593107224,
0.048162028193473816,
0.059659991413354874,
0.06129233166575432,
-0.0216823760420084,
0.09269091486930847,
-0.05783701315522194,
0.0634678527712822,
0.028177917003631592,
0.07692497968673706,
0.1635492444038391,
-0.008951513096690178,
0.10876263678073883,
-0.0760587677359581,
-0.08665294945240021,
0.14077313244342804,
0.02894585393369198,
0.06042357534170151,
-0.028426416218280792,
0.0849037691950798,
0.05414241924881935,
0.05666935071349144,
0.08615445345640182,
0.19064638018608093,
-0.033108584582805634,
0.011539206840097904,
-0.026162639260292053,
-0.06457585096359253,
-0.004841072019189596,
-0.014459830708801746,
0.0341549813747406,
-0.035713255405426025,
-0.02579992637038231,
-0.09858814626932144,
0.020644787698984146,
0.27097228169441223,
0.09549605846405029,
-0.17921091616153717,
-0.10161085426807404,
0.02738991379737854,
-0.10511989146471024,
-0.08531950414180756,
0.030924150720238686,
0.04916002228856087,
-0.12574495375156403,
0.09110632538795471,
0.009741929359734058,
0.10891465097665787,
-0.013805115595459938,
0.017052482813596725,
-0.11362861841917038,
0.08378541469573975,
0.005629386752843857,
0.1254032552242279,
-0.1753692924976349,
0.12151814252138138,
0.017051927745342255,
0.017010482028126717,
-0.11700255423784256,
0.06259524077177048,
0.05969460681080818,
0.0794522687792778,
0.0917702317237854,
-0.005564729683101177,
0.14429058134555817,
-0.10696106404066086,
-0.10357904434204102,
0.057896196842193604,
0.018280142918229103,
0.002702126046642661,
0.0887664258480072,
-0.03700600564479828,
-0.034138407558202744,
-0.01688786968588829,
0.07047717273235321,
-0.1458185464143753,
-0.13401484489440918,
0.0408584401011467,
0.03428824618458748,
-0.0438929907977581,
-0.0625070258975029,
-0.1081085205078125,
-0.04300028458237648,
0.17498376965522766,
0.17538465559482574,
-0.14794334769248962,
-0.08907196670770645,
-0.05819803103804588,
0.1355581283569336,
-0.08870979398488998,
0.08319798111915588,
-0.06316401064395905,
0.1683715581893921,
-0.04745502769947052,
-0.10984603315591812,
-0.008949045091867447,
-0.10010800510644913,
-0.07425971329212189,
0.05099322646856308,
0.11895015090703964,
-0.012736045755445957,
0.03674182668328285,
0.05863111466169357,
-0.009899768978357315,
-0.003574119647964835,
-0.06672515720129013,
-0.053320590406656265,
0.05572923645377159,
0.11254601180553436,
0.08034802228212357,
-0.08550314605236053,
-0.17474882304668427,
-0.01987444795668125,
0.000518189393915236,
0.1690220981836319,
0.2070944607257843,
-0.026288330554962158,
0.05199332907795906,
0.2599756121635437,
0.004697285592556,
-0.2790997624397278,
-0.16038818657398224,
-0.014889433979988098,
0.011608702130615711,
-0.038150329142808914,
-0.1335989236831665,
0.10560207813978195,
0.03090282902121544,
-0.02949935756623745,
-0.08383163809776306,
-0.1324525624513626,
-0.08229335397481918,
0.20671501755714417,
0.05957039073109627,
0.1046864464879036,
-0.11361127346754074,
-0.025067634880542755,
-0.09474311023950577,
-0.1674196422100067,
0.08284318447113037,
-0.09977249056100845,
0.09958972036838531,
-0.004936175420880318,
0.06092623248696327,
0.028575800359249115,
0.005207139067351818,
0.1017085537314415,
-0.05718783289194107,
-0.048576470464468,
-0.07783482223749161,
0.05136542767286301,
0.08809167146682739,
-0.001612199586816132,
0.17659728229045868,
-0.04747045040130615,
0.006857696920633316,
0.022740809246897697,
-0.06956832110881805,
-0.06884574890136719,
0.09559909999370575,
0.011955861002206802,
-0.08597621321678162,
-0.05685707926750183,
0.0025176098570227623,
-0.05228287726640701,
-0.03497006744146347,
0.078590989112854,
-0.010966604575514793,
0.04608476161956787,
0.1569932997226715,
0.14158347249031067,
-0.09455481171607971,
0.06324069201946259,
-0.031183341518044472,
-0.10927034169435501,
0.05283337086439133,
-0.05861804634332657,
0.06483837962150574,
0.04680338129401207,
-0.0018344111740589142,
0.07746539264917374,
0.02329537644982338,
-0.08974409848451614,
-0.009684262797236443,
0.07599438726902008,
-0.09531999379396439,
-0.16321370005607605,
-0.046957917511463165,
-0.03900812566280365,
-0.0843852236866951,
0.08528098464012146,
0.1468597799539566,
-0.051968052983284,
-0.10106707364320755,
0.014330517500638962,
0.044577278196811676,
-0.04841232672333717,
0.08700628578662872,
0.0804038792848587,
0.0092158829793334,
-0.10100419074296951,
0.11573342978954315,
0.11674962192773819,
-0.08691226691007614,
0.03689281642436981,
0.0652666985988617,
-0.08079742640256882,
-0.09128892421722412,
0.04935205727815628,
-0.0345304049551487,
-0.07818551361560822,
-0.06949850916862488,
-0.03804818168282509,
-0.10231823474168777,
0.03068947046995163,
0.11673065274953842,
0.08181916177272797,
-0.028954684734344482,
-0.030887525528669357,
0.0013829668750986457,
-0.0595572255551815,
0.09283211827278137,
0.08964724838733673,
0.04948727786540985,
-0.09853409975767136,
0.02370266616344452,
-0.03915959969162941,
0.11768047511577606,
-0.051176685839891434,
-0.01949382945895195,
-0.09582669287919998,
-0.02914448082447052,
-0.2793244421482086,
0.025126863270998,
-0.10031413286924362,
-0.000550529221072793,
-0.011602221988141537,
-0.08674732595682144,
-0.024638965725898743,
0.04405166208744049,
-0.09127640724182129,
-0.01962999254465103,
-0.02159195765852928,
0.10815498232841492,
-0.12541471421718597,
-0.026117149740457535,
0.07262130081653595,
-0.03635159134864807,
0.10187602043151855,
0.04900416359305382,
-0.0641731321811676,
0.09115871042013168,
-0.07287926971912384,
-0.09251795709133148,
0.02914062701165676,
0.05421937629580498,
0.05541513115167618,
-0.08710882812738419,
0.03542318195104599,
0.0730891227722168,
0.010660571046173573,
0.007196498569101095,
0.11679518222808838,
-0.06742820143699646,
-0.027085190638899803,
-0.0015001582214608788,
-0.05360473692417145,
-0.02182403765618801,
0.022255998104810715,
0.1477718949317932,
0.0835895836353302,
0.07603973895311356,
-0.08862339705228806,
0.00831923633813858,
-0.05264127999544144,
0.021363390609622,
-0.08023055642843246,
-0.14018148183822632,
0.0032323289196938276,
-0.045969102531671524,
-0.0025342213921248913,
0.025057144463062286,
0.08324963599443436,
0.0036509630735963583,
0.11058803647756577,
0.0013841037871316075,
0.04110012948513031,
0.09410452842712402,
-0.007157067768275738,
0.16935047507286072,
0.016493890434503555,
-0.04232392832636833,
-0.09111526608467102,
0.0007183709531091154,
0.04150506481528282,
0.014499666169285774,
0.04958702623844147,
0.08479233831167221,
0.037835493683815,
0.05183654651045799,
0.05711193382740021,
0.04162779077887535,
-0.07147996127605438,
-0.16302990913391113,
0.05809370428323746,
0.06924373656511307,
-0.08941001445055008,
0.09407969564199448,
0.13298377394676208,
-0.07833501696586609,
0.03458429500460625,
-0.016575269401073456,
-0.035717952996492386,
-0.12762193381786346,
-0.13715195655822754,
-0.07023244351148605,
-0.08552125096321106,
-0.03849127143621445,
-0.10711953788995743,
0.025890812277793884,
0.03302502632141113,
0.0770239308476448,
-0.03548983484506607,
0.1509610414505005,
-0.16822704672813416,
-0.08949274569749832,
0.05950479581952095,
-0.015333620831370354,
0.02449786104261875,
0.07288685441017151,
-0.0009966929210349917,
-0.005074622575193644,
0.09191791713237762,
0.034469179809093475,
0.047678589820861816,
0.04962174594402313,
0.03994749113917351,
-0.07649369537830353,
-0.06633636355400085,
-0.04809197038412094,
0.01082126796245575,
0.04755328595638275,
0.14468149840831757,
0.041321419179439545,
-0.028038322925567627,
0.028885170817375183,
0.1555866301059723,
-0.056221719831228256,
-0.17126433551311493,
-0.14085829257965088,
0.23542216420173645,
0.0019026988884434104,
0.016672682017087936,
0.045622844249010086,
-0.0966440737247467,
-0.09228778630495071,
0.24460507929325104,
0.13418982923030853,
0.08999301493167877,
0.028141574934124947,
-0.008936057798564434,
0.007643571123480797,
-0.029849015176296234,
0.1114753857254982,
0.06782440096139908,
0.11943826824426651,
-0.05535490810871124,
0.023452559486031532,
-0.0012653728481382132,
0.009807894006371498,
-0.23106925189495087,
0.04422997310757637,
-0.0082710525020957,
-0.06680978834629059,
0.008125768043100834,
0.0851249098777771,
0.001034668181091547,
-0.14586785435676575,
-0.12108064442873001,
-0.026962561532855034,
-0.10206345468759537,
0.017896173521876335,
-0.009105626493692398,
0.011082729324698448,
0.06605134904384613,
-0.026781179010868073,
0.09625469148159027,
0.14923249185085297,
0.037089113146066666,
-0.041411563754081726,
-0.02526785619556904,
0.18513841927051544,
-0.004632614087313414,
0.11284766346216202,
0.03434816747903824,
0.019375860691070557,
0.11014801263809204,
-0.021989932283759117,
-0.124527208507061,
0.0400557741522789,
0.029399709776043892,
-0.04195767641067505,
0.062087420374155045,
0.09146831184625626,
-0.04652899503707886,
-0.019946584478020668,
-0.027679020538926125,
-0.03913265839219093,
-0.005472050979733467,
0.05562729015946388,
0.06672388315200806,
-0.08048424869775772,
0.09774789959192276,
-0.18016238510608673,
0.0704822763800621,
0.14684270322322845,
-0.032005637884140015,
-0.03633904084563255,
-0.09266459196805954,
0.07807853072881699,
0.05542238801717758,
-0.10521160066127777,
-0.0457972027361393,
-0.11507654190063477,
-0.016443360596895218,
-0.1076669991016388,
0.08329709619283676,
-0.20611493289470673,
0.006428547203540802,
-0.0024757510982453823,
0.042547937482595444,
-0.14913107454776764,
0.04390456900000572,
0.09758622199296951,
-0.007856572046875954,
0.020483147352933884,
-0.1013939306139946,
-0.05530287325382233,
0.008404281921684742,
-0.12618862092494965,
-0.0457855761051178
] |
null | null | transformers |
# bert-base-sw-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-sw-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-sw-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "sw", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-sw-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"sw",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"sw"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-sw-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-sw-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-sw-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
102,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-sw-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.014069011434912682,
0.08052958548069,
-0.0028322439175099134,
0.0827597826719284,
0.09404473006725311,
-0.03593233972787857,
0.10866326838731766,
0.11731170117855072,
-0.028376707807183266,
-0.046596817672252655,
0.02494685724377632,
0.01932390220463276,
0.05229693278670311,
0.06477689743041992,
-0.01826760172843933,
-0.2647494673728943,
-0.00632244860753417,
0.09631165862083435,
-0.03800472244620323,
0.04358585178852081,
0.14353281259536743,
-0.0714636817574501,
0.07137618213891983,
0.04825505614280701,
-0.06574372947216034,
0.09918762743473053,
-0.037200137972831726,
-0.10678771138191223,
0.08344446122646332,
0.11276278644800186,
0.09202105551958084,
0.04319560155272484,
0.08585298806428909,
-0.03194297477602959,
0.0146002983674407,
0.015960874035954475,
0.018993424251675606,
0.027860471978783607,
0.037784334272146225,
-0.025241682305932045,
0.010013796389102936,
-0.08070650696754456,
-0.013916511088609695,
0.06758972257375717,
-0.0038718441501259804,
-0.15178543329238892,
-0.04934782162308693,
0.08596685528755188,
0.06291533261537552,
-0.0014739320613443851,
0.02433360181748867,
0.1700124889612198,
-0.0359872467815876,
0.062502421438694,
0.19603179395198822,
-0.2579917311668396,
-0.05122997611761093,
0.045861292630434036,
0.0524396151304245,
0.0011420215014368296,
-0.038864847272634506,
0.0402468740940094,
0.05434416979551315,
0.0646606981754303,
-0.01247871108353138,
-0.09763293713331223,
-0.07461497187614441,
-0.04059840738773346,
-0.08753333240747452,
-0.02498677559196949,
0.1916261911392212,
-0.029034359380602837,
-0.12356118112802505,
-0.02527768537402153,
-0.01629737764596939,
0.19058780372142792,
-0.06136149540543556,
0.0021100130397826433,
0.01858549937605858,
0.0007506857509724796,
-0.0695570632815361,
-0.13281433284282684,
-0.12749876081943512,
-0.042793627828359604,
-0.09468978643417358,
0.12841854989528656,
0.06717712432146072,
0.034110698848962784,
-0.05310145393013954,
0.0055845873430371284,
-0.10481545329093933,
-0.08486413210630417,
-0.0014669228112325072,
-0.07384631037712097,
0.027417896315455437,
0.0009817059617489576,
-0.08258901536464691,
-0.15870361030101776,
0.10830797255039215,
0.11345797032117844,
0.031113730743527412,
-0.009733891114592552,
-0.09002292901277542,
-0.02443564310669899,
0.06450741738080978,
0.1071867048740387,
-0.06941821426153183,
-0.009662692435085773,
0.09119391441345215,
-0.09534372389316559,
-0.0019204097334295511,
0.02362111397087574,
-0.1502564698457718,
-0.08378331363201141,
0.0023159892298281193,
0.08727949112653732,
0.019055329263210297,
0.06903532147407532,
0.039330966770648956,
-0.041463885456323624,
0.1124863475561142,
-0.11933199316263199,
0.030744560062885284,
-0.03757384046912193,
0.07000862061977386,
0.1856258511543274,
0.028476011008024216,
-0.02370470203459263,
-0.14172640442848206,
-0.05987134948372841,
-0.0241546593606472,
-0.04014982655644417,
-0.02381596714258194,
-0.11888395994901657,
0.060611791908741,
-0.056949034333229065,
0.0015568668022751808,
-0.1624249964952469,
-0.12630026042461395,
0.07207626849412918,
0.05817726254463196,
-0.01857125200331211,
-0.04086339473724365,
0.06696335971355438,
0.03760605677962303,
-0.012204834260046482,
-0.0368490144610405,
0.01117616705596447,
-0.019560344517230988,
0.028063898906111717,
-0.0032081769313663244,
0.059371545910835266,
-0.12395501136779785,
0.04376289248466492,
-0.04919157549738884,
-0.02081100456416607,
-0.20385509729385376,
0.04477305710315704,
-0.09850171208381653,
0.015279985964298248,
-0.12816721200942993,
-0.08724597841501236,
0.07053747773170471,
0.01527672354131937,
0.023946739733219147,
0.07699905335903168,
-0.08375988155603409,
-0.04880024492740631,
0.14886005222797394,
-0.07573289424180984,
-0.003619592636823654,
0.19830267131328583,
0.01227350439876318,
-0.01708286628127098,
0.12359898537397385,
0.06079588457942009,
0.11744819581508636,
-0.10720716416835785,
0.01342159602791071,
0.09920357167720795,
0.014951965771615505,
-0.06396147608757019,
0.0974791944026947,
-0.010116047225892544,
-0.09276530891656876,
0.028043286874890327,
-0.04050316661596298,
0.04656107351183891,
-0.012564520351588726,
-0.011881614103913307,
-0.032676126807928085,
-0.08239755034446716,
0.06115587055683136,
0.023676924407482147,
0.057929761707782745,
-0.07693932205438614,
-0.07510235160589218,
0.14045016467571259,
0.06410856544971466,
-0.06086554750800133,
0.05005267634987831,
-0.09624353796243668,
0.02773425541818142,
-0.10921294242143631,
0.04064612090587616,
-0.12436742335557938,
-0.012692867778241634,
0.047405943274497986,
-0.008900078944861889,
0.07366840541362762,
0.08595991879701614,
0.0489383190870285,
0.01749609224498272,
-0.08811590075492859,
0.11001954972743988,
0.06568408757448196,
-0.007297451142221689,
-0.016878638416528702,
-0.03517129644751549,
-0.07501498609781265,
-0.036412037909030914,
0.020671214908361435,
-0.0022726969327777624,
0.01911969482898712,
-0.006476189009845257,
0.09555903822183609,
-0.05370257422327995,
0.05446602404117584,
0.05694103240966797,
0.029777683317661285,
-0.04280471429228783,
-0.011266183108091354,
0.05357455462217331,
0.009189151227474213,
-0.02111632004380226,
0.10360003262758255,
0.06950186938047409,
0.005368449725210667,
0.1249057948589325,
0.020185602828860283,
0.01857708767056465,
0.012913412414491177,
-0.008538555353879929,
-0.0036000756081193686,
-0.04830409958958626,
-0.08308328688144684,
0.12891851365566254,
0.006896061357110739,
0.11121976375579834,
-0.10323089361190796,
-0.010257493704557419,
0.012337157502770424,
-0.0680542141199112,
-0.036628127098083496,
0.045703351497650146,
0.06136346980929375,
-0.14243260025978088,
0.08132626861333847,
0.09544230997562408,
-0.045071568340063095,
0.11094314604997635,
-0.050620581954717636,
-0.06442227214574814,
0.06358525156974792,
-0.02742292732000351,
0.03138580173254013,
-0.020744383335113525,
-0.08439208567142487,
-0.04046335816383362,
0.10208986699581146,
-0.05453810840845108,
-0.01650124229490757,
-0.06838109344244003,
0.04632062464952469,
0.034072838723659515,
-0.047583386301994324,
-0.05523267760872841,
-0.000602305808570236,
0.008587328717112541,
0.04761238023638725,
0.010668203234672546,
-0.00267285224981606,
0.03461190313100815,
0.030649617314338684,
-0.034623920917510986,
0.12264254689216614,
-0.11059274524450302,
-0.2870842218399048,
-0.2272448092699051,
-0.1899724155664444,
-0.14954061806201935,
0.05932854861021042,
0.08782027661800385,
-0.07829269021749496,
-0.09793046861886978,
-0.002789969090372324,
0.06909998506307602,
-0.010817049071192741,
0.004862891510128975,
0.042985256761312485,
0.011441760696470737,
0.014017598703503609,
-0.16531337797641754,
-0.01533396914601326,
0.04943423345685005,
-0.1085275262594223,
0.055316295474767685,
-0.0817147046327591,
0.06318546831607819,
0.04368613287806511,
-0.060381509363651276,
0.0037293771747499704,
-0.027834318578243256,
0.0817650631070137,
0.027165178209543228,
0.06802953779697418,
0.211400106549263,
-0.012862379662692547,
0.044688593596220016,
0.07552439719438553,
0.06537730991840363,
0.0003907928476110101,
0.02955501712858677,
0.029660383239388466,
-0.05614066869020462,
-0.21323102712631226,
-0.02886652760207653,
-0.052156511694192886,
0.041084788739681244,
0.07047941535711288,
0.051960382610559464,
-0.04301460087299347,
0.10367345064878464,
-0.05210268869996071,
0.11730165779590607,
-0.014966421760618687,
0.08179917931556702,
0.17323775589466095,
-0.005624100565910339,
0.09894023090600967,
-0.08410301804542542,
-0.09498497098684311,
0.125898540019989,
0.04878323897719383,
0.056183986365795135,
-0.001851588487625122,
0.13075076043605804,
0.04376400262117386,
0.018977148458361626,
0.09691731631755829,
0.2221989631652832,
-0.03404969349503517,
0.01592608354985714,
-0.04091957211494446,
-0.05920197069644928,
-0.0062650227919220924,
-0.026847468689084053,
0.05750693008303642,
-0.06556304544210434,
-0.011969181708991528,
-0.10192754119634628,
-0.012642810121178627,
0.270143985748291,
0.04303230717778206,
-0.1401619166135788,
-0.06210663542151451,
0.030112221837043762,
-0.12016221135854721,
-0.08546128869056702,
0.012036096304655075,
0.02253604307770729,
-0.1225544810295105,
0.11205042898654938,
0.02154446765780449,
0.1269172579050064,
-0.01591441221535206,
0.0371415801346302,
-0.12945754826068878,
0.05749164894223213,
0.014096214435994625,
0.1305043250322342,
-0.15943127870559692,
0.11301267892122269,
0.0304384995251894,
0.022068539634346962,
-0.12830714881420135,
0.07128562778234482,
0.041468724608421326,
0.07770494371652603,
0.08117833733558655,
-0.010178850032389164,
0.13346967101097107,
-0.07468459010124207,
-0.08581264317035675,
0.05544273555278778,
0.005758028477430344,
0.00259522907435894,
0.08199704438447952,
-0.021418608725070953,
-0.04907402768731117,
-0.016094079241156578,
0.08576804399490356,
-0.1516190618276596,
-0.16086849570274353,
0.044620249420404434,
0.01635577529668808,
-0.05853545293211937,
-0.026319636031985283,
-0.1039234921336174,
-0.06584535539150238,
0.1889287829399109,
0.12248015403747559,
-0.13503298163414001,
-0.10288677364587784,
-0.07040003687143326,
0.13006801903247833,
-0.0831046849489212,
0.06764061003923416,
-0.04630099609494209,
0.15180975198745728,
-0.06840861588716507,
-0.12443607300519943,
-0.019544076174497604,
-0.10008766502141953,
-0.03467586264014244,
0.03218955546617508,
0.11261119693517685,
-0.03833339363336563,
0.06109043210744858,
0.06585071980953217,
-0.035690922290086746,
0.005076094064861536,
-0.06756222248077393,
-0.07125503569841385,
0.030388742685317993,
0.11961211264133453,
0.05300626903772354,
-0.1122528538107872,
-0.15936759114265442,
0.016479022800922394,
-0.0022819621954113245,
0.1938512772321701,
0.18511053919792175,
-0.015850838273763657,
0.0778939500451088,
0.2840728461742401,
-0.025430811569094658,
-0.27539199590682983,
-0.1709708273410797,
0.011559215374290943,
0.009168623015284538,
-0.051691897213459015,
-0.17456114292144775,
0.13551373779773712,
0.028748925775289536,
-0.024880293756723404,
-0.10241227596998215,
-0.06896546483039856,
-0.08651960641145706,
0.19670796394348145,
0.04320692643523216,
0.13819321990013123,
-0.12496432662010193,
-0.04227485507726669,
-0.13072270154953003,
-0.21101689338684082,
0.13001227378845215,
-0.05009577050805092,
0.10742903500795364,
-0.0035221497528254986,
0.043650995939970016,
0.025511501356959343,
0.002174879889935255,
0.08515845984220505,
-0.0003109609824605286,
-0.05404851213097572,
-0.06691811233758926,
0.040240541100502014,
0.0992238000035286,
0.012529639527201653,
0.1721683144569397,
-0.06845857203006744,
-0.02989307790994644,
-0.02342633716762066,
-0.08377721160650253,
-0.05890718474984169,
0.09803136438131332,
0.020048854872584343,
-0.09140963107347488,
-0.025041861459612846,
-0.01644725538790226,
-0.039781276136636734,
-0.028403880074620247,
0.08358205854892731,
-0.021918905898928642,
0.0003044102049898356,
0.157523512840271,
0.18510782718658447,
-0.14353828132152557,
0.022283360362052917,
-0.04239471256732941,
-0.11350465565919876,
0.04599450156092644,
-0.048357244580984116,
0.059548646211624146,
0.028689512982964516,
0.009827579371631145,
0.06583644449710846,
0.02824494242668152,
-0.06138318404555321,
-0.022003747522830963,
0.08219224214553833,
-0.06454482674598694,
-0.14732936024665833,
-0.06246454268693924,
-0.028137942776083946,
-0.09866601973772049,
0.07496970891952515,
0.11965504288673401,
-0.023034116253256798,
-0.09812246263027191,
0.0215428676456213,
0.005071777384728193,
-0.04710998386144638,
0.08142329007387161,
0.08482887595891953,
0.01779293268918991,
-0.11724282801151276,
0.09669465571641922,
0.11796095967292786,
-0.07931429892778397,
0.03283795341849327,
0.08923693001270294,
-0.06990698724985123,
-0.09682366251945496,
0.05327010899782181,
0.028219878673553467,
-0.09515678882598877,
-0.05734090879559517,
-0.03521158918738365,
-0.08957192301750183,
0.03181998059153557,
0.09420474618673325,
0.07108215987682343,
-0.03311833366751671,
-0.0497453473508358,
0.0005097538232803345,
-0.06413204222917557,
0.055479563772678375,
0.08189515024423599,
0.06070892512798309,
-0.07736783474683762,
0.04525551199913025,
-0.05306501314043999,
0.13978824019432068,
-0.05170741677284241,
-0.011327791027724743,
-0.0943722128868103,
-0.02713809162378311,
-0.27384817600250244,
0.03353678807616234,
-0.1209227666258812,
-0.001571326982229948,
0.005441781599074602,
-0.07486727833747864,
-0.018045851960778236,
0.02916555479168892,
-0.09902821481227875,
-0.007296855561435223,
-0.00018252893642056733,
0.10765191912651062,
-0.07981536537408829,
-0.013904441148042679,
0.06168201565742493,
-0.03349919617176056,
0.08059779554605484,
0.035131536424160004,
-0.07005390524864197,
0.09388995170593262,
-0.046568453311920166,
-0.12243524193763733,
0.005308049265295267,
0.06175566464662552,
0.055445097386837006,
-0.012943988665938377,
0.028019823133945465,
0.07711721211671829,
0.04823043569922447,
0.004853539168834686,
0.12798231840133667,
-0.06883212924003601,
-0.004510899074375629,
0.005190899129956961,
-0.07831169664859772,
-0.006458984687924385,
0.017646336928009987,
0.1557893455028534,
0.07549029588699341,
0.07376129180192947,
-0.06769680976867676,
0.011598111130297184,
-0.05500653758645058,
0.01976516656577587,
-0.07622233033180237,
-0.1370367407798767,
0.009716139174997807,
-0.07014008611440659,
-0.01143974531441927,
0.04895269125699997,
0.08882857114076614,
-0.0011501021217554808,
0.10742353647947311,
-0.009127994067966938,
0.04821525141596794,
0.10901641845703125,
-0.027024490758776665,
0.21297720074653625,
0.030530501157045364,
-0.03350246697664261,
-0.071265310049057,
0.012104777619242668,
0.038664769381284714,
0.04279515892267227,
0.03675731644034386,
0.08153163641691208,
0.004080275073647499,
0.07460900396108627,
0.0814208984375,
0.05020103603601456,
-0.08933272957801819,
-0.13781186938285828,
0.08762546628713608,
0.07984422147274017,
-0.10613962262868881,
0.09978147596120834,
0.08944348245859146,
-0.08670651912689209,
0.05048564821481705,
0.01886751689016819,
-0.038112394511699677,
-0.12970970571041107,
-0.15682187676429749,
-0.06394968181848526,
-0.071348637342453,
-0.029550500214099884,
-0.08940129727125168,
0.016406595706939697,
0.034010086208581924,
0.0715385228395462,
-0.015867846086621284,
0.11927331984043121,
-0.16610582172870636,
-0.07498650997877121,
0.038236819207668304,
-0.019770797342061996,
0.023563899099826813,
0.04275757074356079,
0.009961547330021858,
-0.009107048623263836,
0.09076563268899918,
0.013871549628674984,
0.03836777061223984,
0.06244629994034767,
0.030593914911150932,
-0.048013828694820404,
-0.0665842667222023,
-0.06638514250516891,
0.0009858320700004697,
0.06160014867782593,
0.16195912659168243,
0.02105005271732807,
-0.02627115696668625,
0.01470876857638359,
0.08960112929344177,
-0.04048151895403862,
-0.19179154932498932,
-0.12402725219726562,
0.22092819213867188,
0.013326933607459068,
0.009073726832866669,
0.04313793033361435,
-0.07701123505830765,
-0.07855814695358276,
0.2687627375125885,
0.15525135397911072,
0.0857498049736023,
0.018624017015099525,
0.0010547344572842121,
0.011538786813616753,
-0.01555477175861597,
0.1367771029472351,
0.04251600801944733,
0.12053050845861435,
-0.04408736899495125,
0.003571073990315199,
0.01740242727100849,
-0.00321002840064466,
-0.2506452202796936,
0.051563724875450134,
-0.006475119851529598,
-0.0789383202791214,
0.037846267223358154,
0.06791035085916519,
-0.011926261708140373,
-0.1361008733510971,
-0.13355813920497894,
-0.007498661521822214,
-0.08582299202680588,
-0.002815886167809367,
-0.008191365748643875,
0.02458169125020504,
0.047050103545188904,
-0.02935081161558628,
0.09314404428005219,
0.15236318111419678,
0.020105399191379547,
-0.10033268481492996,
-0.010343198664486408,
0.19887800514698029,
-0.022488068789243698,
0.09498300403356552,
0.03748133033514023,
0.034429773688316345,
0.08734813332557678,
0.0008216972928494215,
-0.12217668443918228,
0.018478671088814735,
0.012181190773844719,
-0.048589419573545456,
0.08111252635717392,
0.08789020776748657,
-0.060754694044589996,
-0.011224265210330486,
-0.06958146393299103,
-0.04271421954035759,
-0.0017189964419230819,
0.10226020961999893,
0.05236911028623581,
-0.06839092820882797,
0.09420449286699295,
-0.1793649047613144,
0.08096357434988022,
0.14059865474700928,
-0.01790943183004856,
-0.06326980143785477,
-0.09812038391828537,
0.06875009834766388,
0.06553669273853302,
-0.11670151352882385,
-0.09049813449382782,
-0.12686225771903992,
-0.042336367070674896,
-0.11696406453847885,
0.08275485038757324,
-0.19121089577674866,
-0.0025089201517403126,
-0.009190044365823269,
0.046342235058546066,
-0.15645764768123627,
0.025530224665999413,
0.10831961780786514,
-0.005873206537216902,
0.025768479332327843,
-0.1250271201133728,
-0.050634510815143585,
-0.011062415316700935,
-0.14779254794120789,
-0.04680737107992172
] |
null | null | transformers |
# bert-base-th-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-th-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-th-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "th", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-th-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"th",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"th"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #th #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-th-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-th-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #th #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-th-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #th #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-th-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.009867365472018719,
0.0651811808347702,
-0.0033392717596143484,
0.09713109582662582,
0.09421394765377045,
-0.035842765122652054,
0.10187724977731705,
0.12845222651958466,
-0.019373536109924316,
-0.042790431529283524,
0.020053688436746597,
0.020727042108774185,
0.04295659065246582,
0.06570851802825928,
-0.024357039481401443,
-0.2785737216472626,
-0.013075069524347782,
0.10301340371370316,
-0.03877241164445877,
0.045623090118169785,
0.15130208432674408,
-0.06550034135580063,
0.07695643603801727,
0.03546042740345001,
-0.06207992509007454,
0.10044149309396744,
-0.036431219428777695,
-0.09844476729631424,
0.09400872886180878,
0.12079247087240219,
0.0882687196135521,
0.038901444524526596,
0.06690264493227005,
-0.032136715948581696,
0.01593763381242752,
0.027977706864476204,
0.016295624896883965,
0.02679387666285038,
0.026790866628289223,
-0.023892709985375404,
0.03145085275173187,
-0.08497828990221024,
-0.019315753132104874,
0.06336856633424759,
-0.016462666913866997,
-0.15462814271450043,
-0.05513007938861847,
0.06957424432039261,
0.05323310196399689,
0.0005405097035691142,
0.020844118669629097,
0.180604487657547,
-0.035356927663087845,
0.06907875090837479,
0.20365768671035767,
-0.2569013237953186,
-0.055132873356342316,
0.05378098785877228,
0.05989077314734459,
0.007466740440577269,
-0.037983816117048264,
0.031448427587747574,
0.05545767769217491,
0.06682956963777542,
-0.01403006725013256,
-0.10052680969238281,
-0.07798954099416733,
-0.04979563504457474,
-0.08345472812652588,
-0.026472408324480057,
0.19436746835708618,
-0.027515031397342682,
-0.11555508524179459,
-0.023926595225930214,
-0.01896275393664837,
0.1870625764131546,
-0.06547440588474274,
-0.007098587229847908,
0.01951332576572895,
-0.005491755437105894,
-0.0627712681889534,
-0.1487010270357132,
-0.12569604814052582,
-0.02398432046175003,
-0.10902582108974457,
0.12333159893751144,
0.07172314822673798,
0.0218843724578619,
-0.05579489842057228,
0.0008902050903998315,
-0.11676662415266037,
-0.07646201550960541,
-0.0008529784390702844,
-0.07946756482124329,
0.04582691937685013,
-0.00684142904356122,
-0.07652543485164642,
-0.13710816204547882,
0.1025114506483078,
0.11533495783805847,
0.0124540776014328,
-0.009299306198954582,
-0.11234752088785172,
-0.023502958938479424,
0.06059953197836876,
0.09617025405168533,
-0.07755088806152344,
0.0024661135394126177,
0.09995502978563309,
-0.08641982823610306,
-0.006651473697274923,
0.03035896085202694,
-0.1542520672082901,
-0.0839533880352974,
0.011419286951422691,
0.10028544813394547,
0.019256064668297768,
0.07653956860303879,
0.032542772591114044,
-0.044974587857723236,
0.12188692390918732,
-0.11682487279176712,
0.03261019289493561,
-0.03776837885379791,
0.06544779241085052,
0.1793818473815918,
0.02417750097811222,
-0.023577021434903145,
-0.14558912813663483,
-0.07018119096755981,
-0.020169679075479507,
-0.04119962453842163,
-0.014364604838192463,
-0.12902656197547913,
0.0654396116733551,
-0.07925666868686676,
0.0077663627453148365,
-0.16753235459327698,
-0.08375746756792068,
0.08361376821994781,
0.06499113142490387,
-0.028791312128305435,
-0.048971984535455704,
0.06181744486093521,
0.03148834407329559,
-0.023509234189987183,
-0.03385653346776962,
0.004606885835528374,
-0.020722053945064545,
0.029118983075022697,
0.0030150057282298803,
0.07372132688760757,
-0.12576225399971008,
0.04264987260103226,
-0.038150399923324585,
-0.01890205591917038,
-0.22089630365371704,
0.035460736602544785,
-0.09253764152526855,
0.003487390698865056,
-0.14161711931228638,
-0.09387627243995667,
0.07333114743232727,
0.015006483532488346,
0.020978007465600967,
0.07325340807437897,
-0.07215797156095505,
-0.04379229247570038,
0.1622305065393448,
-0.05805534869432449,
-0.004526650067418814,
0.20116554200649261,
0.012000053189694881,
-0.002237932523712516,
0.12002173811197281,
0.0495966337621212,
0.10379986464977264,
-0.12404964864253998,
0.02433902397751808,
0.10565181821584702,
0.014661174267530441,
-0.04906792193651199,
0.0894407331943512,
-0.011416062712669373,
-0.09300070255994797,
0.01752946339547634,
-0.024015573784708977,
0.040335413068532944,
-0.01665504463016987,
-0.008610345423221588,
-0.026608575135469437,
-0.07292783260345459,
0.07821597158908844,
0.026668734848499298,
0.053537871688604355,
-0.07651758939027786,
-0.07596592605113983,
0.12759457528591156,
0.05617543309926987,
-0.06477288901805878,
0.05722806602716446,
-0.09657319635152817,
0.02707475796341896,
-0.10819055140018463,
0.03743010386824608,
-0.12284349650144577,
-0.018956182524561882,
0.05639425292611122,
0.004936366342008114,
0.06848397850990295,
0.09333661943674088,
0.05445534735918045,
0.005462531931698322,
-0.10420040786266327,
0.12495449930429459,
0.07557284832000732,
-0.011615782976150513,
-0.018289968371391296,
-0.03806275501847267,
-0.0645097866654396,
-0.039846740663051605,
0.032343409955501556,
-0.005530138965696096,
0.0093160942196846,
0.002328169997781515,
0.09473209828138351,
-0.04412936791777611,
0.06827567517757416,
0.05577408894896507,
0.0319332554936409,
-0.04548267275094986,
-0.014898932538926601,
0.05947065353393555,
0.0035073438193649054,
-0.009716530330479145,
0.11893220245838165,
0.0665225237607956,
-0.00732314120978117,
0.1317467987537384,
0.018650542944669724,
0.016600068658590317,
0.0020685733761638403,
-0.011397350579500198,
-0.0033471148926764727,
-0.02841915935277939,
-0.08556513488292694,
0.1381319761276245,
0.008375733159482479,
0.11901895701885223,
-0.11189447343349457,
-0.01837640255689621,
0.01962384767830372,
-0.06439380347728729,
-0.05028531327843666,
0.05237933620810509,
0.061334334313869476,
-0.14043357968330383,
0.07561678439378738,
0.09314346313476562,
-0.037958480417728424,
0.09664614498615265,
-0.03817989304661751,
-0.06253096461296082,
0.06684328615665436,
-0.011201437562704086,
0.044768910855054855,
-0.03224295750260353,
-0.1011447161436081,
-0.03674538433551788,
0.09816502779722214,
-0.05247875303030014,
-0.01390388049185276,
-0.06593286246061325,
0.04390375316143036,
0.034133780747652054,
-0.04985863342881203,
-0.041157837957143784,
0.011503375135362148,
0.01763954386115074,
0.05455276742577553,
0.024979032576084137,
-0.00870479829609394,
0.03449613228440285,
0.03653664141893387,
-0.02783253602683544,
0.12409599125385284,
-0.11120371520519257,
-0.3007459342479706,
-0.21024850010871887,
-0.20784464478492737,
-0.1452171355485916,
0.05877115949988365,
0.09043005108833313,
-0.08000312745571136,
-0.09094647318124771,
-0.011349404230713844,
0.07924230396747589,
-0.022540397942066193,
-0.003957493230700493,
0.030907727777957916,
0.01826978474855423,
0.014668718911707401,
-0.16146637499332428,
-0.01632928103208542,
0.05478862673044205,
-0.11683264374732971,
0.06431296467781067,
-0.10361114144325256,
0.05986427515745163,
0.033058516681194305,
-0.06330890953540802,
0.005116499960422516,
-0.040339961647987366,
0.09135925024747849,
0.020156200975179672,
0.07505641877651215,
0.19859790802001953,
-0.0020958292298018932,
0.04547007754445076,
0.09285176545381546,
0.06039469689130783,
-0.001291111228056252,
0.03559986874461174,
0.04689230024814606,
-0.05136274918913841,
-0.21079589426517487,
-0.024545719847083092,
-0.05920533463358879,
0.04064621776342392,
0.08765479922294617,
0.055138178169727325,
-0.03084484115242958,
0.09288031607866287,
-0.05546592175960541,
0.12686099112033844,
-0.00984396506100893,
0.08168312907218933,
0.18098808825016022,
-0.011769851669669151,
0.09239722043275833,
-0.07347868382930756,
-0.10466037690639496,
0.1327236294746399,
0.07433624565601349,
0.07617563754320145,
-0.006102078128606081,
0.13059400022029877,
0.04542115703225136,
0.012684276327490807,
0.08688830584287643,
0.21817328035831451,
-0.04297313839197159,
0.021683605387806892,
-0.04868952929973602,
-0.060032881796360016,
0.009197653271257877,
-0.036193061619997025,
0.07261132448911667,
-0.07768669724464417,
-0.013327719643712044,
-0.11415552347898483,
-0.015728125348687172,
0.27008238434791565,
0.05004940181970596,
-0.13415366411209106,
-0.05694515258073807,
0.019532112404704094,
-0.11313282698392868,
-0.09079587459564209,
0.018295513466000557,
0.017120640724897385,
-0.11679061502218246,
0.10400538146495819,
0.012994111515581608,
0.11936327815055847,
-0.028962505981326103,
0.029916785657405853,
-0.12160854041576385,
0.053778793662786484,
0.016318462789058685,
0.1235491931438446,
-0.17958100140094757,
0.13517628610134125,
0.030779916793107986,
0.017851801589131355,
-0.12515173852443695,
0.06356361508369446,
0.0397847518324852,
0.06987237185239792,
0.08962288498878479,
-0.011022360064089298,
0.16042178869247437,
-0.09297727048397064,
-0.08820689469575882,
0.053566522896289825,
0.014146970584988594,
0.010503594763576984,
0.0824538841843605,
-0.02737489528954029,
-0.05148279666900635,
-0.013630772940814495,
0.07874304801225662,
-0.15041762590408325,
-0.16726279258728027,
0.04883405938744545,
0.02252620831131935,
-0.07873506098985672,
-0.017945773899555206,
-0.1049342080950737,
-0.05222688615322113,
0.18105390667915344,
0.1484602987766266,
-0.13089028000831604,
-0.09165120869874954,
-0.08330532163381577,
0.14298555254936218,
-0.0836913138628006,
0.07589859515428543,
-0.06391501426696777,
0.14240825176239014,
-0.07067257910966873,
-0.12160778045654297,
-0.011527006514370441,
-0.09551960974931717,
-0.02869352512061596,
0.04092498496174812,
0.12385410815477371,
-0.03799522668123245,
0.05924047902226448,
0.065928153693676,
-0.03247681260108948,
0.00401060376316309,
-0.053214967250823975,
-0.07332991808652878,
0.012526851147413254,
0.11931286752223969,
0.04815865308046341,
-0.12421464920043945,
-0.13683325052261353,
0.004568358417600393,
-0.0006428475608117878,
0.19736000895500183,
0.19802984595298767,
-0.01366158202290535,
0.06708651781082153,
0.2836304306983948,
-0.019324222579598427,
-0.2742956876754761,
-0.16256000101566315,
0.004359825048595667,
-0.0011867072898894548,
-0.0706830695271492,
-0.18739794194698334,
0.115382619202137,
0.021183131262660027,
-0.01509262528270483,
-0.07430800050497055,
-0.07443030178546906,
-0.0819348394870758,
0.18441757559776306,
0.044821735471487045,
0.1264905482530594,
-0.11791948974132538,
-0.03603166714310646,
-0.1205381453037262,
-0.20620004832744598,
0.11948076635599136,
-0.04568495601415634,
0.11493778228759766,
-0.0035580177791416645,
0.04282999783754349,
0.028645765036344528,
0.008764835074543953,
0.08514197170734406,
-0.010692615993320942,
-0.0604800321161747,
-0.07182193547487259,
0.011881188489496708,
0.09498903155326843,
0.00884865690022707,
0.1646343171596527,
-0.06796353310346603,
-0.03421815484762192,
-0.015588031150400639,
-0.08948687463998795,
-0.0673154965043068,
0.09581318497657776,
0.016085950657725334,
-0.08938489854335785,
-0.03499940410256386,
-0.0048547047190368176,
-0.03376880660653114,
-0.023312879726290703,
0.0706651359796524,
-0.02303350158035755,
0.0019807806238532066,
0.15238118171691895,
0.19152593612670898,
-0.148014634847641,
0.037611737847328186,
-0.025670243427157402,
-0.10863491147756577,
0.04340845346450806,
-0.04460810869932175,
0.0571172758936882,
0.032965026795864105,
-0.0007019871263764799,
0.064515121281147,
0.025924455374479294,
-0.06486400216817856,
-0.021751798689365387,
0.08203350007534027,
-0.05971725657582283,
-0.1621229499578476,
-0.05365355312824249,
-0.041108254343271255,
-0.09272702038288116,
0.0704970508813858,
0.12601186335086823,
-0.021180547773838043,
-0.09913225471973419,
0.019988195970654488,
0.007580655626952648,
-0.0388139933347702,
0.06241052970290184,
0.08145236223936081,
0.009861679747700691,
-0.10881633311510086,
0.09643730521202087,
0.12842164933681488,
-0.10330082476139069,
0.033816564828157425,
0.09518606215715408,
-0.06282809376716614,
-0.10262996703386307,
0.05281421169638634,
-0.001860806834883988,
-0.08082545548677444,
-0.045275408774614334,
-0.02068161778151989,
-0.07897283136844635,
0.030892323702573776,
0.09592664986848831,
0.059229157865047455,
-0.03445751219987869,
-0.04649920016527176,
0.004353221505880356,
-0.0737699419260025,
0.05757973715662956,
0.07082755118608475,
0.060076698660850525,
-0.063758485019207,
0.03411690518260002,
-0.05477903410792351,
0.14080435037612915,
-0.04747508093714714,
-0.011725584045052528,
-0.09268849343061447,
-0.032002225518226624,
-0.257543683052063,
0.04140542447566986,
-0.11654030531644821,
-0.0011750238481909037,
-0.0019709658809006214,
-0.06774555146694183,
-0.020519601181149483,
0.02509388141334057,
-0.10087163001298904,
-0.007321317680180073,
-0.0005362082738429308,
0.11074896901845932,
-0.07848653197288513,
-0.01904965192079544,
0.06259360164403915,
-0.030942410230636597,
0.09661166369915009,
0.02131543681025505,
-0.08109810948371887,
0.08518873900175095,
-0.0498264841735363,
-0.1209796816110611,
0.005790969356894493,
0.060726918280124664,
0.06250090897083282,
-0.02948552556335926,
0.03173815831542015,
0.07130683213472366,
0.0555732399225235,
0.006346312817186117,
0.12355507165193558,
-0.06947286427021027,
-0.008671549148857594,
0.004076647572219372,
-0.08209186047315598,
-0.0040923794731497765,
0.033356912434101105,
0.1512877196073532,
0.06099003553390503,
0.061690833419561386,
-0.0697060078382492,
0.008491644635796547,
-0.04686335474252701,
0.016679655760526657,
-0.07609658688306808,
-0.1420290172100067,
0.020212899893522263,
-0.07193782925605774,
-0.007372675463557243,
0.046798452734947205,
0.09314071387052536,
0.0043342867866158485,
0.11326918005943298,
-0.010870673693716526,
0.015265900641679764,
0.0878630056977272,
-0.030778808519244194,
0.20788948237895966,
0.02493564411997795,
-0.041079070419073105,
-0.07901079207658768,
0.012876133434474468,
0.03529216721653938,
0.05854886770248413,
0.05415673553943634,
0.09896247088909149,
0.01547881867736578,
0.06347405910491943,
0.07719472050666809,
0.039636120200157166,
-0.08136159926652908,
-0.14173147082328796,
0.090703085064888,
0.08600107580423355,
-0.10854354500770569,
0.11162634193897247,
0.08074212819337845,
-0.08051662892103195,
0.058360569179058075,
0.0018771172035485506,
-0.04052915796637535,
-0.12307751923799515,
-0.1435941606760025,
-0.06754311919212341,
-0.06989136338233948,
-0.03360488638281822,
-0.09509991854429245,
0.015401304699480534,
0.013718988746404648,
0.08060111105442047,
-0.02500905469059944,
0.12710189819335938,
-0.1624191850423813,
-0.07997309416532516,
0.05681565776467323,
-0.01602981425821781,
0.03156580403447151,
0.04589354246854782,
0.00904638972133398,
-0.018099911510944366,
0.08551360666751862,
0.010634242556989193,
0.04075843095779419,
0.057588957250118256,
0.029654111713171005,
-0.05714220181107521,
-0.06329622864723206,
-0.06298257410526276,
0.011471372097730637,
0.061405591666698456,
0.17938774824142456,
0.018405498936772346,
-0.027801988646388054,
0.014998271130025387,
0.08604981005191803,
-0.026711661368608475,
-0.1943732351064682,
-0.11758840829133987,
0.2421252429485321,
0.012222091667354107,
0.011372853070497513,
0.03773144632577896,
-0.0719170868396759,
-0.09061174839735031,
0.27225905656814575,
0.16811317205429077,
0.08941357582807541,
0.017046766355633736,
0.010237634181976318,
0.016093116253614426,
-0.0068626608699560165,
0.144206240773201,
0.0580538846552372,
0.11596346646547318,
-0.04564622789621353,
-0.01210701372474432,
0.025647951290011406,
0.01322475727647543,
-0.25564655661582947,
0.05501944571733475,
0.007110838778316975,
-0.07435448467731476,
0.03433189168572426,
0.0652119591832161,
-0.00025113270385190845,
-0.14087042212486267,
-0.14105549454689026,
-0.03249359503388405,
-0.0872264951467514,
-0.00970753375440836,
-0.024757184088230133,
0.02114172838628292,
0.051095884293317795,
-0.029218213632702827,
0.08533013612031937,
0.16136972606182098,
0.020167358219623566,
-0.09855881333351135,
-0.0047612739726901054,
0.19802361726760864,
-0.022062046453356743,
0.10020145773887634,
0.032046034932136536,
0.030335018411278725,
0.09387128055095673,
-0.009211227297782898,
-0.11695797741413116,
0.014350177720189095,
0.023006077855825424,
-0.03682178631424904,
0.08499077707529068,
0.08456513285636902,
-0.06404361873865128,
-0.028088264167308807,
-0.06275247782468796,
-0.027183404192328453,
0.006962428335100412,
0.10045742243528366,
0.05206483229994774,
-0.07835426926612854,
0.0961335152387619,
-0.18942047655582428,
0.0745740756392479,
0.15741947293281555,
-0.014249672181904316,
-0.06651414185762405,
-0.10029161721467972,
0.05324452370405197,
0.06864139437675476,
-0.10798478871583939,
-0.1041836366057396,
-0.12200857698917389,
-0.04378550872206688,
-0.11229690909385681,
0.08854059129953384,
-0.20692119002342224,
0.004185574594885111,
-0.004654340445995331,
0.050054412335157394,
-0.15652436017990112,
0.0320688933134079,
0.08943630009889603,
0.0005594632821157575,
0.026716019958257675,
-0.1270616054534912,
-0.058127835392951965,
-0.004045544192194939,
-0.15503954887390137,
-0.03571951016783714
] |
null | null | transformers |
# bert-base-tr-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-tr-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-tr-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "tr", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-tr-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"tr",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"tr"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #tr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-tr-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-tr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #tr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-tr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
62,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #tr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-tr-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.016376802697777748,
0.05862675979733467,
-0.0030657751485705376,
0.09042386710643768,
0.0874846875667572,
-0.048836272209882736,
0.11060252785682678,
0.10669295489788055,
-0.038228463381528854,
-0.018653061240911484,
0.027906812727451324,
0.03143053129315376,
0.03569703549146652,
0.07407959550619125,
-0.034367479383945465,
-0.25702932476997375,
0.0022290193010121584,
0.05866144225001335,
-0.004777556285262108,
0.0646866112947464,
0.13947531580924988,
-0.06676898896694183,
0.07448548078536987,
0.03677942976355553,
-0.03834451362490654,
0.08182335644960403,
-0.022113686427474022,
-0.11036662757396698,
0.10235262662172318,
0.1093330979347229,
0.07905329018831253,
0.037980981171131134,
0.07084686309099197,
-0.04817809537053108,
0.01925714686512947,
0.03586752712726593,
0.006047406699508429,
0.025505905970931053,
0.042208243161439896,
-0.048326555639505386,
0.03849062696099281,
-0.07405813038349152,
-0.003297216258943081,
0.06417790055274963,
-0.028596265241503716,
-0.15250080823898315,
-0.07312311977148056,
0.0783207044005394,
0.06631096452474594,
0.02065548114478588,
0.008744243532419205,
0.18868498504161835,
-0.028518470004200935,
0.08004254102706909,
0.18701066076755524,
-0.2880338132381439,
-0.060211699455976486,
0.054172709584236145,
0.07099614292383194,
0.02209080196917057,
-0.046196430921554565,
0.03978719562292099,
0.06848441809415817,
0.07030823081731796,
-0.0061247986741364,
-0.08587482571601868,
-0.07593271136283875,
-0.05708877742290497,
-0.11085490882396698,
-0.024094048887491226,
0.18117299675941467,
-0.03130261227488518,
-0.13136810064315796,
-0.03053666092455387,
-0.025276415050029755,
0.18804313242435455,
-0.04406758025288582,
0.0018618898466229439,
0.003807677887380123,
-0.0028796156402677298,
-0.06027301773428917,
-0.12928783893585205,
-0.13432112336158752,
-0.0375714935362339,
-0.11942686140537262,
0.13901208341121674,
0.07451266050338745,
0.028661372140049934,
-0.05211607739329338,
0.021075278520584106,
-0.1154329925775528,
-0.08082092553377151,
-0.014643806032836437,
-0.07786818593740463,
0.04872914403676987,
-0.015165493823587894,
-0.060426607728004456,
-0.14134100079536438,
0.11940770596265793,
0.12404890358448029,
-0.009114625863730907,
-0.014730660244822502,
-0.1318826973438263,
-0.019347626715898514,
0.0464007630944252,
0.10469149053096771,
-0.09701892733573914,
0.026395585387945175,
0.10280455648899078,
-0.07933241128921509,
0.017786860466003418,
0.03276412561535835,
-0.12467370927333832,
-0.058236077427864075,
0.03182656690478325,
0.11021535843610764,
0.022422831505537033,
0.07297980785369873,
0.020166931673884392,
-0.01739145629107952,
0.10023029148578644,
-0.12107779085636139,
0.02983868680894375,
-0.036941807717084885,
0.06549723446369171,
0.1431640386581421,
0.014424140565097332,
-0.020174922421574593,
-0.14057666063308716,
-0.06161237135529518,
-0.02547243982553482,
-0.04189460352063179,
-0.013930592685937881,
-0.13726672530174255,
0.06892390549182892,
-0.05013080686330795,
-0.006139720324426889,
-0.16695645451545715,
-0.10212092101573944,
0.07179088890552521,
0.04855481907725334,
-0.03631442412734032,
-0.015133037231862545,
0.05972364917397499,
0.015364529564976692,
-0.018514219671487808,
-0.025028541684150696,
-0.009657660499215126,
-0.031828876584768295,
0.047075364738702774,
-0.0032041927333921194,
0.0659552738070488,
-0.10913115739822388,
0.03883763775229454,
-0.06224241107702255,
-0.014545463025569916,
-0.19378837943077087,
0.034592390060424805,
-0.08546386659145355,
0.009915262460708618,
-0.14231669902801514,
-0.09688810259103775,
0.07177744060754776,
0.007811762858182192,
0.03287734091281891,
0.08429425954818726,
-0.054691631346940994,
-0.02578233741223812,
0.1862419694662094,
-0.09431474655866623,
-0.019390013068914413,
0.21965724229812622,
0.018654651939868927,
-0.014918850734829903,
0.12476977705955505,
0.04028920829296112,
0.09083906561136246,
-0.11788056790828705,
0.020286349579691887,
0.07476168125867844,
-0.0030186462681740522,
-0.016399556770920753,
0.1010180339217186,
-0.020971573889255524,
-0.10702817142009735,
0.013092848472297192,
-0.026725083589553833,
0.035085804760456085,
-0.024706445634365082,
-0.005526599939912558,
-0.026089467108249664,
-0.0706290453672409,
0.0872250571846962,
0.008072487078607082,
0.031322870403528214,
-0.08813241124153137,
-0.07774766534566879,
0.09913266450166702,
0.057300128042697906,
-0.05804678425192833,
0.03911515325307846,
-0.09548645466566086,
0.056549109518527985,
-0.11293758451938629,
0.03324999287724495,
-0.12664484977722168,
-0.03462866321206093,
0.040443651378154755,
0.00248997425660491,
0.06957979500293732,
0.04977378621697426,
0.05036015436053276,
0.04065665975213051,
-0.09037702530622482,
0.09702704846858978,
0.06424136459827423,
-0.008388631045818329,
-0.009599142707884312,
-0.050592776387929916,
-0.043796028941869736,
-0.04745166003704071,
0.052835382521152496,
-0.03613140806555748,
0.0177396759390831,
0.010846787132322788,
0.08497192710638046,
-0.041352733969688416,
0.06150892749428749,
0.0625549852848053,
0.032340068370103836,
-0.04157314449548721,
-0.026422226801514626,
0.045669641345739365,
-0.0010046986863017082,
-0.02397376298904419,
0.12230193614959717,
0.03519558161497116,
0.03416309505701065,
0.1254560500383377,
0.03726516291499138,
-0.0023873199243098497,
0.021272562444210052,
-0.011608441360294819,
-0.0007486378308385611,
-0.06529462337493896,
-0.06789647042751312,
0.11521384119987488,
0.01026142667979002,
0.10631056129932404,
-0.11764682084321976,
-0.01270870678126812,
0.02627294883131981,
-0.08376529812812805,
-0.05253228545188904,
0.07913447171449661,
0.021070074290037155,
-0.17200078070163727,
0.08367081731557846,
0.09833230823278427,
-0.029954606667160988,
0.10304038226604462,
-0.03262438252568245,
-0.06874771416187286,
0.06077191233634949,
0.018993539735674858,
0.043192487210035324,
-0.022004660218954086,
-0.06758534908294678,
-0.02681971713900566,
0.08829893171787262,
-0.04249241575598717,
-0.02514154277741909,
-0.09829679876565933,
0.0378282405436039,
0.016124779358506203,
-0.05485228821635246,
-0.06165419891476631,
0.01587209850549698,
0.010525504127144814,
0.0784229189157486,
0.010616857558488846,
-0.020277822390198708,
0.040058787912130356,
0.030847758054733276,
-0.043619196861982346,
0.14218749105930328,
-0.11516698449850082,
-0.2956927418708801,
-0.2105177789926529,
-0.184469535946846,
-0.1480620950460434,
0.048443906009197235,
0.09675483405590057,
-0.06907372921705246,
-0.09291207045316696,
-0.028552066534757614,
0.07479402422904968,
0.0048082731664180756,
-0.007923033088445663,
0.0206716638058424,
0.005012503359466791,
0.01298778597265482,
-0.15908482670783997,
-0.01679530180990696,
0.04673555865883827,
-0.1505306512117386,
0.07623939961194992,
-0.07925254851579666,
0.06122170761227608,
0.047082431614398956,
-0.06065206602215767,
-0.005884664133191109,
-0.04017980024218559,
0.08071695268154144,
0.005273872055113316,
0.06596808135509491,
0.2204841524362564,
-0.006045327056199312,
0.04845339432358742,
0.09400425851345062,
0.05816563963890076,
-0.015499521046876907,
0.05392933636903763,
0.02823919802904129,
-0.05319026857614517,
-0.23562975227832794,
-0.03631775081157684,
-0.04518688842654228,
0.050347812473773956,
0.05978686735033989,
0.0631941556930542,
-0.011747783049941063,
0.08130845427513123,
-0.06110873073339462,
0.08558576554059982,
0.03328549861907959,
0.09052706509828568,
0.17835327982902527,
-0.013274509459733963,
0.09834183752536774,
-0.07969949394464493,
-0.09650735557079315,
0.13519306480884552,
0.03902960941195488,
0.06639048457145691,
-0.00934320967644453,
0.08530014753341675,
0.05621430277824402,
0.03749886900186539,
0.07392021268606186,
0.21286703646183014,
-0.04360394924879074,
0.01625189557671547,
-0.03258560970425606,
-0.06673891842365265,
0.01102887000888586,
-0.03181874752044678,
0.037069857120513916,
-0.0465831533074379,
-0.017470408231019974,
-0.1045043021440506,
0.009190719574689865,
0.2533757984638214,
0.07833719998598099,
-0.16783618927001953,
-0.07408744841814041,
0.021989310160279274,
-0.10567320883274078,
-0.09684120118618011,
0.02741331420838833,
0.04848666116595268,
-0.12194352596998215,
0.10810026526451111,
0.006784417666494846,
0.11224329471588135,
-0.014143196865916252,
0.021553680300712585,
-0.11419995874166489,
0.06517992168664932,
-0.006838648580014706,
0.1260378211736679,
-0.18622608482837677,
0.14060699939727783,
0.031127622351050377,
0.023704180493950844,
-0.11963538825511932,
0.05163184553384781,
0.0480726882815361,
0.08682213723659515,
0.10072623938322067,
-0.012998446822166443,
0.16972796618938446,
-0.092211052775383,
-0.09961724281311035,
0.05063497647643089,
0.017494993284344673,
0.008838593028485775,
0.07880599796772003,
-0.027928605675697327,
-0.05116886645555496,
-0.022080877795815468,
0.05932803079485893,
-0.1537398248910904,
-0.13657456636428833,
0.037196941673755646,
0.020556330680847168,
-0.03859812393784523,
-0.04916046932339668,
-0.11242859065532684,
-0.04192711040377617,
0.16725853085517883,
0.12659572064876556,
-0.13268953561782837,
-0.09300487488508224,
-0.06849314272403717,
0.12923021614551544,
-0.0784531980752945,
0.07235924899578094,
-0.05460227653384209,
0.13579459488391876,
-0.056733280420303345,
-0.10637868195772171,
-0.0015332575421780348,
-0.09827595949172974,
-0.06389835476875305,
0.03377979248762131,
0.14200657606124878,
-0.02469329722225666,
0.04521531984210014,
0.0675114318728447,
-0.02706150710582733,
0.014706644229590893,
-0.07117413729429245,
-0.071686752140522,
0.03286133334040642,
0.14028328657150269,
0.07266030460596085,
-0.11086969822645187,
-0.18548262119293213,
-0.011035220697522163,
-0.013310303911566734,
0.1825130134820938,
0.20457932353019714,
-0.00938477460294962,
0.05779498443007469,
0.27200809121131897,
-0.01715952530503273,
-0.27558210492134094,
-0.15701070427894592,
-0.01720140129327774,
0.004614177625626326,
-0.04637991636991501,
-0.13708509504795074,
0.10711926966905594,
0.035160813480615616,
-0.026403089985251427,
-0.06829244643449783,
-0.11572885513305664,
-0.0908108800649643,
0.18936163187026978,
0.060760121792554855,
0.11571286618709564,
-0.13127782940864563,
-0.039479129016399384,
-0.10489203035831451,
-0.18802499771118164,
0.11274160444736481,
-0.10155904293060303,
0.1013917326927185,
0.001293620909564197,
0.029055530205368996,
0.021469980478286743,
0.0005160857690498233,
0.08193675428628922,
-0.03691165894269943,
-0.042534492909908295,
-0.07443639636039734,
0.031000204384326935,
0.09159757941961288,
0.009871382266283035,
0.17689451575279236,
-0.055350057780742645,
-0.011970918625593185,
0.015363149344921112,
-0.07758206874132156,
-0.06683893501758575,
0.09346780180931091,
0.01124581042677164,
-0.0841204971075058,
-0.03397539258003235,
0.003080211579799652,
-0.04972105845808983,
-0.03394081071019173,
0.07229146361351013,
-0.0237346850335598,
0.05233599990606308,
0.15221934020519257,
0.1843319535255432,
-0.11938537657260895,
0.06794228404760361,
-0.03742046281695366,
-0.11296608299016953,
0.04091975465416908,
-0.041471030563116074,
0.057265475392341614,
0.0415666438639164,
0.011268665082752705,
0.08597147464752197,
0.030937518924474716,
-0.07419537007808685,
-0.008911443874239922,
0.08088462054729462,
-0.0867646262049675,
-0.18050098419189453,
-0.05426358804106712,
-0.017956655472517014,
-0.07627767324447632,
0.09812168031930923,
0.13330693542957306,
-0.0429832749068737,
-0.09615210443735123,
0.011724388226866722,
0.03132171183824539,
-0.044367458671331406,
0.07974475622177124,
0.06799262762069702,
0.014679600484669209,
-0.10819622129201889,
0.0939883142709732,
0.12263405323028564,
-0.08588656038045883,
0.02436845377087593,
0.08120644837617874,
-0.06883466988801956,
-0.1022462323307991,
0.05755671486258507,
-0.01003771461546421,
-0.06825289130210876,
-0.06729202717542648,
-0.01806805469095707,
-0.09683320671319962,
0.028378741815686226,
0.14819426834583282,
0.06233402341604233,
-0.015010125935077667,
-0.030494535341858864,
-0.0020028671715408564,
-0.06630974262952805,
0.07184459269046783,
0.07391247153282166,
0.04692395403981209,
-0.07809513807296753,
0.04338155686855316,
-0.03803550824522972,
0.12229019403457642,
-0.0548042431473732,
-0.026475008577108383,
-0.09815441071987152,
-0.027407914400100708,
-0.2449316531419754,
0.03786439821124077,
-0.11441535502672195,
0.00567797152325511,
-0.003818818600848317,
-0.08147234469652176,
-0.014519278891384602,
0.03324826434254646,
-0.0858728438615799,
-0.008286993019282818,
-0.007934830151498318,
0.11328376829624176,
-0.12312675267457962,
-0.02716383896768093,
0.062459420412778854,
-0.03255343809723854,
0.10029184818267822,
0.027175167575478554,
-0.07225567102432251,
0.08736132085323334,
-0.09774554520845413,
-0.096766397356987,
0.016389107331633568,
0.044412966817617416,
0.05354084447026253,
-0.0625077560544014,
0.028557034209370613,
0.07516377419233322,
0.029541140422225,
0.014568434096872807,
0.10883376002311707,
-0.0748622938990593,
-0.013973933644592762,
-0.00651273550465703,
-0.07391774654388428,
-0.006695504300296307,
0.02536332979798317,
0.13242025673389435,
0.05924352630972862,
0.0787799134850502,
-0.08906374126672745,
0.002390496665611863,
-0.0523148849606514,
0.018226969987154007,
-0.07656601816415787,
-0.1407296359539032,
-0.007595129311084747,
-0.04863972216844559,
-0.007744837086647749,
0.03722444549202919,
0.0782458707690239,
0.0030279613565653563,
0.11455441266298294,
-0.00557513814419508,
0.048796165734529495,
0.08575558662414551,
-0.02339143678545952,
0.17994122207164764,
0.0066706473007798195,
-0.03532377630472183,
-0.09578420966863632,
0.005452755838632584,
0.033265478909015656,
0.016010213643312454,
0.050205737352371216,
0.0846809670329094,
0.018069196492433548,
0.05221616104245186,
0.08494492620229721,
0.04342043399810791,
-0.08213507384061813,
-0.17588968575000763,
0.08572088927030563,
0.07578007131814957,
-0.09700814634561539,
0.10260829329490662,
0.10874669998884201,
-0.08171772956848145,
0.03929266333580017,
0.0023719167802482843,
-0.036925412714481354,
-0.12984855473041534,
-0.15088863670825958,
-0.06457061320543289,
-0.06906933337450027,
-0.032418955117464066,
-0.09795431792736053,
0.029827781021595,
0.02791173756122589,
0.09181223809719086,
-0.024793939664959908,
0.13997654616832733,
-0.16157284379005432,
-0.08081311732530594,
0.056571122258901596,
-0.0140523761510849,
0.04399348050355911,
0.05338260903954506,
0.00821310468018055,
-0.013405634090304375,
0.0761374905705452,
0.026381634175777435,
0.052321746945381165,
0.06178545579314232,
0.04547824338078499,
-0.07299449294805527,
-0.06701510399580002,
-0.05033227056264877,
0.018760282546281815,
0.05871870741248131,
0.16000834107398987,
0.03825104981660843,
-0.03846336901187897,
0.03324595093727112,
0.14092279970645905,
-0.04062117636203766,
-0.188245490193367,
-0.12383818626403809,
0.26376286149024963,
0.012431947514414787,
0.010814888402819633,
0.04364454746246338,
-0.08609279990196228,
-0.06475938111543655,
0.2459896057844162,
0.15138274431228638,
0.09192924201488495,
0.021796856075525284,
-0.006938434671610594,
0.011171701364219189,
-0.0004957914352416992,
0.12235922366380692,
0.06390241533517838,
0.13857558369636536,
-0.05119660869240761,
0.012526041828095913,
0.008523949421942234,
0.01985131949186325,
-0.23026658594608307,
0.026860961690545082,
-0.01208063680678606,
-0.06726022809743881,
0.026435673236846924,
0.09378035366535187,
-0.007344095967710018,
-0.13463465869426727,
-0.13183636963367462,
-0.014880668371915817,
-0.09891839325428009,
-0.00041592534398660064,
-0.00992616917937994,
0.01742715761065483,
0.052242204546928406,
-0.02406417950987816,
0.09376677870750427,
0.12611575424671173,
0.028330327942967415,
-0.07801607251167297,
-0.014412032440304756,
0.17812244594097137,
0.018207363784313202,
0.11405421793460846,
0.03865166753530502,
0.037266433238983154,
0.09946892410516739,
-0.021177681162953377,
-0.11962543427944183,
0.04752114415168762,
0.01682148687541485,
-0.039946429431438446,
0.08537650853395462,
0.07388225197792053,
-0.044508762657642365,
-0.027059325948357582,
-0.04642440006136894,
-0.038593024015426636,
0.0102930199354887,
0.07588573545217514,
0.04720550402998924,
-0.08391678333282471,
0.10824401676654816,
-0.17879240214824677,
0.08383936434984207,
0.1468530148267746,
-0.0247977152466774,
-0.03838123753666878,
-0.09384145587682724,
0.06022186949849129,
0.05346537008881569,
-0.09882873296737671,
-0.06299485266208649,
-0.12084059417247772,
-0.02617950551211834,
-0.13388708233833313,
0.07935980707406998,
-0.2252354919910431,
0.0030712175648659468,
-0.009428420104086399,
0.04524403065443039,
-0.16960664093494415,
0.03344200178980827,
0.11223383247852325,
-0.004624080844223499,
0.017423881217837334,
-0.1266840398311615,
-0.05071365460753441,
0.006942449137568474,
-0.13323357701301575,
-0.038834113627672195
] |
null | null | transformers |
# bert-base-uk-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-uk-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-uk-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "uk", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-uk-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"uk",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"uk"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #uk #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-uk-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# bert-base-uk-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #uk #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-uk-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
62,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #uk #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-uk-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.031258635222911835,
0.05768229812383652,
-0.0031127487309277058,
0.08713720738887787,
0.08380530774593353,
-0.04119962081313133,
0.12335813045501709,
0.11517710983753204,
-0.008402317762374878,
-0.013952808454632759,
0.033108148723840714,
0.028503011912107468,
0.03815333545207977,
0.0699145495891571,
-0.023023774847388268,
-0.2544679641723633,
0.014653411693871021,
0.04951929301023483,
-0.026191331446170807,
0.060010071843862534,
0.14959125220775604,
-0.08071427792310715,
0.07961255311965942,
0.038214489817619324,
-0.0375855453312397,
0.08498714864253998,
-0.03547646477818489,
-0.10842377692461014,
0.10379206389188766,
0.11363795399665833,
0.08270386606454849,
0.04182210564613342,
0.06493495404720306,
-0.057559460401535034,
0.01909966953098774,
0.026794491335749626,
0.009724903851747513,
0.021927988156676292,
0.040482960641384125,
-0.04302353411912918,
0.027358146384358406,
-0.07278135418891907,
0.0005919282557442784,
0.060292378067970276,
-0.019855234771966934,
-0.16237175464630127,
-0.058722756803035736,
0.07323756814002991,
0.07418933510780334,
0.024157170206308365,
0.00276548252440989,
0.17685984075069427,
-0.03160165250301361,
0.0732731819152832,
0.20110072195529938,
-0.29315826296806335,
-0.046886615455150604,
0.057682085782289505,
0.06665750592947006,
0.036590103060007095,
-0.051745250821113586,
0.03706548735499382,
0.06271471828222275,
0.07098748534917831,
-0.030615748837590218,
-0.0707172304391861,
-0.07610495388507843,
-0.05073914676904678,
-0.10440343618392944,
-0.031203273683786392,
0.19092659652233124,
-0.027906598523259163,
-0.1328430324792862,
-0.045374929904937744,
-0.021410517394542694,
0.20059524476528168,
-0.05444895103573799,
0.010312946513295174,
0.00555080221965909,
0.001017318689264357,
-0.07292727380990982,
-0.132245734333992,
-0.14039471745491028,
-0.033711861819028854,
-0.11904650181531906,
0.1524581015110016,
0.08290450274944305,
0.03906174749135971,
-0.0400654636323452,
0.022316835820674896,
-0.11548839509487152,
-0.07662887126207352,
-0.026134498417377472,
-0.06882673501968384,
0.05622703582048416,
-0.009545385837554932,
-0.06325428187847137,
-0.140898659825325,
0.12923990190029144,
0.10084705054759979,
-0.022092057392001152,
-0.018079448491334915,
-0.11995359510183334,
-0.00852697528898716,
0.06693918257951736,
0.10528694838285446,
-0.10452746599912643,
0.026494888588786125,
0.09041012823581696,
-0.07397374510765076,
0.026364026591181755,
0.03549816459417343,
-0.12993124127388,
-0.06724785268306732,
0.030769219622015953,
0.1054164469242096,
0.016250358894467354,
0.07341709733009338,
0.012108960188925266,
-0.016830546781420708,
0.11905372887849808,
-0.12226595729589462,
0.026677843183279037,
-0.04453109949827194,
0.062061116099357605,
0.13150739669799805,
0.02338622696697712,
-0.018099134787917137,
-0.1407681554555893,
-0.070466049015522,
-0.020472949370741844,
-0.0353400893509388,
-0.008860689587891102,
-0.13070520758628845,
0.06507427245378494,
-0.04884028434753418,
-0.0007661161944270134,
-0.1618446558713913,
-0.1167660728096962,
0.07919850945472717,
0.049468934535980225,
-0.02389221452176571,
-0.01648264192044735,
0.04984782636165619,
0.024359583854675293,
-0.02886887826025486,
-0.029167115688323975,
-0.009554389864206314,
-0.028743913397192955,
0.04465850815176964,
0.005151053424924612,
0.0712006539106369,
-0.13233768939971924,
0.03567042946815491,
-0.0753408819437027,
-0.0201119277626276,
-0.20321069657802582,
0.03901791572570801,
-0.09051516652107239,
0.0057800463400781155,
-0.13810968399047852,
-0.08688025921583176,
0.09520385414361954,
0.009343471378087997,
0.021913941949605942,
0.07961330562829971,
-0.05180716514587402,
-0.03384304419159889,
0.16973383724689484,
-0.10004780441522598,
-0.023490725085139275,
0.21523568034172058,
0.012190548703074455,
-0.012169983237981796,
0.12738411128520966,
0.007064951583743095,
0.07719910144805908,
-0.12215432524681091,
0.00416532950475812,
0.08262941986322403,
-0.011256233789026737,
-0.01420837827026844,
0.09997309744358063,
-0.041752852499485016,
-0.08802139759063721,
0.02764410898089409,
-0.033511072397232056,
0.03378171846270561,
-0.028269344940781593,
-0.008695597760379314,
-0.029250413179397583,
-0.07993956655263901,
0.07924313843250275,
0.018923183903098106,
0.03512795269489288,
-0.09472047537565231,
-0.07086123526096344,
0.10995267331600189,
0.05470879375934601,
-0.058116763830184937,
0.04516517370939255,
-0.09681675583124161,
0.06155487149953842,
-0.1283417046070099,
0.027656536549329758,
-0.13029536604881287,
-0.041457466781139374,
0.039807599037885666,
-0.00599490525200963,
0.07359898090362549,
0.04956728592514992,
0.04954816773533821,
0.04351412132382393,
-0.09849593043327332,
0.0934097096323967,
0.06333797425031662,
-0.013847720809280872,
-0.009536354802548885,
-0.05799635499715805,
-0.04797341302037239,
-0.044303447008132935,
0.046183567494153976,
-0.014478380791842937,
0.015696998685598373,
0.0036139872390776873,
0.08247991651296616,
-0.03744538128376007,
0.05536077544093132,
0.06789608299732208,
0.030444014817476273,
-0.0477401427924633,
-0.018204692751169205,
0.04767877608537674,
-0.01056615635752678,
-0.0347546711564064,
0.11664383113384247,
0.04569826275110245,
0.023833762854337692,
0.14107857644557953,
0.0242601465433836,
0.01924530230462551,
0.03165854886174202,
-0.0152882756665349,
0.003418426029384136,
-0.07336366921663284,
-0.0599990077316761,
0.11319438368082047,
0.00894178356975317,
0.09937366098165512,
-0.1195656955242157,
-0.02119266428053379,
0.02263478748500347,
-0.08223849534988403,
-0.06394875794649124,
0.0810646340250969,
0.0247939620167017,
-0.16257689893245697,
0.07685890793800354,
0.10349094867706299,
-0.028274698182940483,
0.11419734358787537,
-0.04015707969665527,
-0.07671412080526352,
0.06945782154798508,
0.013127499260008335,
0.025002025067806244,
-0.01261153258383274,
-0.10062171518802643,
-0.028065107762813568,
0.09253066033124924,
-0.05129799246788025,
-0.028118152171373367,
-0.09320467710494995,
0.042580265551805496,
0.01289879996329546,
-0.06624911725521088,
-0.0688166469335556,
0.010488428175449371,
0.014576383866369724,
0.06835969537496567,
0.005496038589626551,
-0.0114553552120924,
0.05158998444676399,
0.025916999205946922,
-0.037994060665369034,
0.13681869208812714,
-0.1285609006881714,
-0.27493202686309814,
-0.21047340333461761,
-0.1929844170808792,
-0.14437222480773926,
0.05271020531654358,
0.0914544090628624,
-0.07311693578958511,
-0.09657447785139084,
-0.026169154793024063,
0.09388589859008789,
-0.011643431149423122,
-0.010994522832334042,
0.002487561432644725,
0.009138843044638634,
0.0069861505180597305,
-0.16194483637809753,
-0.008676852099597454,
0.047850318253040314,
-0.131940096616745,
0.07310033589601517,
-0.08119769394397736,
0.047955047339200974,
0.031668152660131454,
-0.06778030097484589,
-0.0001206721572089009,
-0.03904440626502037,
0.1106853187084198,
0.004257585853338242,
0.0614611841738224,
0.19361938536167145,
-0.005340503994375467,
0.0387505367398262,
0.11562108993530273,
0.0636296272277832,
-0.02232605218887329,
0.040497489273548126,
0.02305465191602707,
-0.04355105385184288,
-0.23672519624233246,
-0.0340043380856514,
-0.03629472851753235,
0.058134451508522034,
0.05268073081970215,
0.06511160731315613,
-0.03021463006734848,
0.08588346838951111,
-0.062411434948444366,
0.06552448868751526,
0.030143681913614273,
0.08698605746030807,
0.1580808460712433,
-0.015935612842440605,
0.09852342307567596,
-0.07895255088806152,
-0.0888628289103508,
0.12920314073562622,
0.02404692769050598,
0.06789665669202805,
-0.007111871615052223,
0.08311497420072556,
0.05284058675169945,
0.0379038043320179,
0.08466817438602448,
0.21743759512901306,
-0.03351288288831711,
0.012195222079753876,
-0.030929256230592728,
-0.05845222622156143,
0.008227183483541012,
-0.032953642308712006,
0.05523626133799553,
-0.03374902904033661,
-0.024802174419164658,
-0.11699459701776505,
0.0005318131297826767,
0.23278969526290894,
0.07475981116294861,
-0.15263311564922333,
-0.07629971951246262,
0.02057831734418869,
-0.12475463002920151,
-0.1052892655134201,
0.027843840420246124,
0.039236847311258316,
-0.12867115437984467,
0.10176672786474228,
0.013998199254274368,
0.10719455033540726,
-0.016908487305045128,
0.012172737158834934,
-0.1327657699584961,
0.0495627261698246,
-0.008681059814989567,
0.1221424788236618,
-0.18333400785923004,
0.14713209867477417,
0.03106646053493023,
0.03290731459856033,
-0.11233098804950714,
0.0536792166531086,
0.04195033758878708,
0.10419392585754395,
0.11087244004011154,
-0.015048842877149582,
0.1523592174053192,
-0.09504305571317673,
-0.08101215958595276,
0.05602918192744255,
0.02037803828716278,
0.004254267551004887,
0.09089557081460953,
-0.014821821823716164,
-0.05147964134812355,
-0.022960148751735687,
0.05958164110779762,
-0.1507166475057602,
-0.1447555422782898,
0.026256846264004707,
0.03389262780547142,
-0.02420591004192829,
-0.05331629142165184,
-0.11307206749916077,
-0.060600776225328445,
0.17320112884044647,
0.11320579797029495,
-0.1550704538822174,
-0.09145881235599518,
-0.06095856800675392,
0.1348770409822464,
-0.07180069386959076,
0.07224049419164658,
-0.055481746792793274,
0.1400860846042633,
-0.06066771224141121,
-0.09920936822891235,
-0.003127691335976124,
-0.09747513383626938,
-0.069517120718956,
0.03458569198846817,
0.1422981321811676,
-0.01119205355644226,
0.04507535323500633,
0.05054209381341934,
-0.023272139951586723,
0.003843865590170026,
-0.052864957600831985,
-0.061749886721372604,
0.052060265094041824,
0.1294367015361786,
0.09147421270608902,
-0.09340984374284744,
-0.18302932381629944,
-0.00171969598159194,
-0.02090390957891941,
0.1825106143951416,
0.20466983318328857,
0.0002750712155830115,
0.052081089466810226,
0.28659993410110474,
-0.009495492093265057,
-0.2642463147640228,
-0.17194470763206482,
-0.020163604989647865,
0.005949447862803936,
-0.06226486340165138,
-0.13422027230262756,
0.13140881061553955,
0.026271073147654533,
-0.02793269045650959,
-0.07927893102169037,
-0.09840995818376541,
-0.09238996356725693,
0.20908941328525543,
0.06907215714454651,
0.12228424102067947,
-0.11949307471513748,
-0.033055469393730164,
-0.10550568252801895,
-0.18937541544437408,
0.11136233061552048,
-0.07549308240413666,
0.10131903737783432,
-0.005468711722642183,
0.05166745185852051,
0.02380046248435974,
0.0049116830341517925,
0.08987779915332794,
-0.03102892078459263,
-0.03923236206173897,
-0.06165679916739464,
0.03492235764861107,
0.09420688450336456,
0.013453247025609016,
0.1746746450662613,
-0.06433932483196259,
-0.01519658975303173,
0.026475127786397934,
-0.08119216561317444,
-0.06683295220136642,
0.09258132427930832,
0.010574023239314556,
-0.08354554325342178,
-0.04498422145843506,
0.004393189679831266,
-0.0629943385720253,
-0.01851753517985344,
0.08383883535861969,
-0.03131130710244179,
0.03672337532043457,
0.1451738327741623,
0.18916191160678864,
-0.12717218697071075,
0.06613899767398834,
-0.03326577693223953,
-0.1212267354130745,
0.0453878752887249,
-0.04206899181008339,
0.04955673962831497,
0.03819216787815094,
0.011042550206184387,
0.07625601440668106,
0.028860371559858322,
-0.08934979140758514,
-0.013188749551773071,
0.07551833242177963,
-0.08217540383338928,
-0.19431689381599426,
-0.04709707573056221,
-0.037713952362537384,
-0.08343607932329178,
0.08136332780122757,
0.1183755174279213,
-0.033616311848163605,
-0.0933215394616127,
0.010059360414743423,
0.02403825893998146,
-0.039599575102329254,
0.08561287820339203,
0.0690508559346199,
0.010322264395654202,
-0.11384385824203491,
0.09956921637058258,
0.12284108996391296,
-0.08454961329698563,
0.02742435783147812,
0.07580828666687012,
-0.07904309779405594,
-0.09983498603105545,
0.040404580533504486,
0.006384905893355608,
-0.06525779515504837,
-0.07756035029888153,
-0.012200864031910896,
-0.09505459666252136,
0.026759779080748558,
0.13708262145519257,
0.0687423124909401,
-0.013801561668515205,
-0.028917880728840828,
-0.0014678986044600606,
-0.06041896343231201,
0.0902826339006424,
0.06105701997876167,
0.05298878252506256,
-0.07437848299741745,
0.027710430324077606,
-0.03452342376112938,
0.11465276777744293,
-0.05178989842534065,
-0.027454888448119164,
-0.08081769943237305,
-0.02685573138296604,
-0.24181491136550903,
0.028835849836468697,
-0.11231636255979538,
-0.004338953644037247,
-0.000004222974894219078,
-0.08108506351709366,
-0.0035896545741707087,
0.024980144575238228,
-0.07845860719680786,
-0.012533452361822128,
0.00318180862814188,
0.1101166382431984,
-0.12063075602054596,
-0.02646954171359539,
0.07066583633422852,
-0.02448396198451519,
0.10505034029483795,
0.03597567602992058,
-0.07107313722372055,
0.088752381503582,
-0.08643603324890137,
-0.0984407439827919,
0.01764809899032116,
0.041388291865587234,
0.06276629120111465,
-0.05719925835728645,
0.01436789520084858,
0.07717746496200562,
0.0401746891438961,
0.01881791092455387,
0.11770207434892654,
-0.06895538419485092,
-0.003324118908494711,
0.00849622581154108,
-0.07231120020151138,
-0.008543630130589008,
0.01877995766699314,
0.13957224786281586,
0.05155295133590698,
0.09213205426931381,
-0.08973974734544754,
-0.005671022459864616,
-0.04748309776186943,
0.027423061430454254,
-0.07598500698804855,
-0.13407428562641144,
-0.0231013260781765,
-0.046488624066114426,
-0.019227102398872375,
0.011192555539309978,
0.10179833322763443,
-0.010007278062403202,
0.09467276930809021,
0.0007821258623152971,
0.04562714323401451,
0.08849994093179703,
-0.02737952023744583,
0.20002107322216034,
0.015227023512125015,
-0.03591560199856758,
-0.08209127932786942,
0.009926119819283485,
0.032536618411540985,
-0.0018080414738506079,
0.03623436391353607,
0.08593881875276566,
0.03102569840848446,
0.05484946072101593,
0.0785248652100563,
0.053488463163375854,
-0.07422584295272827,
-0.15910080075263977,
0.09756314009428024,
0.06410069763660431,
-0.09075471758842468,
0.12864342331886292,
0.12714898586273193,
-0.08559852838516235,
0.043399639427661896,
0.023906931281089783,
-0.03525345399975777,
-0.13314345479011536,
-0.13369296491146088,
-0.06685622036457062,
-0.08382827043533325,
-0.01806209422647953,
-0.09719184786081314,
0.01686614751815796,
0.03020535409450531,
0.0838012844324112,
-0.026531605049967766,
0.14371691644191742,
-0.1627056747674942,
-0.07558125257492065,
0.044017352163791656,
-0.02049040049314499,
0.04423516243696213,
0.058277592062950134,
0.00898702908307314,
-0.008702343329787254,
0.07412988692522049,
0.015347709879279137,
0.056322284042835236,
0.04224226996302605,
0.05392097681760788,
-0.07274571806192398,
-0.0659550279378891,
-0.05285637825727463,
0.0252611692994833,
0.05184890702366829,
0.17018285393714905,
0.03772347792983055,
-0.0323425754904747,
0.020435284823179245,
0.13154767453670502,
-0.03958509489893913,
-0.19408941268920898,
-0.11607632786035538,
0.24842680990695953,
0.01644398830831051,
0.010502886958420277,
0.048145391047000885,
-0.09157250821590424,
-0.07732594758272171,
0.23867641389369965,
0.1511904001235962,
0.0955955758690834,
0.021463559940457344,
0.0018494882388040423,
0.007390701677650213,
-0.01671353541314602,
0.10156650841236115,
0.06246262043714523,
0.13552159070968628,
-0.05418011546134949,
0.006185037083923817,
0.012972408905625343,
0.019450882449746132,
-0.24809440970420837,
0.03189723938703537,
-0.004656996577978134,
-0.07722372561693192,
0.01914580725133419,
0.07986203581094742,
-0.013482394628226757,
-0.1327144354581833,
-0.13592390716075897,
0.0034438970033079386,
-0.0901309996843338,
0.0016382012981921434,
-0.013844954781234264,
0.032388512045145035,
0.04335326328873634,
-0.022974390536546707,
0.09341291338205338,
0.13672634959220886,
0.027241859585046768,
-0.0924442708492279,
-0.006253788713365793,
0.18295471370220184,
-0.0024054329842329025,
0.11483059823513031,
0.044145870953798294,
0.03880522772669792,
0.0987803116440773,
-0.021125750616192818,
-0.12472743541002274,
0.044406577944755554,
0.0188014917075634,
-0.01970977894961834,
0.08593865483999252,
0.09060102701187134,
-0.029786447063088417,
-0.017746200785040855,
-0.04133769869804382,
-0.02428455278277397,
0.015329180285334587,
0.08074279874563217,
0.03685704618692398,
-0.0950116440653801,
0.11319790780544281,
-0.17567214369773865,
0.0752161517739296,
0.1330472230911255,
-0.015134689398109913,
-0.04442451521754265,
-0.09009203314781189,
0.06414139270782471,
0.05688633397221565,
-0.09707622975111008,
-0.06865883618593216,
-0.11537853628396988,
-0.02185864746570587,
-0.11808757483959198,
0.07235632091760635,
-0.2287699580192566,
0.006271000951528549,
-0.007962355390191078,
0.045505985617637634,
-0.15600056946277618,
0.02402888610959053,
0.13133765757083893,
-0.004986881278455257,
0.022979136556386948,
-0.1043359562754631,
-0.05132186412811279,
0.0020909979939460754,
-0.1433320939540863,
-0.04110913351178169
] |
null | null | transformers |
# bert-base-ur-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-ur-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-ur-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "ur", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-ur-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"ur",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ur"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ur #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-ur-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-ur-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ur #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-ur-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
62,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #ur #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-ur-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.022022271528840065,
0.07602207362651825,
-0.0033608353696763515,
0.0822998434305191,
0.09006454050540924,
-0.049440767616033554,
0.11436519771814346,
0.10803055018186569,
-0.02093823440372944,
-0.013019192032516003,
0.027162401005625725,
0.02780819870531559,
0.040957823395729065,
0.07172592729330063,
-0.0359642431139946,
-0.2472323179244995,
0.008336790837347507,
0.05372420325875282,
-0.004122497979551554,
0.05796177312731743,
0.13823293149471283,
-0.07433826476335526,
0.07408396154642105,
0.0373215451836586,
-0.03754325583577156,
0.08329714089632034,
-0.029011273756623268,
-0.10675505548715591,
0.0973280668258667,
0.10677546262741089,
0.08312869071960449,
0.04204301908612251,
0.06907209753990173,
-0.05284712463617325,
0.01868600957095623,
0.030262839049100876,
0.010359109379351139,
0.023829935118556023,
0.03615773469209671,
-0.04843169078230858,
0.025013472884893417,
-0.08345510810613632,
-0.005253899376839399,
0.06111449748277664,
-0.026695825159549713,
-0.15413855016231537,
-0.06789903342723846,
0.07833908498287201,
0.06119115278124809,
0.019264616072177887,
0.006091227754950523,
0.1771731674671173,
-0.030527764931321144,
0.07390183955430984,
0.18883773684501648,
-0.2800990641117096,
-0.053704552352428436,
0.059486597776412964,
0.0609881654381752,
0.026122422888875008,
-0.04627244919538498,
0.0365205779671669,
0.0695803090929985,
0.064252570271492,
-0.01799957826733589,
-0.08052323013544083,
-0.06533637642860413,
-0.052929315716028214,
-0.10857143253087997,
-0.028462575748562813,
0.17862007021903992,
-0.02804950438439846,
-0.13173499703407288,
-0.032590754330158234,
-0.02168124169111252,
0.20112963020801544,
-0.047612495720386505,
0.004149019718170166,
0.008865120820701122,
-0.0061080739833414555,
-0.06896916776895523,
-0.12470405548810959,
-0.13335861265659332,
-0.03615496680140495,
-0.10883438587188721,
0.14667415618896484,
0.0780961811542511,
0.03245903551578522,
-0.04827016219496727,
0.015128296799957752,
-0.12122858315706253,
-0.08528643101453781,
-0.020223138853907585,
-0.07443077117204666,
0.052266497164964676,
-0.013456887565553188,
-0.066611148416996,
-0.14650024473667145,
0.12991291284561157,
0.11934705078601837,
-0.0212039016187191,
-0.01681259274482727,
-0.11960764229297638,
-0.015902351588010788,
0.057301197201013565,
0.11365266889333725,
-0.08998765796422958,
0.021780632436275482,
0.10023320466279984,
-0.07847006618976593,
0.02057572454214096,
0.03220140561461449,
-0.12931378185749054,
-0.05869864672422409,
0.03052309900522232,
0.11085059493780136,
0.016538608819246292,
0.07337749749422073,
0.022833609953522682,
-0.02043749764561653,
0.10474810004234314,
-0.12473258376121521,
0.026592394337058067,
-0.03287465497851372,
0.06509947776794434,
0.1459924578666687,
0.016100071370601654,
-0.02305733971297741,
-0.14207829535007477,
-0.0612739659845829,
-0.024159202352166176,
-0.03997411951422691,
-0.019763249903917313,
-0.13458892703056335,
0.06628139317035675,
-0.04980456084012985,
-0.000374131923308596,
-0.16300730407238007,
-0.09866155683994293,
0.06895086914300919,
0.04853912442922592,
-0.03230733051896095,
-0.022618573158979416,
0.05501744896173477,
0.023112725466489792,
-0.02208768203854561,
-0.026178937405347824,
-0.017135223373770714,
-0.03058585897088051,
0.04522411897778511,
0.00047113161417655647,
0.06468217074871063,
-0.11099416017532349,
0.03852691128849983,
-0.06449064612388611,
-0.013824610970914364,
-0.20957620441913605,
0.031042112037539482,
-0.0928504467010498,
0.012538094073534012,
-0.13984160125255585,
-0.09176699072122574,
0.08080010861158371,
0.006030442658811808,
0.03128162398934364,
0.0829910933971405,
-0.046471837908029556,
-0.031978875398635864,
0.18206177651882172,
-0.0991513803601265,
-0.020859787240624428,
0.21627177298069,
0.01836773008108139,
-0.022953622043132782,
0.12305136770009995,
0.04712847247719765,
0.07594093680381775,
-0.1245032548904419,
0.014358771964907646,
0.08413051813840866,
0.0047739846631884575,
-0.020967980846762657,
0.10109235346317291,
-0.02675073966383934,
-0.08908697962760925,
0.01701783388853073,
-0.029364554211497307,
0.034817639738321304,
-0.021569067612290382,
-0.009437265805900097,
-0.02921266295015812,
-0.0762069895863533,
0.06802155822515488,
0.012509935535490513,
0.03072667494416237,
-0.08351382613182068,
-0.0752132385969162,
0.10137788951396942,
0.061083003878593445,
-0.06061128154397011,
0.038929570466279984,
-0.09555312246084213,
0.06289631128311157,
-0.11260879039764404,
0.03639068827033043,
-0.12186706066131592,
-0.03732627257704735,
0.041470423340797424,
-0.00456212367862463,
0.06291373074054718,
0.04047034680843353,
0.04975505545735359,
0.038559895008802414,
-0.09014738351106644,
0.09444750100374222,
0.05686578527092934,
-0.0063440450467169285,
-0.005354559514671564,
-0.05465563014149666,
-0.0435413122177124,
-0.04860110208392143,
0.0426471047103405,
-0.02814975194633007,
0.017482176423072815,
0.009252512827515602,
0.08435405045747757,
-0.04149048775434494,
0.05560027062892914,
0.061075277626514435,
0.030011678114533424,
-0.040611330419778824,
-0.024568459019064903,
0.04890481010079384,
0.0025255668442696333,
-0.023732120171189308,
0.1207299679517746,
0.04444163665175438,
0.02677062898874283,
0.1272319257259369,
0.02760016918182373,
0.002963586011901498,
0.02162032201886177,
-0.011165350675582886,
-0.000013810088603349868,
-0.061890315264463425,
-0.06376968324184418,
0.11216907948255539,
0.011655240319669247,
0.10350950062274933,
-0.11550512909889221,
-0.005584113299846649,
0.02359507791697979,
-0.08157353103160858,
-0.05214200168848038,
0.07761107385158539,
0.0330875888466835,
-0.16272197663784027,
0.0880100205540657,
0.10040713846683502,
-0.03170367702841759,
0.1059049591422081,
-0.04202549159526825,
-0.07349354028701782,
0.062227409332990646,
0.019436681643128395,
0.0358792282640934,
-0.018863480538129807,
-0.07998043298721313,
-0.031162239611148834,
0.08857439458370209,
-0.04778129607439041,
-0.022938121110200882,
-0.09135939925909042,
0.04073571413755417,
0.013277806341648102,
-0.05386485159397125,
-0.0627458393573761,
0.007285171654075384,
0.011862030252814293,
0.0702967420220375,
0.01483815349638462,
-0.014952173456549644,
0.04241116717457771,
0.02755158022046089,
-0.04228904843330383,
0.14596958458423615,
-0.104383684694767,
-0.2870398163795471,
-0.20699159801006317,
-0.19071413576602936,
-0.14946983754634857,
0.048196256160736084,
0.09280729293823242,
-0.06963076442480087,
-0.09515880793333054,
-0.01914835162460804,
0.0818178802728653,
0.004122523590922356,
-0.0075865318067371845,
0.02314562164247036,
0.008714125491678715,
0.01646687090396881,
-0.15833592414855957,
-0.018737517297267914,
0.04348446801304817,
-0.14511634409427643,
0.06874331086874008,
-0.07155570387840271,
0.0632866695523262,
0.0399378165602684,
-0.05525806173682213,
-0.003292312379926443,
-0.034369368106126785,
0.09750324487686157,
0.0061042956076562405,
0.05675521492958069,
0.21521998941898346,
-0.01474071852862835,
0.04792885482311249,
0.09895257651805878,
0.0610058419406414,
-0.013943742960691452,
0.047167614102363586,
0.02847508154809475,
-0.04820799082517624,
-0.2281920611858368,
-0.03488806635141373,
-0.04353274032473564,
0.04639492183923721,
0.05502066761255264,
0.06181681528687477,
-0.028964897617697716,
0.08527236431837082,
-0.05680207535624504,
0.07831917703151703,
0.02310955710709095,
0.08935678750276566,
0.1684165745973587,
-0.014682796783745289,
0.09511717408895493,
-0.07842228561639786,
-0.09870545566082001,
0.13047190010547638,
0.046126507222652435,
0.07711787521839142,
-0.0063284640200436115,
0.09431084990501404,
0.06273838877677917,
0.031137753278017044,
0.08016540110111237,
0.20300033688545227,
-0.04346190392971039,
0.010549135506153107,
-0.03336246311664581,
-0.0664222463965416,
0.01522180624306202,
-0.027259988710284233,
0.038725048303604126,
-0.047426171600818634,
-0.022418677806854248,
-0.10565973818302155,
0.009169896133244038,
0.26103702187538147,
0.07482580095529556,
-0.15600822865962982,
-0.07633024454116821,
0.023652251809835434,
-0.10920311510562897,
-0.09005769342184067,
0.027416788041591644,
0.0435553677380085,
-0.11941412836313248,
0.10444722324609756,
0.01387978345155716,
0.11079268157482147,
-0.022763188928365707,
0.021969415247440338,
-0.12899599969387054,
0.06590868532657623,
-0.004965382628142834,
0.1284206211566925,
-0.18485110998153687,
0.14144285023212433,
0.029331259429454803,
0.029485655948519707,
-0.11079012602567673,
0.05544174462556839,
0.05011311545968056,
0.09200533479452133,
0.10547878593206406,
-0.013361995108425617,
0.15108180046081543,
-0.09193962812423706,
-0.09395204484462738,
0.055682871490716934,
0.015036935918033123,
0.015913229435682297,
0.08408086001873016,
-0.02241818606853485,
-0.046408433467149734,
-0.02048426866531372,
0.07236772775650024,
-0.15671026706695557,
-0.14295563101768494,
0.03310752287507057,
0.015573510900139809,
-0.04098384454846382,
-0.04867486655712128,
-0.10943999141454697,
-0.05428054928779602,
0.18142646551132202,
0.12898136675357819,
-0.13994087278842926,
-0.0882323607802391,
-0.06861502677202225,
0.12070468068122864,
-0.08016426861286163,
0.07234154641628265,
-0.055516865104436874,
0.1442638635635376,
-0.06069876626133919,
-0.10141047835350037,
-0.006436917930841446,
-0.10160832852125168,
-0.061838243156671524,
0.037053514271974564,
0.13086667656898499,
-0.023837292566895485,
0.037952639162540436,
0.061135485768318176,
-0.025093702599406242,
0.008111562579870224,
-0.07251886278390884,
-0.06111661717295647,
0.033729057759046555,
0.136817067861557,
0.07392150163650513,
-0.10909061133861542,
-0.19518350064754486,
-0.007618718780577183,
-0.015509204007685184,
0.18371979892253876,
0.20650242269039154,
-0.005175507627427578,
0.05554211139678955,
0.29137760400772095,
-0.01583501137793064,
-0.27749404311180115,
-0.1659649908542633,
-0.017825305461883545,
0.0015059961006045341,
-0.04985333979129791,
-0.1513039618730545,
0.11470639705657959,
0.03011326678097248,
-0.02946690283715725,
-0.07477885484695435,
-0.1016928181052208,
-0.08828284591436386,
0.19911019504070282,
0.06312861293554306,
0.1270090490579605,
-0.1278204321861267,
-0.041856590658426285,
-0.10474924743175507,
-0.18478485941886902,
0.11461275815963745,
-0.08391634374856949,
0.10123661160469055,
0.00008289287507068366,
0.04077181592583656,
0.024627720937132835,
-0.003021503798663616,
0.08406326919794083,
-0.04042009636759758,
-0.04368550702929497,
-0.07166529446840286,
0.028358248993754387,
0.07984087616205215,
0.00818847306072712,
0.17468592524528503,
-0.06224561482667923,
-0.010746579617261887,
0.02607879787683487,
-0.08076232671737671,
-0.06477171927690506,
0.09588353335857391,
0.01395832747220993,
-0.08528987318277359,
-0.03625546023249626,
0.006939710583537817,
-0.04956017807126045,
-0.02477244846522808,
0.08828195929527283,
-0.021913405507802963,
0.03757844492793083,
0.14896152913570404,
0.1745603382587433,
-0.127400204539299,
0.06294380128383636,
-0.041203271597623825,
-0.11649748682975769,
0.046305425465106964,
-0.04195896163582802,
0.05653731897473335,
0.03919484093785286,
0.012921405956149101,
0.08603242039680481,
0.02984224632382393,
-0.07878836244344711,
-0.013733627274632454,
0.07918637245893478,
-0.08740099519491196,
-0.18326619267463684,
-0.051248569041490555,
-0.027568472549319267,
-0.0796247348189354,
0.0963357537984848,
0.12780337035655975,
-0.03600393235683441,
-0.09309072047472,
0.008046896196901798,
0.03446545451879501,
-0.04118407517671585,
0.07127860933542252,
0.07304670661687851,
0.015019921585917473,
-0.10999266803264618,
0.09962569922208786,
0.12543721497058868,
-0.0899871289730072,
0.027549060061573982,
0.07716671377420425,
-0.0706479623913765,
-0.09890305250883102,
0.040502503514289856,
0.005859175696969032,
-0.06862637400627136,
-0.07530178129673004,
-0.029287001118063927,
-0.09506580233573914,
0.028237316757440567,
0.13444235920906067,
0.06909827888011932,
-0.021314434707164764,
-0.02521558478474617,
0.00014537593233399093,
-0.06264754384756088,
0.07911429554224014,
0.0652066096663475,
0.045950423926115036,
-0.07379386574029922,
0.030616650357842445,
-0.03410482779145241,
0.12039702385663986,
-0.0517205148935318,
-0.024345533922314644,
-0.10421434789896011,
-0.02669941820204258,
-0.2510760426521301,
0.038869064301252365,
-0.11386499553918839,
0.0038971605245023966,
-0.003215478966012597,
-0.07952585071325302,
-0.013812058605253696,
0.03680570051074028,
-0.08746136724948883,
-0.009939473122358322,
-0.0040357899852097034,
0.1171409860253334,
-0.12091934680938721,
-0.024601824581623077,
0.06178787350654602,
-0.03419138863682747,
0.09872706979513168,
0.02829744666814804,
-0.06954242289066315,
0.08530360460281372,
-0.10112132132053375,
-0.10083509236574173,
0.015234117396175861,
0.046686574816703796,
0.05409049242734909,
-0.06617197394371033,
0.026570459827780724,
0.07630723714828491,
0.025100551545619965,
0.011132116429507732,
0.11398709565401077,
-0.07451731711626053,
-0.01057843305170536,
0.006935866083949804,
-0.07596851140260696,
-0.005829358473420143,
0.02561301924288273,
0.13112615048885345,
0.05880558118224144,
0.07873745262622833,
-0.0896533727645874,
-0.00028901390032842755,
-0.04795622453093529,
0.02130412869155407,
-0.07103757560253143,
-0.135957732796669,
-0.013283461332321167,
-0.04802731052041054,
-0.010613451711833477,
0.030384410172700882,
0.09093715250492096,
-0.00430613337084651,
0.10474377125501633,
-0.002630596747621894,
0.049671053886413574,
0.08632707595825195,
-0.022344622761011124,
0.18572954833507538,
0.010098384693264961,
-0.03392210975289345,
-0.09545537829399109,
0.005794039927423,
0.032456740736961365,
0.0190176609903574,
0.0491366907954216,
0.0946550965309143,
0.027212494984269142,
0.05439218506217003,
0.08169923722743988,
0.04542437195777893,
-0.0787075087428093,
-0.157172292470932,
0.08517880737781525,
0.0749039351940155,
-0.0946771427989006,
0.11008420586585999,
0.1103629320859909,
-0.07635564357042313,
0.043627385050058365,
0.002716327551752329,
-0.03264223411679268,
-0.12786787748336792,
-0.14319680631160736,
-0.06457015872001648,
-0.07253792136907578,
-0.02690933831036091,
-0.09864115715026855,
0.02662520483136177,
0.028681518509984016,
0.0851040631532669,
-0.03093899041414261,
0.13896210491657257,
-0.15167102217674255,
-0.07712116092443466,
0.05020296946167946,
-0.015691181644797325,
0.039347585290670395,
0.05286896228790283,
0.006536766421049833,
-0.006318710278719664,
0.08167166262865067,
0.024043146520853043,
0.04856758564710617,
0.06287778168916702,
0.044799599796533585,
-0.06597570329904556,
-0.06461971998214722,
-0.052106235176324844,
0.015723519027233124,
0.059034235775470734,
0.16544681787490845,
0.03441336750984192,
-0.029867911711335182,
0.030024239793419838,
0.12945644557476044,
-0.0391954630613327,
-0.19318902492523193,
-0.12308762222528458,
0.26275044679641724,
0.011245960369706154,
0.011244986206293106,
0.043866969645023346,
-0.09141386300325394,
-0.0712021142244339,
0.24558725953102112,
0.1394522488117218,
0.09030596166849136,
0.021667713299393654,
-0.005225431174039841,
0.010687779635190964,
-0.00564535753801465,
0.11736999452114105,
0.06177837401628494,
0.14118312299251556,
-0.04620671644806862,
0.01007748767733574,
0.006718188989907503,
0.016629766672849655,
-0.23690153658390045,
0.03761866316199303,
-0.00696554034948349,
-0.06370439380407333,
0.019696738570928574,
0.08720052242279053,
-0.01516753900796175,
-0.1429346799850464,
-0.13110162317752838,
-0.018175415694713593,
-0.09922896325588226,
-0.002258995082229376,
-0.00568113150075078,
0.02067567966878414,
0.04929902404546738,
-0.024124806746840477,
0.09430362284183502,
0.1300070434808731,
0.027933141216635704,
-0.06985700130462646,
-0.013928345404565334,
0.17810359597206116,
0.0070485579781234264,
0.12333425879478455,
0.039819322526454926,
0.03350383788347244,
0.10041692107915878,
-0.020682575181126595,
-0.11855972558259964,
0.04920817166566849,
0.017870232462882996,
-0.04411717876791954,
0.0833134800195694,
0.07905570417642593,
-0.046151190996170044,
-0.01893029175698757,
-0.04472972825169563,
-0.03351445123553276,
0.0061100199818611145,
0.08019139617681503,
0.03729616105556488,
-0.08662260323762894,
0.10596803575754166,
-0.180598646402359,
0.07634364068508148,
0.14337660372257233,
-0.021699924021959305,
-0.040124375373125076,
-0.09474363178014755,
0.07150129973888397,
0.058067504316568375,
-0.1038852408528328,
-0.06729815155267715,
-0.12125187367200851,
-0.018300581723451614,
-0.11703581362962723,
0.08156239986419678,
-0.21916967630386353,
0.007643547840416431,
-0.0033449248876422644,
0.0518113449215889,
-0.1658841222524643,
0.02648267336189747,
0.11671730130910873,
-0.002913324860855937,
0.01708715781569481,
-0.12346959859132767,
-0.048673223704099655,
-0.002006684895604849,
-0.12894180417060852,
-0.04429661110043526
] |
null | null | transformers |
# bert-base-vi-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-vi-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-vi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "vi", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-vi-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"bert",
"fill-mask",
"vi",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"vi"
] | TAGS
#transformers #pytorch #tf #jax #bert #fill-mask #vi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-vi-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-vi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #vi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-vi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
57,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #bert #fill-mask #vi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-vi-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.009666111320257187,
0.06705524772405624,
-0.003594247391447425,
0.09276075661182404,
0.10143569856882095,
-0.034738387912511826,
0.09977748990058899,
0.12857665121555328,
-0.03243689239025116,
-0.04082867130637169,
0.024998240172863007,
0.024430079385638237,
0.04368799924850464,
0.05757914111018181,
-0.024203870445489883,
-0.27734124660491943,
-0.01130176242440939,
0.10703583806753159,
-0.02095009759068489,
0.04149983078241348,
0.15416505932807922,
-0.07264314591884613,
0.07607851922512054,
0.0433080717921257,
-0.07170243561267853,
0.10027939826250076,
-0.028240997344255447,
-0.09441109001636505,
0.09532637149095535,
0.12247448414564133,
0.09458336234092712,
0.03797033429145813,
0.06910622119903564,
-0.028636790812015533,
0.01649738848209381,
0.028654320165514946,
0.0169404037296772,
0.023547295480966568,
0.03210069611668587,
-0.007255112286657095,
0.024233002215623856,
-0.08993474394083023,
-0.02223500795662403,
0.06511548161506653,
-0.01264162827283144,
-0.1507992148399353,
-0.052920639514923096,
0.0486077144742012,
0.05414480343461037,
-0.00030255800811573863,
0.02185284160077572,
0.1834453046321869,
-0.03294456750154495,
0.06547760218381882,
0.19527575373649597,
-0.26157158613204956,
-0.05995343253016472,
0.0595344714820385,
0.06917091459035873,
0.016772111877799034,
-0.03872717171907425,
0.03952724486589432,
0.0502847395837307,
0.060296185314655304,
-0.015126326121389866,
-0.09836602956056595,
-0.09452183544635773,
-0.04570351541042328,
-0.08244682103395462,
-0.021402286365628242,
0.18739642202854156,
-0.032012324780225754,
-0.11004391312599182,
-0.02642127498984337,
-0.01654122583568096,
0.19687165319919586,
-0.07049057632684708,
-0.00176014075987041,
0.023843999952077866,
-0.009992853738367558,
-0.04230222851037979,
-0.147273987531662,
-0.12639692425727844,
-0.03507306054234505,
-0.09584669023752213,
0.10359735041856766,
0.07314039021730423,
0.023490402847528458,
-0.06365737318992615,
-0.009969456121325493,
-0.14123186469078064,
-0.07582694292068481,
-0.0033527566120028496,
-0.07951696217060089,
0.046709414571523666,
-0.007099902257323265,
-0.07522034645080566,
-0.16507986187934875,
0.10451041907072067,
0.07620634138584137,
0.018847398459911346,
-0.009648213163018227,
-0.1156490370631218,
-0.026524899527430534,
0.05678004398941994,
0.11037389934062958,
-0.0733092650771141,
0.012744694948196411,
0.0969068706035614,
-0.083858422935009,
-0.010561088100075722,
0.035395435988903046,
-0.15633495151996613,
-0.09004656225442886,
-0.004298754036426544,
0.10450416058301926,
0.016679376363754272,
0.06895492225885391,
0.03751669079065323,
-0.04572553187608719,
0.11701393127441406,
-0.11152700334787369,
0.042817600071430206,
-0.03379351645708084,
0.07055677473545074,
0.18267904222011566,
0.0104487594217062,
-0.02910369448363781,
-0.15391825139522552,
-0.0801018550992012,
-0.02666953019797802,
-0.039720576256513596,
-0.020725157111883163,
-0.13887497782707214,
0.05993245169520378,
-0.08373910933732986,
0.00800556130707264,
-0.16911274194717407,
-0.07445413619279861,
0.08207280933856964,
0.06318101286888123,
-0.030811697244644165,
-0.04782531410455704,
0.057973407208919525,
0.03106246143579483,
-0.020653782412409782,
-0.029982874169945717,
0.00471126101911068,
-0.016727326437830925,
0.026491228491067886,
0.0063503035344183445,
0.06902608275413513,
-0.11217866837978363,
0.047625068575143814,
-0.029138727113604546,
-0.024699518457055092,
-0.2141665518283844,
0.029374761506915092,
-0.09462086856365204,
-0.00741280522197485,
-0.1451866775751114,
-0.0904192104935646,
0.09519325196743011,
0.012626017443835735,
0.023004034534096718,
0.07313831150531769,
-0.07599112391471863,
-0.04135219752788544,
0.15638452768325806,
-0.06632064282894135,
0.0002187683858210221,
0.19828370213508606,
0.02029590681195259,
-0.019573654979467392,
0.11729013919830322,
0.05135257914662361,
0.10568291693925858,
-0.13914285600185394,
0.028950141742825508,
0.10079971700906754,
0.018973171710968018,
-0.054321929812431335,
0.09168756753206253,
-0.007922598160803318,
-0.10091391205787659,
0.015567820519208908,
-0.04385479539632797,
0.034306809306144714,
-0.01838841661810875,
-0.007351388223469257,
-0.029323402792215347,
-0.07434535771608353,
0.08109846711158752,
0.02995475009083748,
0.054410699754953384,
-0.07341457903385162,
-0.06985773146152496,
0.12141399085521698,
0.06353636085987091,
-0.06675468385219574,
0.054679565131664276,
-0.1007583886384964,
0.02929941937327385,
-0.11845733225345612,
0.04159856587648392,
-0.11015844345092773,
-0.017794786021113396,
0.06733817607164383,
-0.011299589648842812,
0.058188553899526596,
0.09769939631223679,
0.049502722918987274,
0.010654697194695473,
-0.09893150627613068,
0.12150709331035614,
0.06467866152524948,
-0.012750798836350441,
-0.017482923343777657,
-0.043886423110961914,
-0.0698784738779068,
-0.043777741491794586,
0.007943118922412395,
-0.01594501920044422,
0.006913935765624046,
-0.0012462717713788152,
0.08212412148714066,
-0.04237911477684975,
0.06455378234386444,
0.05800986662507057,
0.03282338008284569,
-0.041093286126852036,
-0.009040568955242634,
0.06022850424051285,
-0.004505868069827557,
-0.00018998794257640839,
0.1220526248216629,
0.07785513997077942,
0.002129527973011136,
0.12726353108882904,
0.02739359624683857,
0.03016013279557228,
0.007172051351517439,
-0.004448785446584225,
0.000746403296943754,
-0.03050326555967331,
-0.07745540142059326,
0.13671380281448364,
0.008681261911988258,
0.11983737349510193,
-0.11366692930459976,
-0.007145520765334368,
0.02798576094210148,
-0.06028362736105919,
-0.06090303137898445,
0.0511358417570591,
0.07808578014373779,
-0.14021329581737518,
0.07083258032798767,
0.09411900490522385,
-0.03989504277706146,
0.09823036193847656,
-0.03433404490351677,
-0.06086958944797516,
0.06968402117490768,
-0.012327890843153,
0.04770539700984955,
-0.022459596395492554,
-0.1272938996553421,
-0.04202213138341904,
0.09657640755176544,
-0.05323507636785507,
-0.020613553002476692,
-0.06361342966556549,
0.039898380637168884,
0.0367436558008194,
-0.05025639757514,
-0.050742603838443756,
0.013337641954421997,
0.015376048162579536,
0.05385841801762581,
0.02328723669052124,
-0.004447247367352247,
0.02655184082686901,
0.0333881750702858,
-0.027595261111855507,
0.12432760745286942,
-0.12093578279018402,
-0.3062445819377899,
-0.2079571932554245,
-0.20927084982395172,
-0.1508633941411972,
0.06228474900126457,
0.09064912050962448,
-0.09765242040157318,
-0.0973963662981987,
-0.006363722961395979,
0.0957115963101387,
-0.024283654987812042,
-0.0019505915697664022,
0.03383893147110939,
0.015800675377249718,
0.013373881578445435,
-0.1671651154756546,
-0.010607818141579628,
0.05290837958455086,
-0.12370230257511139,
0.0583905354142189,
-0.09226039052009583,
0.06009446829557419,
0.03344074636697769,
-0.0686512440443039,
0.003184171626344323,
-0.03816107288002968,
0.0948394238948822,
0.021109577268362045,
0.06812247633934021,
0.2192842960357666,
0.01109416875988245,
0.039110101759433746,
0.09445793926715851,
0.06134278327226639,
-0.0030571857932955027,
0.02968008443713188,
0.03986169770359993,
-0.041876692324876785,
-0.21330969035625458,
-0.024071266874670982,
-0.062403254210948944,
0.03663192689418793,
0.0921860784292221,
0.05488014593720436,
-0.041010864078998566,
0.09365725517272949,
-0.04918142035603523,
0.12570823729038239,
-0.0030343211255967617,
0.08273672312498093,
0.19459059834480286,
-0.017093507573008537,
0.08611337840557098,
-0.0670752227306366,
-0.09417331963777542,
0.12458451837301254,
0.06672988831996918,
0.06517791002988815,
0.00020182399020995945,
0.13194750249385834,
0.04608503729104996,
0.012984435074031353,
0.09277035295963287,
0.21382437646389008,
-0.051236215978860855,
0.019755952060222626,
-0.047763749957084656,
-0.06241033971309662,
0.008997799828648567,
-0.04171258583664894,
0.0764499306678772,
-0.08058461546897888,
-0.026996543630957603,
-0.11497808992862701,
-0.01697772555053234,
0.25138166546821594,
0.05864711478352547,
-0.13128957152366638,
-0.05949920043349266,
0.01974782720208168,
-0.11968465149402618,
-0.10394944250583649,
0.015280057676136494,
0.03342163935303688,
-0.11259382218122482,
0.09562762081623077,
0.013418485410511494,
0.12327738851308823,
-0.02098923549056053,
0.03594283387064934,
-0.11955220252275467,
0.058580003678798676,
0.022822462022304535,
0.12519077956676483,
-0.17261402308940887,
0.13232147693634033,
0.033621180802583694,
0.02455967478454113,
-0.12013018876314163,
0.06514973193407059,
0.02884828858077526,
0.09474024176597595,
0.09092041105031967,
-0.011182170361280441,
0.19141316413879395,
-0.07746151089668274,
-0.0801791250705719,
0.05932203307747841,
0.00945761427283287,
0.012719253078103065,
0.07755483686923981,
-0.028160732239484787,
-0.05594366788864136,
-0.017858903855085373,
0.07464644312858582,
-0.156184121966362,
-0.16874410212039948,
0.05062099173665047,
0.031107714399695396,
-0.06342652440071106,
-0.020760079845786095,
-0.10398879647254944,
-0.05010038614273071,
0.17973603308200836,
0.1485050618648529,
-0.1237889975309372,
-0.09161321073770523,
-0.0737299695611,
0.14676396548748016,
-0.08189830183982849,
0.08502152562141418,
-0.06970952451229095,
0.15644437074661255,
-0.07474632561206818,
-0.11312541365623474,
-0.021497221663594246,
-0.09688866138458252,
-0.028370903804898262,
0.03380327299237251,
0.11540794372558594,
-0.049408528953790665,
0.05222253128886223,
0.0707399770617485,
-0.0320528969168663,
0.006040670443326235,
-0.049944981932640076,
-0.07643640786409378,
0.025235304608941078,
0.114797443151474,
0.03716714680194855,
-0.11828203499317169,
-0.14394515752792358,
0.006509802304208279,
-0.0030150378588587046,
0.19317619502544403,
0.1936083734035492,
-0.014112179167568684,
0.07285398989915848,
0.2865212857723236,
-0.026014722883701324,
-0.27637040615081787,
-0.16204823553562164,
0.00964521523565054,
0.0047281645238399506,
-0.07720533758401871,
-0.18995407223701477,
0.11136110126972198,
0.009714378044009209,
-0.014785909093916416,
-0.08592406660318375,
-0.07671479880809784,
-0.07774679362773895,
0.17004472017288208,
0.06036778539419174,
0.1215599849820137,
-0.11079701036214828,
-0.036774907261133194,
-0.1112460345029831,
-0.20380359888076782,
0.11607957631349564,
-0.027867065742611885,
0.115163154900074,
-0.009229881688952446,
0.03737775981426239,
0.030316190794110298,
0.0065771713852882385,
0.08770842105150223,
-0.019398560747504234,
-0.06831993162631989,
-0.06441093236207962,
0.006342669948935509,
0.08029217272996902,
0.010066324844956398,
0.16371671855449677,
-0.06397824734449387,
-0.03181307390332222,
-0.023009417578577995,
-0.08572336286306381,
-0.0697157084941864,
0.09504498541355133,
0.013640780001878738,
-0.07956372201442719,
-0.02633998729288578,
-0.006146831437945366,
-0.034813132137060165,
-0.02236650511622429,
0.08587154746055603,
-0.024094831198453903,
-0.006839958485215902,
0.1433020830154419,
0.18614165484905243,
-0.15329748392105103,
0.0335601344704628,
-0.015978075563907623,
-0.10118170827627182,
0.05608336627483368,
-0.0445181205868721,
0.05904840677976608,
0.029591115191578865,
-0.001786359352990985,
0.0616278201341629,
0.024543877691030502,
-0.059072937816381454,
-0.022480588406324387,
0.07611121237277985,
-0.057203181087970734,
-0.16182906925678253,
-0.05326416343450546,
-0.025659319013357162,
-0.08725729584693909,
0.07474438101053238,
0.12939226627349854,
-0.023839367553591728,
-0.10270428657531738,
0.01462565828114748,
0.010145737789571285,
-0.03651316836476326,
0.06276821345090866,
0.07742074131965637,
0.014655107632279396,
-0.1103413999080658,
0.08707576245069504,
0.13315235078334808,
-0.12537211179733276,
0.029869575053453445,
0.09882818162441254,
-0.05955173820257187,
-0.1082003265619278,
0.06661021709442139,
0.003099078545346856,
-0.06928019225597382,
-0.03847157210111618,
-0.016026102006435394,
-0.08596959710121155,
0.035736534744501114,
0.10435407608747482,
0.056444402784109116,
-0.036135561764240265,
-0.05066057667136192,
-0.00015082352911122143,
-0.08235275000333786,
0.056905921548604965,
0.061118703335523605,
0.06028328835964203,
-0.07607434689998627,
0.016146980226039886,
-0.05544080212712288,
0.1450071632862091,
-0.044318024069070816,
-0.005629223771393299,
-0.09806719422340393,
-0.037323854863643646,
-0.24547028541564941,
0.04505595937371254,
-0.10878828912973404,
0.00043043194455094635,
-0.0027009036857634783,
-0.07127974927425385,
-0.017741288989782333,
0.02983248606324196,
-0.09978798776865005,
-0.0052323779091238976,
-0.005203267093747854,
0.11728565394878387,
-0.07684812694787979,
-0.014549066312611103,
0.05593368783593178,
-0.03048347681760788,
0.09870044142007828,
0.015284454450011253,
-0.07528017461299896,
0.08764006197452545,
-0.06269121915102005,
-0.12354597449302673,
0.0011259472230449319,
0.06602330505847931,
0.06982359290122986,
-0.03324401006102562,
0.04338692128658295,
0.06922993063926697,
0.050492994487285614,
0.0004450613632798195,
0.13804438710212708,
-0.06729841977357864,
-0.009159033186733723,
0.006755299400538206,
-0.08363021910190582,
0.001576792448759079,
0.03853987157344818,
0.1507897526025772,
0.057075440883636475,
0.05893034115433693,
-0.06739348918199539,
0.013811944052577019,
-0.04232204332947731,
0.019618768244981766,
-0.08065665513277054,
-0.1421029418706894,
0.014903049916028976,
-0.07108890265226364,
-0.004146728198975325,
0.04417680948972702,
0.07182145863771439,
0.02151726745069027,
0.12066114693880081,
-0.005538268946111202,
0.012234066613018513,
0.08748281747102737,
-0.02468224987387657,
0.1911211907863617,
0.021482447162270546,
-0.0336897186934948,
-0.0736876055598259,
0.00809674896299839,
0.04062322527170181,
0.06520478427410126,
0.03622416406869888,
0.09829570353031158,
0.01828487031161785,
0.06655309349298477,
0.081456258893013,
0.0328977033495903,
-0.09031824767589569,
-0.14218834042549133,
0.0849490538239479,
0.09410500526428223,
-0.11405140906572342,
0.11062821745872498,
0.07530291378498077,
-0.0789998471736908,
0.058736637234687805,
-0.003856729483231902,
-0.044348977506160736,
-0.12064826488494873,
-0.14806562662124634,
-0.07233400642871857,
-0.07661259174346924,
-0.03217518329620361,
-0.09712766110897064,
0.02697918564081192,
-0.015808945521712303,
0.07700466364622116,
-0.024726204574108124,
0.1291387975215912,
-0.1366126984357834,
-0.0769144743680954,
0.056953251361846924,
-0.011250084266066551,
0.03296881914138794,
0.04864397272467613,
0.022156288847327232,
-0.012431412003934383,
0.07718925178050995,
0.008745703846216202,
0.04536640644073486,
0.05457749590277672,
0.029812220484018326,
-0.04790649563074112,
-0.06550590693950653,
-0.06059851497411728,
0.0057541304267942905,
0.05617501586675644,
0.18549257516860962,
0.014430509880185127,
-0.02770177833735943,
0.012529299594461918,
0.08979527652263641,
-0.019005276262760162,
-0.1832672655582428,
-0.1129845455288887,
0.23703521490097046,
0.01648763008415699,
0.017847750335931778,
0.0348890945315361,
-0.06015082448720932,
-0.09503311663866043,
0.29300564527511597,
0.16118168830871582,
0.09641614556312561,
0.014684866182506084,
0.012308388017117977,
0.013148153200745583,
-0.009658998809754848,
0.1445518583059311,
0.055461443960666656,
0.11175890266895294,
-0.04463278874754906,
0.0037528800312429667,
0.02155744843184948,
0.02129214257001877,
-0.2500254809856415,
0.05029416084289551,
0.006858315784484148,
-0.07576673477888107,
0.03736109286546707,
0.06310316175222397,
0.012946964241564274,
-0.14070412516593933,
-0.1254124939441681,
-0.03438455983996391,
-0.07972070574760437,
-0.013348747044801712,
0.0021090989466756582,
0.011354176327586174,
0.053192757070064545,
-0.030223188921809196,
0.081937275826931,
0.1637641340494156,
0.020033780485391617,
-0.09099692851305008,
-0.021959759294986725,
0.2023410052061081,
-0.03998633846640587,
0.11165079474449158,
0.03146124258637428,
0.021531153470277786,
0.0880841538310051,
-0.01194834802299738,
-0.12523871660232544,
0.013338612392544746,
0.02017459087073803,
-0.04589279741048813,
0.08495549857616425,
0.09383437037467957,
-0.06454555690288544,
-0.0010082826483994722,
-0.07426763325929642,
-0.031172990798950195,
0.007079054601490498,
0.09905852377414703,
0.05114874616265297,
-0.06116766110062599,
0.10654608905315399,
-0.1892538219690323,
0.0676303431391716,
0.1551123559474945,
-0.011930138804018497,
-0.07030905038118362,
-0.10270161926746368,
0.06241118162870407,
0.06573445349931717,
-0.08753354847431183,
-0.09793686121702194,
-0.12581685185432434,
-0.04187658056616783,
-0.12045340240001678,
0.09217654168605804,
-0.19267722964286804,
0.005480877123773098,
-0.006555620115250349,
0.05155576765537262,
-0.16152609884738922,
0.026958538219332695,
0.09572196751832962,
-0.00977958831936121,
0.024509847164154053,
-0.14536483585834503,
-0.051479145884513855,
0.00005423736001830548,
-0.1489563137292862,
-0.03946332633495331
] |
null | null | transformers |
# bert-base-zh-cased
We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-zh-cased")
model = AutoModel.from_pretrained("Geotrend/bert-base-zh-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request.
| {"language": "zh", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/bert-base-zh-cased | [
"transformers",
"pytorch",
"tf",
"jax",
"safetensors",
"bert",
"fill-mask",
"zh",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"zh"
] | TAGS
#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# bert-base-zh-cased
We are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.
Unlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request.
| [
"# bert-base-zh-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# bert-base-zh-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
62,
101,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #tf #jax #safetensors #bert #fill-mask #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# bert-base-zh-cased\n\nWe are sharing smaller versions of bert-base-multilingual-cased that handle a custom number of languages.\n\nUnlike distilbert-base-multilingual-cased, our versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.041467830538749695,
0.025012703612446785,
-0.0023375535383820534,
0.0607607401907444,
0.07072363793849945,
-0.05483564734458923,
0.10396475344896317,
0.10856907814741135,
0.004979987628757954,
-0.007559140678495169,
0.011965472251176834,
0.008158236742019653,
0.044351134449243546,
0.05881389603018761,
-0.030643872916698456,
-0.23072205483913422,
0.009699909016489983,
0.07273218035697937,
-0.023713519796729088,
0.04362516477704048,
0.1443040668964386,
-0.08334431052207947,
0.07069312036037445,
0.056665532290935516,
-0.018351562321186066,
0.07956156134605408,
-0.03664198890328407,
-0.09688908606767654,
0.10231417417526245,
0.1086091697216034,
0.05758475512266159,
0.0642658919095993,
0.06873176991939545,
-0.07214203476905823,
0.01946362666785717,
0.019461361691355705,
0.0011448560981079936,
0.012975937686860561,
0.03414864093065262,
-0.049336835741996765,
0.047361891716718674,
-0.11508848518133163,
-0.0387994721531868,
0.0748976618051529,
0.008354263380169868,
-0.18069960176944733,
-0.08121208101511002,
0.10400884598493576,
0.059155721217393875,
0.010808669030666351,
0.007066430989652872,
0.17683705687522888,
-0.030304674059152603,
0.06048309803009033,
0.2300628125667572,
-0.2965942919254303,
-0.04319414868950844,
0.06546720862388611,
0.08459173887968063,
0.016656149178743362,
-0.05899002030491829,
0.05999435856938362,
0.07273883372545242,
0.042656876146793365,
-0.02294868975877762,
-0.08115265518426895,
0.02727731689810753,
-0.036996226757764816,
-0.12355191260576248,
-0.020813221111893654,
0.1889200657606125,
-0.016967857256531715,
-0.1285112053155899,
-0.05337529629468918,
-0.022735564038157463,
0.19010910391807556,
-0.0471988320350647,
0.030722489580512047,
-0.015953004360198975,
-0.014084955677390099,
-0.06055694445967674,
-0.12415541708469391,
-0.1361665278673172,
-0.04571137949824333,
-0.07577477395534515,
0.1793920248746872,
0.09179861098527908,
0.03628073260188103,
-0.04661116376519203,
0.02939937263727188,
-0.10272517800331116,
-0.09857571125030518,
-0.031597260385751724,
-0.08969613164663315,
0.02465970814228058,
0.006806585006415844,
-0.05579111725091934,
-0.1417563408613205,
0.1556507647037506,
0.14289702475070953,
0.007347733713686466,
0.00612621521577239,
-0.0905652716755867,
-0.02178395912051201,
0.0621519535779953,
0.11194829642772675,
-0.08580290526151657,
-0.009038766846060753,
0.11226294189691544,
-0.06772098690271378,
0.021879609674215317,
0.01595199666917324,
-0.13382954895496368,
-0.08290116488933563,
0.06829099357128143,
0.11415644735097885,
-0.00228150375187397,
0.0772833600640297,
0.045057013630867004,
-0.024276401847600937,
0.07889460027217865,
-0.10854030400514603,
0.008907887153327465,
-0.02443106286227703,
0.04696168005466461,
0.12770512700080872,
0.008921478874981403,
-0.01972973719239235,
-0.14069822430610657,
-0.05234576389193535,
-0.02131613716483116,
-0.044716496020555496,
-0.006822535302489996,
-0.11227225512266159,
0.0553874671459198,
-0.05531597137451172,
0.01171855442225933,
-0.1590546816587448,
-0.10121744126081467,
0.072101891040802,
0.03467275947332382,
-0.014834913425147533,
-0.012575032189488411,
0.06760472059249878,
0.031617604196071625,
-0.01823076419532299,
-0.02572295442223549,
0.009950267150998116,
-0.03969201445579529,
0.05456703156232834,
0.0034263937268406153,
0.042242586612701416,
-0.1254686415195465,
0.031947407871484756,
-0.04454818367958069,
0.001733336946927011,
-0.1300126165151596,
0.02165200375020504,
-0.10549039393663406,
-0.0034187661949545145,
-0.1317228376865387,
-0.0942937359213829,
0.0957615002989769,
0.002582632005214691,
0.02434883639216423,
0.06363452225923538,
-0.051216427236795425,
-0.024888549000024796,
0.17366282641887665,
-0.09580438584089279,
-0.033757101744413376,
0.20436052978038788,
0.008717990480363369,
-0.02938641607761383,
0.11920136213302612,
0.05897344648838043,
0.10384485870599747,
-0.1431056708097458,
0.005888260435312986,
0.07552674412727356,
0.006528898607939482,
-0.011840092949569225,
0.10329728573560715,
-0.00631214864552021,
-0.09218407422304153,
0.019504249095916748,
-0.04108460247516632,
0.029879050329327583,
-0.02675853855907917,
-0.01186993159353733,
-0.030514484271407127,
-0.08818936347961426,
0.0976443961262703,
0.010350001975893974,
0.04209911450743675,
-0.07205362617969513,
-0.06815486401319504,
0.0844789668917656,
0.0843237116932869,
-0.06231452897191048,
0.03531263768672943,
-0.10180112719535828,
0.07952021062374115,
-0.0778672844171524,
0.0382896289229393,
-0.1166350319981575,
-0.025212585926055908,
0.039198439568281174,
-0.0014990221243351698,
0.0738874226808548,
0.0646539106965065,
0.03324655443429947,
0.04957305267453194,
-0.08736211806535721,
0.07488903403282166,
0.05127770081162453,
0.006762460805475712,
-0.006816580425947905,
-0.05304831266403198,
-0.06958112120628357,
-0.03699694946408272,
0.08207544684410095,
-0.049052853137254715,
0.019713548943400383,
0.032091617584228516,
0.08892539888620377,
-0.0555286668241024,
0.07356097549200058,
0.052989427000284195,
0.012667174451053143,
-0.03625297173857689,
-0.007932732813060284,
0.04803568124771118,
0.004793962929397821,
-0.04987408593297005,
0.09368585795164108,
0.04467838630080223,
0.02084096521139145,
0.11076369881629944,
0.0539008304476738,
0.0376010425388813,
-0.010062696412205696,
-0.017575616016983986,
-0.007948366925120354,
-0.058765411376953125,
-0.0840696394443512,
0.1008777767419815,
0.004989386070519686,
0.10573805123567581,
-0.12768742442131042,
-0.01932382956147194,
0.029193058609962463,
-0.09622114151716232,
-0.02494882233440876,
0.08095356076955795,
0.015789521858096123,
-0.19661259651184082,
0.07639247179031372,
0.0778980553150177,
-0.034013062715530396,
0.15652243793010712,
-0.0653330534696579,
-0.05137518048286438,
0.05624779686331749,
0.016503404825925827,
0.025827717036008835,
0.02417886257171631,
-0.07514641433954239,
-0.038861233741045,
0.09199749678373337,
-0.05078678950667381,
-0.011250178329646587,
-0.09942847490310669,
0.052160535007715225,
-0.00019475187582429498,
-0.054821498692035675,
-0.028111394494771957,
0.03857167437672615,
0.0023387835826724768,
0.07238123565912247,
0.006472062785178423,
-0.005558899138122797,
0.036499302834272385,
0.015296333469450474,
-0.060905877500772476,
0.12940338253974915,
-0.10396518558263779,
-0.24982543289661407,
-0.2079116404056549,
-0.192001610994339,
-0.18494200706481934,
0.027036109939217567,
0.08758397400379181,
-0.0429464615881443,
-0.0789075493812561,
-0.003967622295022011,
0.08469188213348389,
-0.0006331315380521119,
-0.0020621628500521183,
0.007999178022146225,
0.006004646886140108,
-0.008754607290029526,
-0.16350913047790527,
-0.02962857484817505,
0.016657106578350067,
-0.14363251626491547,
0.06697630137205124,
-0.08526387810707092,
0.05952746048569679,
0.03427046909928322,
-0.05103904753923416,
0.016372552141547203,
-0.040845271199941635,
0.0730568990111351,
0.0027586077339947224,
0.0732615739107132,
0.23932361602783203,
-0.009498159401118755,
0.05347748473286629,
0.07885637134313583,
0.04911525547504425,
-0.0004642881394829601,
0.0381256528198719,
0.02706514298915863,
-0.06240526959300041,
-0.2047978788614273,
-0.05959506705403328,
-0.053455423563718796,
0.027517318725585938,
0.04673639312386513,
0.06244787573814392,
0.03646180406212807,
0.07041303813457489,
-0.08133862167596817,
0.06947474181652069,
0.026674872264266014,
0.08518064767122269,
0.14568044245243073,
-0.0004073611635249108,
0.08754702657461166,
-0.0824628695845604,
-0.08593396842479706,
0.12285072356462479,
0.030433733016252518,
0.0985894426703453,
-0.019812019541859627,
0.09824908524751663,
0.07440976053476334,
0.06037742272019386,
0.0945025160908699,
0.19915452599525452,
-0.048147380352020264,
0.0043570310808718204,
-0.024930402636528015,
-0.07207213342189789,
0.012703987769782543,
-0.018101196736097336,
0.04595939815044403,
-0.04744742438197136,
-0.027666758745908737,
-0.10493317991495132,
0.01783398538827896,
0.24213863909244537,
0.058844372630119324,
-0.1038300171494484,
-0.06470565497875214,
0.01848199963569641,
-0.10322432219982147,
-0.09235556423664093,
0.01222886424511671,
0.03796135634183884,
-0.14268068969249725,
0.12970684468746185,
0.011176159605383873,
0.10652593523263931,
-0.005795333534479141,
0.028646714985370636,
-0.15689551830291748,
0.05985046550631523,
-0.002230538520962,
0.14159919321537018,
-0.1890447735786438,
0.1169687807559967,
0.03325606882572174,
0.02860015258193016,
-0.1556921750307083,
0.0388084277510643,
0.060735996812582016,
0.08421404659748077,
0.0949750617146492,
-0.008670851588249207,
0.15388783812522888,
-0.07314550876617432,
-0.06861454248428345,
0.05234077200293541,
0.02245207317173481,
0.004118398763239384,
0.08146943151950836,
-0.027858931571245193,
-0.04836549609899521,
-0.032144516706466675,
0.10334333777427673,
-0.13981564342975616,
-0.13195519149303436,
0.043014634400606155,
-0.0014597411500290036,
-0.057726237922906876,
-0.065941222012043,
-0.09810354560613632,
-0.05807649716734886,
0.13353613018989563,
0.09997296333312988,
-0.14581410586833954,
-0.09310444444417953,
-0.05686872825026512,
0.11621643602848053,
-0.08634233474731445,
0.07250422984361649,
-0.03637884557247162,
0.15423107147216797,
-0.08906775712966919,
-0.11419215798377991,
-0.03413388878107071,
-0.08923675864934921,
-0.07956980168819427,
0.04440736025571823,
0.16090351343154907,
-0.012042246758937836,
0.046570342034101486,
0.06659986078739166,
-0.05029987171292305,
0.013613417744636536,
-0.08284855633974075,
-0.0779634416103363,
0.02725878544151783,
0.11543414741754532,
0.05521655082702637,
-0.09651036560535431,
-0.20277300477027893,
-0.013027255423367023,
-0.030424918979406357,
0.1844702661037445,
0.2247493714094162,
-0.007546988781541586,
0.05895199999213219,
0.27023574709892273,
0.003843802260234952,
-0.28440409898757935,
-0.18945686519145966,
-0.014563879929482937,
0.02387027069926262,
-0.08386208117008209,
-0.1249360516667366,
0.10986051708459854,
0.02168213203549385,
-0.03409257531166077,
-0.05313212051987648,
-0.10649356245994568,
-0.10070610046386719,
0.1905454695224762,
0.05827868729829788,
0.14730587601661682,
-0.11974356323480606,
-0.05116648226976395,
-0.11385136842727661,
-0.15918241441249847,
0.1229642853140831,
-0.11490199714899063,
0.1079379990696907,
-0.005593679845333099,
0.011059866286814213,
0.02202080562710762,
0.0038492416497319937,
0.09915737062692642,
-0.021958593279123306,
-0.041215650737285614,
-0.06813433766365051,
0.012531785294413567,
0.09396375715732574,
-0.006892825942486525,
0.16511760652065277,
-0.0960698351264,
-0.014384872280061245,
0.011445112526416779,
-0.06886575371026993,
-0.0790695920586586,
0.1069917306303978,
0.010386795736849308,
-0.08882385492324829,
-0.0646461769938469,
0.012890956364572048,
-0.03983704373240471,
-0.021771280094981194,
0.10454767942428589,
-0.026053521782159805,
0.0003664208052214235,
0.14433830976486206,
0.1717202514410019,
-0.14317995309829712,
0.06281711161136627,
-0.06541597098112106,
-0.09775426238775253,
0.05649985000491142,
-0.04066094011068344,
0.06222463399171829,
0.044178422540426254,
0.034687526524066925,
0.08361271023750305,
0.01647801324725151,
-0.11051757633686066,
-0.02693822793662548,
0.07638349384069443,
-0.08737190067768097,
-0.17012062668800354,
-0.08472195267677307,
0.020153233781456947,
-0.056569505482912064,
0.11123811453580856,
0.12179006636142731,
-0.021239735186100006,
-0.08980854600667953,
0.003486132714897394,
0.007113502826541662,
-0.05301004648208618,
0.09002259373664856,
0.09363614767789841,
0.041997939348220825,
-0.11409315466880798,
0.07705027610063553,
0.09571242332458496,
0.0033762806560844183,
0.02399669587612152,
0.08079972863197327,
-0.08982063084840775,
-0.09898355603218079,
0.03227872774004936,
0.03268720209598541,
-0.07496313750743866,
-0.09244275838136673,
-0.03432179242372513,
-0.10806278884410858,
0.008958491496741772,
0.18328943848609924,
0.07924364507198334,
-0.04019402712583542,
-0.0180064644664526,
-0.01956341788172722,
-0.05902146175503731,
0.06621710956096649,
0.07344603538513184,
0.04847332090139389,
-0.07777711749076843,
0.023077312856912613,
-0.02895115315914154,
0.15530960261821747,
-0.06418395042419434,
-0.03212866932153702,
-0.10115402191877365,
-0.02049153670668602,
-0.2806157171726227,
0.04638687148690224,
-0.11795416474342346,
-0.007513056509196758,
-0.009691296145319939,
-0.08007203042507172,
-0.005988251883536577,
0.053220633417367935,
-0.08690526336431503,
-0.0012743216939270496,
-0.018022771924734116,
0.11461237072944641,
-0.09342930465936661,
-0.028869440779089928,
0.05627183988690376,
-0.047951385378837585,
0.10101033747196198,
0.029975179582834244,
-0.056394994258880615,
0.11889630556106567,
-0.07671906054019928,
-0.0989602729678154,
0.003134329104796052,
0.058880340307950974,
0.049379657953977585,
-0.058897167444229126,
0.022262495011091232,
0.06222077086567879,
0.02190776914358139,
0.006615763064473867,
0.06961694359779358,
-0.06419432908296585,
-0.017537834122776985,
-0.029920676723122597,
-0.04372894763946533,
-0.004133885260671377,
0.03609810769557953,
0.1186843067407608,
0.0840613842010498,
0.06395401805639267,
-0.0790076032280922,
-0.001612079911865294,
-0.041536930948495865,
0.020966703072190285,
-0.07405994087457657,
-0.15274685621261597,
0.02823949046432972,
-0.06627605110406876,
-0.021663377061486244,
0.037702374160289764,
0.08783208578824997,
-0.017596974968910217,
0.09114452451467514,
-0.018426544964313507,
0.09740772843360901,
0.09647933393716812,
-0.016818944364786148,
0.23069477081298828,
-0.003837618976831436,
-0.006593993399292231,
-0.08259405195713043,
0.008476858027279377,
0.020377162843942642,
0.04157997667789459,
0.04871872439980507,
0.07420805096626282,
0.030396491289138794,
0.045127928256988525,
0.08757853507995605,
0.033679913729429245,
-0.061408061534166336,
-0.15041357278823853,
0.07855456322431564,
0.0497676245868206,
-0.09393415600061417,
0.10218685120344162,
0.13025906682014465,
-0.09427662193775177,
0.03513689339160919,
0.03326885402202606,
-0.03839674964547157,
-0.10534107685089111,
-0.18351340293884277,
-0.057361919432878494,
-0.05452703312039375,
-0.02638402208685875,
-0.07575521618127823,
-0.0031745571177452803,
0.037962619215250015,
0.08711658418178558,
-0.02365875244140625,
0.1346825212240219,
-0.164864182472229,
-0.09741806983947754,
0.053532734513282776,
-0.018234236165881157,
0.014987333677709103,
0.06981457769870758,
0.015351631678640842,
-0.0018083136528730392,
0.05258245766162872,
0.024523789063096046,
0.0409218855202198,
0.05749722570180893,
0.04351494833827019,
-0.055489324033260345,
-0.05519678071141243,
-0.044289570301771164,
-0.00598721532151103,
0.0769919827580452,
0.1842484027147293,
0.03204377368092537,
-0.039671674370765686,
0.017140448093414307,
0.10992589592933655,
-0.015462493523955345,
-0.2266874760389328,
-0.10500021278858185,
0.23467476665973663,
0.028571946546435356,
-0.005478057079017162,
0.057752303779125214,
-0.08592920750379562,
-0.03617728129029274,
0.2404736429452896,
0.12899275124073029,
0.09492973238229752,
0.039887234568595886,
-0.012316547334194183,
0.012729900889098644,
-0.015286832116544247,
0.10634347051382065,
0.02940354309976101,
0.1447785496711731,
-0.03976164758205414,
0.029649827629327774,
-0.004272609017789364,
0.0019606908317655325,
-0.23529984056949615,
0.061176929622888565,
0.003609555773437023,
-0.08719372004270554,
0.021750986576080322,
0.07452552020549774,
-0.021251073107123375,
-0.1380309909582138,
-0.11596360802650452,
-0.0011360684875398874,
-0.0979754850268364,
0.010267680510878563,
-0.01831982098519802,
0.01917354203760624,
0.03801622614264488,
-0.03152896463871002,
0.10647712647914886,
0.09195614606142044,
0.03343435004353523,
-0.06552410870790482,
0.004823771771043539,
0.19785231351852417,
0.01219663955271244,
0.11760903149843216,
0.022312423214316368,
0.04996384307742119,
0.1065945029258728,
-0.0142305176705122,
-0.09920874983072281,
0.06709138303995132,
0.018188251182436943,
-0.061819881200790405,
0.06654585897922516,
0.08414939790964127,
-0.03722263127565384,
-0.020331131294369698,
-0.05444967746734619,
-0.04434024170041084,
0.0016108669806271791,
0.10981758683919907,
0.04040539264678955,
-0.07482000440359116,
0.13615860044956207,
-0.17820775508880615,
0.09398937970399857,
0.09927225112915039,
-0.03465757891535759,
-0.049249984323978424,
-0.09981560707092285,
0.07333624362945557,
0.05513177812099457,
-0.09551873803138733,
-0.06376396119594574,
-0.12849219143390656,
-0.01699875295162201,
-0.13686901330947876,
0.059631407260894775,
-0.19221599400043488,
0.0026258337311446667,
-0.012091328389942646,
0.0417298749089241,
-0.15668658912181854,
0.03809696435928345,
0.12560728192329407,
-0.011850235052406788,
0.02921947091817856,
-0.15223170816898346,
-0.06525003910064697,
-0.020968802273273468,
-0.14155657589435577,
-0.05011558532714844
] |
null | null | transformers |
# distilbert-base-25lang-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
Handled languages: en, fr, es, de, zh, ar, ru, vi, el, bg, th, tr, hi, ur, sw, nl, uk, ro, pt, it, lt, no, pl, da and ja.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-25lang-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-25lang-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermbert,
title={Load What You Need: Smaller Versions of Multilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": ["multilingual", "en", "fr", "es", "de", "zh", "ar", "ru", "vi", "el", "bg", "th", "tr", "hi", "ur", "sw", "nl", "uk", "ro", "pt", "it", "lt", false, "pl", "da", "ja"], "license": "apache-2.0", "datasets": "wikipedia", "widget": [{"text": "Google generated 46 billion [MASK] in revenue."}, {"text": "Paris is the capital of [MASK]."}, {"text": "Algiers is the largest city in [MASK]."}, {"text": "Paris est la [MASK] de la France."}, {"text": "Paris est la capitale de la [MASK]."}, {"text": "L'\u00e9lection am\u00e9ricaine a eu [MASK] en novembre 2020."}, {"text": "\u062a\u0642\u0639 \u0633\u0648\u064a\u0633\u0631\u0627 \u0641\u064a [MASK] \u0623\u0648\u0631\u0648\u0628\u0627"}, {"text": "\u0625\u0633\u0645\u064a \u0645\u062d\u0645\u062f \u0648\u0623\u0633\u0643\u0646 \u0641\u064a [MASK]."}]} | fill-mask | Geotrend/distilbert-base-25lang-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"en",
"fr",
"es",
"de",
"zh",
"ar",
"ru",
"vi",
"el",
"bg",
"th",
"tr",
"hi",
"ur",
"sw",
"nl",
"uk",
"ro",
"pt",
"it",
"lt",
"no",
"pl",
"da",
"ja",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual",
"en",
"fr",
"es",
"de",
"zh",
"ar",
"ru",
"vi",
"el",
"bg",
"th",
"tr",
"hi",
"ur",
"sw",
"nl",
"uk",
"ro",
"pt",
"it",
"lt",
"no",
"pl",
"da",
"ja"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #fr #es #de #zh #ar #ru #vi #el #bg #th #tr #hi #ur #sw #nl #uk #ro #pt #it #lt #no #pl #da #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-25lang-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
Handled languages: en, fr, es, de, zh, ar, ru, vi, el, bg, th, tr, hi, ur, sw, nl, uk, ro, pt, it, lt, no, pl, da and ja.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-25lang-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nHandled languages: en, fr, es, de, zh, ar, ru, vi, el, bg, th, tr, hi, ur, sw, nl, uk, ro, pt, it, lt, no, pl, da and ja.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #fr #es #de #zh #ar #ru #vi #el #bg #th #tr #hi #ur #sw #nl #uk #ro #pt #it #lt #no #pl #da #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-25lang-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nHandled languages: en, fr, es, de, zh, ar, ru, vi, el, bg, th, tr, hi, ur, sw, nl, uk, ro, pt, it, lt, no, pl, da and ja.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
111,
148,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #fr #es #de #zh #ar #ru #vi #el #bg #th #tr #hi #ur #sw #nl #uk #ro #pt #it #lt #no #pl #da #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-25lang-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\nHandled languages: en, fr, es, de, zh, ar, ru, vi, el, bg, th, tr, hi, ur, sw, nl, uk, ro, pt, it, lt, no, pl, da and ja.\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.04398452863097191,
-0.013295462355017662,
-0.0067327977158129215,
0.0682123675942421,
0.051926806569099426,
-0.01369468867778778,
0.10373219847679138,
0.12099586427211761,
0.03766368329524994,
0.11363624781370163,
0.015324707143008709,
0.006842748261988163,
0.08024955540895462,
0.07128454744815826,
-0.00864633172750473,
-0.22742044925689697,
0.013967678882181644,
-0.03634236007928848,
-0.12444816529750824,
0.06231342628598213,
0.11344432085752487,
-0.046467024832963943,
0.08319583535194397,
-0.033121947199106216,
0.011939967051148415,
0.06261438131332397,
-0.06670946627855301,
-0.04930969700217247,
0.06753415614366531,
0.12628601491451263,
0.06659495085477829,
0.008580712601542473,
0.07165074348449707,
-0.16322267055511475,
0.01761910319328308,
0.04617983102798462,
-0.01328898686915636,
-0.02864101156592369,
0.0633484274148941,
-0.06664852797985077,
0.1269458830356598,
-0.13094797730445862,
-0.02530265413224697,
0.06013521924614906,
-0.05244048312306404,
-0.20201577246189117,
-0.07966647297143936,
0.09134378284215927,
0.07504789531230927,
0.04592911899089813,
-0.025942698121070862,
0.16968564689159393,
-0.03216184675693512,
0.06927657127380371,
0.24265867471694946,
-0.18486522138118744,
-0.052341528236866,
0.09477067738771439,
0.07641108334064484,
0.07311852276325226,
-0.08834779262542725,
0.02702883444726467,
0.0803837925195694,
0.05181711167097092,
-0.15607495605945587,
-0.035257235169410706,
0.07875577360391617,
-0.04761310666799545,
-0.10866040736436844,
-0.03696983680129051,
0.14373886585235596,
-0.03128509223461151,
-0.07508525252342224,
0.0036991885863244534,
-0.0546199232339859,
0.08356205374002457,
-0.04008108377456665,
0.03851395845413208,
-0.011943144723773003,
-0.009082975797355175,
0.008239754475653172,
-0.07245633751153946,
-0.12132751941680908,
-0.006215502507984638,
-0.064729243516922,
0.191477432847023,
0.10751365125179291,
0.04460155591368675,
-0.05837400257587433,
0.015691163018345833,
-0.08192877471446991,
-0.07685330510139465,
-0.05205207318067551,
-0.08664223551750183,
0.01606188900768757,
0.017572665587067604,
0.01030237227678299,
-0.036494385451078415,
0.15700821578502655,
0.11150277405977249,
-0.11246190220117569,
0.0424351692199707,
-0.06476090848445892,
0.011398968286812305,
0.07359994947910309,
0.08706241101026535,
-0.06935308873653412,
0.00078937056241557,
0.026263294741511345,
-0.015289155766367912,
0.01959376409649849,
0.057678427547216415,
-0.08171585202217102,
-0.02847287617623806,
0.0012827683240175247,
0.10900069028139114,
0.04426056891679764,
0.04251468554139137,
0.013552917167544365,
0.012727872468531132,
0.11905704438686371,
-0.11814021319150925,
0.023947199806571007,
0.008223388344049454,
0.026595190167427063,
0.16012975573539734,
-0.01631617173552513,
-0.07488442957401276,
-0.13956980407238007,
-0.044885315001010895,
-0.01047731563448906,
-0.0027080634608864784,
-0.038821227848529816,
-0.11480794101953506,
0.0701369121670723,
-0.0575336329638958,
-0.02119646780192852,
-0.1153646931052208,
-0.09676488488912582,
-0.020732121542096138,
0.004073942545801401,
-0.04283573105931282,
0.03732377290725708,
0.011396693997085094,
-0.00692765461280942,
-0.02889874204993248,
0.02968398667871952,
-0.08496397733688354,
-0.04127413406968117,
0.048428334295749664,
0.01804533787071705,
0.0783575251698494,
-0.07902298867702484,
0.011779065243899822,
-0.05774975195527077,
0.025938110426068306,
-0.15510347485542297,
0.03665507957339287,
-0.1383369266986847,
0.03289441391825676,
-0.1185019388794899,
-0.12300838530063629,
0.07540350407361984,
0.02407906949520111,
-0.026704750955104828,
0.09235092252492905,
-0.09190494567155838,
-0.05809818580746651,
0.2350069284439087,
-0.1412409394979477,
0.007749216631054878,
0.1706608086824417,
0.0564916655421257,
-0.12798693776130676,
0.09047680348157883,
-0.03998478502035141,
0.1001996174454689,
-0.08724065870046616,
-0.034082889556884766,
0.044594720005989075,
0.04124893620610237,
0.07327087968587875,
0.0727718248963356,
-0.07169656455516815,
-0.004812834784388542,
0.017171842977404594,
-0.021924590691924095,
-0.016223421320319176,
-0.04869537428021431,
-0.011338839307427406,
-0.004509324207901955,
-0.0451328344643116,
0.04030816629528999,
0.04960896447300911,
-0.013381902128458023,
-0.08928025513887405,
-0.0657818466424942,
0.029133440926671028,
0.12721654772758484,
-0.03257058560848236,
0.025251999497413635,
-0.046941883862018585,
0.06751275062561035,
-0.029603159055113792,
0.006865925155580044,
-0.11202328652143478,
-0.06027086451649666,
0.023245077580213547,
-0.07265079766511917,
0.10767790675163269,
0.09272434562444687,
0.07151439785957336,
0.05197865888476372,
-0.06455160677433014,
0.02747787907719612,
-0.00694207614287734,
-0.06428475677967072,
0.023736726492643356,
-0.11240127682685852,
0.0011936005903407931,
-0.06955152004957199,
0.020313717424869537,
-0.1272307187318802,
0.0014559526462107897,
0.04881148412823677,
0.11501240730285645,
-0.0013299681013450027,
0.01881021447479725,
0.04345262795686722,
0.05127883702516556,
-0.06889083981513977,
-0.00905764102935791,
0.001387135125696659,
-0.09946373850107193,
-0.03249001130461693,
0.037389013916254044,
-0.016408951953053474,
-0.035695068538188934,
0.12830060720443726,
0.03658120334148407,
0.005769472569227219,
0.062333960086107254,
-0.03519256412982941,
0.012757762335240841,
-0.02560373581945896,
-0.027276504784822464,
0.06460927426815033,
0.029968347400426865,
0.0440397672355175,
-0.10737593472003937,
-0.044676490128040314,
0.003351065795868635,
-0.10872197151184082,
-0.0871979296207428,
0.1455731987953186,
0.039058342576026917,
-0.14182516932487488,
0.12369155883789062,
0.031705018132925034,
-0.017430724576115608,
0.17305490374565125,
-0.03820882737636566,
-0.08910328149795532,
0.06561435759067535,
0.06934066116809845,
0.02814602106809616,
-0.0028613817412406206,
-0.03891496732831001,
-0.03749186173081398,
0.05173232778906822,
-0.028289807960391045,
-0.0003880379954352975,
-0.08999835699796677,
0.041669346392154694,
-0.026958005502820015,
-0.0785524770617485,
-0.024915574118494987,
0.01775904931128025,
0.017302442342042923,
0.06538936495780945,
-0.015038002282381058,
0.03780395910143852,
-0.04197869449853897,
-0.008390599861741066,
-0.033546071499586105,
0.15332992374897003,
-0.16093146800994873,
-0.274133563041687,
-0.17613576352596283,
-0.1090671569108963,
-0.13729429244995117,
0.028190026059746742,
0.046114806085824966,
-0.15519244968891144,
-0.10164017975330353,
0.0033173684496432543,
0.14024844765663147,
-0.07743128389120102,
-0.022426960989832878,
-0.04222513362765312,
0.04013027250766754,
-0.023642953485250473,
-0.14628835022449493,
0.01478616800159216,
0.03652496635913849,
-0.14931149780750275,
0.08724822849035263,
-0.10928305238485336,
0.02015107125043869,
0.04978672042489052,
-0.017875831574201584,
0.0028680399991571903,
-0.011683626100420952,
0.12685127556324005,
-0.06702257692813873,
0.06040233001112938,
0.12498705089092255,
0.027417877689003944,
0.0642988383769989,
0.12802763283252716,
0.048525746911764145,
-0.05912497267127037,
0.013800512999296188,
0.06710156053304672,
-0.01788184605538845,
-0.28815022110939026,
-0.059035539627075195,
-0.049191415309906006,
0.01839088276028633,
0.020425323396921158,
0.12471378594636917,
-0.0247129388153553,
0.026438726112246513,
-0.10501064360141754,
-0.00948396697640419,
0.05319008231163025,
0.060855668038129807,
0.04019186645746231,
0.005882288794964552,
0.037658702582120895,
-0.07723379135131836,
-0.04859121888875961,
0.14085426926612854,
-0.00503991125151515,
0.15153196454048157,
-0.013123941607773304,
0.04292895644903183,
0.06082773581147194,
0.02008034661412239,
0.06556666642427444,
0.12874729931354523,
-0.008814441040158272,
0.01798907481133938,
-0.0000357698263542261,
-0.05135434493422508,
-0.010182911530137062,
0.0118559580296278,
0.09983868896961212,
-0.007721123285591602,
0.034296583384275436,
-0.06703988462686539,
0.05287369713187218,
0.1293889731168747,
0.07839477062225342,
-0.10533087700605392,
-0.03273747116327286,
0.04118741676211357,
-0.0908847525715828,
-0.09402449429035187,
0.04997948557138443,
-0.0024765697307884693,
-0.11720044910907745,
0.14223195612430573,
0.04565969482064247,
0.09258919954299927,
-0.09012648463249207,
-0.024615196511149406,
-0.09334197640419006,
0.058782100677490234,
-0.011580121703445911,
0.09855440258979797,
-0.1912839263677597,
0.202897310256958,
0.008155496791005135,
0.03929484635591507,
-0.031575918197631836,
0.04929771274328232,
0.025120196864008904,
0.11651460826396942,
0.11739225685596466,
0.042340781539678574,
0.025220178067684174,
-0.07523968070745468,
-0.013473393395543098,
0.02568279393017292,
0.12409193813800812,
0.01836872100830078,
0.10887151211500168,
-0.01836792565882206,
-0.052168622612953186,
-0.08151010423898697,
-0.07048982381820679,
-0.11181077361106873,
-0.11459550261497498,
0.05452907830476761,
-0.08183036744594574,
-0.046594809740781784,
-0.07159794867038727,
-0.0705493837594986,
-0.07656620442867279,
0.1078973188996315,
0.01502198725938797,
-0.1287076622247696,
-0.09245426952838898,
-0.030109180137515068,
0.17511385679244995,
-0.10426992177963257,
0.060446444898843765,
-0.03200387954711914,
0.08642024546861649,
-0.046841468662023544,
-0.03449650853872299,
-0.007411154918372631,
-0.07851456850767136,
-0.15786615014076233,
0.06138746812939644,
0.17083799839019775,
0.0691453218460083,
0.025785109028220177,
-0.004355746321380138,
-0.0069503867998719215,
-0.0029379359912127256,
-0.09116045385599136,
-0.029390020295977592,
0.1518920361995697,
0.0397370420396328,
0.1624070256948471,
-0.014798472635447979,
-0.16201885044574738,
-0.038098160177469254,
-0.0414096973836422,
0.09004108607769012,
0.2484351545572281,
0.031353626400232315,
0.03596021980047226,
0.20609796047210693,
-0.05707067251205444,
-0.22511422634124756,
-0.1456853151321411,
-0.028018373996019363,
0.01342716347426176,
-0.13698352873325348,
-0.11736810207366943,
0.03646048530936241,
0.018745992332696915,
0.01610446907579899,
-0.008938138373196125,
-0.15064065158367157,
-0.08395153284072876,
0.15101586282253265,
0.0515238456428051,
0.025097334757447243,
-0.156474307179451,
-0.053109850734472275,
-0.08977586776018143,
-0.12255528569221497,
-0.0014835014007985592,
-0.05158114433288574,
0.06886538118124008,
-0.0488956980407238,
0.06196044757962227,
0.018671870231628418,
0.0003479032020550221,
0.16051362454891205,
-0.026299232617020607,
-0.01933589205145836,
-0.06786392629146576,
0.025940323248505592,
0.05672233924269676,
0.007937752641737461,
0.0968056246638298,
-0.056635402143001556,
-0.01576259732246399,
-0.03587431088089943,
-0.06101685389876366,
-0.08242812752723694,
0.07661920040845871,
-0.02564270980656147,
-0.021076668053865433,
-0.10430483520030975,
0.04515857622027397,
-0.03879770264029503,
0.005661667324602604,
0.09854325652122498,
-0.07245022803544998,
0.0955091342329979,
0.10188515484333038,
0.1418650895357132,
0.035718243569135666,
0.013327600434422493,
-0.02188034914433956,
-0.04747845232486725,
0.01950148120522499,
-0.07631289213895798,
0.027068395167589188,
0.09763859957456589,
0.03009139746427536,
0.07117097079753876,
0.0022516821045428514,
-0.14091983437538147,
-0.0038358261808753014,
0.09781847894191742,
-0.03906333073973656,
-0.2736855447292328,
-0.0048869336023926735,
-0.09614260494709015,
-0.045616716146469116,
0.0615556575357914,
0.12341004610061646,
-0.011805891059339046,
-0.07957547903060913,
0.011229085735976696,
0.05774988606572151,
-0.006760364398360252,
0.13199274241924286,
0.06482384353876114,
0.02148914337158203,
-0.102008156478405,
0.10813375562429428,
0.08471781760454178,
-0.06422952562570572,
0.009988871403038502,
0.1920073926448822,
-0.06649806350469589,
-0.09923165291547775,
0.09374859184026718,
-0.02683653123676777,
-0.019971655681729317,
-0.060757629573345184,
0.011513357982039452,
-0.11218112707138062,
0.023981867358088493,
0.16292165219783783,
0.035092759877443314,
-0.03294159471988678,
0.04704952985048294,
0.03823409229516983,
-0.02866222709417343,
0.09144071489572525,
0.09266707301139832,
0.06221630051732063,
-0.08859794586896896,
0.007018397096544504,
-0.019394729286432266,
0.0828031450510025,
-0.022055918350815773,
-0.007755408529192209,
-0.12939999997615814,
-0.019904043525457382,
-0.21133174002170563,
0.04231389984488487,
-0.09280335158109665,
-0.0055620549246668816,
-0.008253841660916805,
-0.09756755828857422,
-0.010874532163143158,
0.002440915210172534,
-0.08774490654468536,
-0.018977656960487366,
-0.035522498190402985,
0.10226211696863174,
-0.1274605542421341,
-0.02420099265873432,
0.09373621642589569,
-0.028318436816334724,
0.10016638040542603,
0.06344102323055267,
-0.041308626532554626,
0.1209777444601059,
-0.09372428059577942,
-0.024888833984732628,
0.03909865766763687,
0.05555124953389168,
0.05951657518744469,
-0.05583929643034935,
0.005530274007469416,
0.023714391514658928,
0.02405003271996975,
0.016947083175182343,
0.021975113078951836,
-0.05797599256038666,
0.046326518058776855,
-0.04808592423796654,
-0.08921360224485397,
0.000029999460821272805,
0.028610309585928917,
0.11615575104951859,
0.04332469031214714,
0.02469935640692711,
-0.09994588047266006,
0.0400937981903553,
-0.06058976426720619,
0.03357357159256935,
-0.03298547863960266,
-0.0868140310049057,
0.058330245316028595,
-0.017156526446342468,
0.017847511917352676,
-0.004993703681975603,
0.06947387754917145,
-0.015154967084527016,
0.0659196749329567,
-0.0018041855655610561,
0.007945147342979908,
-0.038264162838459015,
-0.01048077642917633,
0.08953400701284409,
0.01419056300073862,
-0.012029376812279224,
-0.07341130822896957,
-0.057973187416791916,
-0.0058221956714987755,
-0.12032778561115265,
0.08721350133419037,
0.1031658723950386,
0.10223107784986496,
0.02048259973526001,
0.07245568931102753,
-0.030642133206129074,
-0.03710884973406792,
-0.10990464687347412,
0.0580131933093071,
0.01766112819314003,
-0.0533619299530983,
0.16595466434955597,
0.22674217820167542,
-0.0943467989563942,
0.047871727496385574,
0.006968701258301735,
-0.05317531153559685,
-0.12804359197616577,
-0.13499440252780914,
-0.0801221951842308,
-0.10326036065816879,
0.03161420300602913,
-0.1042492538690567,
0.04217565059661865,
0.01804143376648426,
0.0911933034658432,
-0.00007560559606645256,
0.10335010290145874,
-0.06409357488155365,
-0.08784545958042145,
0.007997042499482632,
0.007180278655141592,
0.04596635699272156,
0.10789541900157928,
0.025540409609675407,
-0.020939184352755547,
0.008810104802250862,
0.020723480731248856,
0.08990383893251419,
-0.021249376237392426,
0.06428764015436172,
-0.0846790075302124,
-0.04089634492993355,
-0.015466449782252312,
0.04549986496567726,
0.0034226824063807726,
0.18359482288360596,
0.05029326677322388,
-0.058529745787382126,
0.014292003586888313,
0.13505610823631287,
-0.05990399420261383,
-0.18498024344444275,
-0.06719857454299927,
0.19290988147258759,
0.015865383669734,
0.04991922900080681,
0.031557343900203705,
-0.09608878940343857,
-0.0360940620303154,
0.15996301174163818,
0.1844451129436493,
0.12963730096817017,
0.04720781370997429,
0.011397507041692734,
0.026782039552927017,
-0.024366235360503197,
0.023718003183603287,
0.09452321380376816,
0.18163514137268066,
-0.039874929934740067,
0.02158670872449875,
0.011512956582009792,
0.027509180828928947,
-0.19863446056842804,
0.017716309055685997,
0.011063318699598312,
-0.06876512616872787,
-0.0175784919410944,
0.10573583096265793,
-0.09521037340164185,
-0.14376172423362732,
-0.05760790407657623,
0.006683899089694023,
-0.09253046661615372,
-0.007484594825655222,
0.002105673076584935,
0.06527477502822876,
0.04216679930686951,
-0.0012936133425682783,
-0.015620793215930462,
0.15008188784122467,
0.031192045658826828,
-0.1304282397031784,
-0.027758505195379257,
0.16485737264156342,
-0.010595531202852726,
0.07419703900814056,
0.029298951849341393,
-0.005112934857606888,
0.08841444551944733,
-0.04211404547095299,
-0.09052517265081406,
0.026747509837150574,
0.055900782346725464,
-0.05704845115542412,
0.03872978314757347,
0.1457069218158722,
-0.0032473825849592686,
-0.027198655530810356,
0.044330209493637085,
0.0027682404033839703,
-0.0015119622694328427,
0.17395447194576263,
0.03441222384572029,
-0.09309922158718109,
0.16090500354766846,
-0.19079113006591797,
0.07957907021045685,
0.14754554629325867,
0.023571055382490158,
0.005334599409252405,
-0.05680401623249054,
0.05740483105182648,
-0.002493849489837885,
0.03319071978330612,
-0.03782077133655548,
-0.1217610165476799,
-0.019133366644382477,
-0.08289697021245956,
0.10565147548913956,
-0.11821647733449936,
0.012159446254372597,
0.009325339458882809,
0.04149002581834793,
-0.12984104454517365,
0.10618755221366882,
0.07864128053188324,
-0.007562269456684589,
-0.006874225102365017,
-0.1651722639799118,
-0.028087060898542404,
0.04676967114210129,
-0.1301662176847458,
-0.019331153482198715
] |
null | null | transformers |
# distilbert-base-ar-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-ar-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-ar-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "ar", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-ar-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"ar",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ar"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #ar #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-ar-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #ar #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #ar #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.057395871728658676,
0.04805847629904747,
-0.00493982806801796,
0.10038480162620544,
0.08588553220033646,
-0.039496779441833496,
0.14323048293590546,
0.072023406624794,
-0.003682074137032032,
0.01262111309915781,
0.06040365993976593,
0.03693903982639313,
0.02366441860795021,
0.09878817200660706,
-0.05463869869709015,
-0.22904543578624725,
0.012749926187098026,
0.04255402833223343,
-0.001248689484782517,
0.08220478147268295,
0.12925799190998077,
-0.08868894726037979,
0.06194017827510834,
0.030634108930826187,
-0.033680595457553864,
0.05916318669915199,
-0.018616093322634697,
-0.11086244881153107,
0.101738840341568,
0.04555139318108559,
0.11220938712358475,
0.037470318377017975,
0.07650315761566162,
-0.03440782055258751,
0.02186901681125164,
0.0161700788885355,
0.023644497618079185,
0.020821524783968925,
0.011632464826107025,
-0.06781944632530212,
0.030450033023953438,
-0.11154647916555405,
0.0069209677167236805,
0.051295068114995956,
-0.027021294459700584,
-0.1410132199525833,
-0.06310072541236877,
0.04126855358481407,
0.09322016686201096,
0.030108675360679626,
0.012463959865272045,
0.16420388221740723,
-0.046997275203466415,
0.06846287846565247,
0.2035260945558548,
-0.22984588146209717,
-0.05115370452404022,
0.06909811496734619,
0.04147617146372795,
0.0171375535428524,
-0.03295281156897545,
0.042065221816301346,
0.053968220949172974,
0.08275998383760452,
0.0006658605416305363,
-0.08768990635871887,
-0.03161256015300751,
-0.0766705572605133,
-0.09307067096233368,
-0.05308176204562187,
0.16210977733135223,
-0.06223278120160103,
-0.12024982273578644,
-0.08321993798017502,
-0.059728555381298065,
0.16403496265411377,
-0.052979424595832825,
-0.0073851328343153,
-0.010381264612078667,
-0.020743878558278084,
-0.050867706537246704,
-0.10579666495323181,
-0.139308363199234,
-0.06077384948730469,
-0.09392596036195755,
0.1941932588815689,
0.06231679767370224,
0.03693709895014763,
-0.05448909103870392,
0.02454252913594246,
-0.04802253842353821,
-0.10218114405870438,
-0.018926752731204033,
-0.08728805929422379,
0.08802957832813263,
0.02624591812491417,
-0.07083666324615479,
-0.088194839656353,
0.12971797585487366,
0.1397773176431656,
-0.0649542286992073,
-0.002091476460918784,
-0.04334082454442978,
-0.0213753841817379,
0.062371522188186646,
0.09838931262493134,
-0.04111825302243233,
0.02280043065547943,
0.10217851400375366,
-0.025665229186415672,
0.04275739938020706,
0.00023427970882039517,
-0.11174190044403076,
-0.07319863140583038,
0.05865917727351189,
0.13955537974834442,
0.016970396041870117,
0.04187586531043053,
0.00037952992715872824,
-0.01544207613915205,
0.1423550844192505,
-0.1442629098892212,
0.035258080810308456,
-0.005591748282313347,
0.05142221227288246,
0.11982317268848419,
0.016697842627763748,
-0.02740957960486412,
-0.12592381238937378,
-0.04610910639166832,
-0.003163736080750823,
-0.03155434504151344,
-0.01930166780948639,
-0.10338345170021057,
0.03480227291584015,
-0.07131024450063705,
-0.005205301567912102,
-0.1795380711555481,
-0.12444311380386353,
0.059379201382398605,
0.034558895975351334,
-0.013991938903927803,
0.00550412992015481,
0.03272447735071182,
0.017641345039010048,
-0.010717514902353287,
-0.029221845790743828,
-0.07700808346271515,
-0.024086879566311836,
0.038096923381090164,
0.04707608371973038,
0.07250306755304337,
-0.0945405662059784,
0.015563170425593853,
-0.08397093415260315,
0.01656332053244114,
-0.19021372497081757,
0.053504541516304016,
-0.07131468504667282,
-0.005047901999205351,
-0.10473698377609253,
-0.11891570687294006,
0.06293278932571411,
-0.015558816492557526,
0.04529915004968643,
0.11262817680835724,
-0.11187668889760971,
-0.04255204275250435,
0.14005860686302185,
-0.11546722799539566,
-0.040680427104234695,
0.21103858947753906,
0.008004541508853436,
-0.040171533823013306,
0.11099016666412354,
0.028870660811662674,
0.09085843712091446,
-0.09523207694292068,
-0.00473329471424222,
0.04593172296881676,
-0.0013956035254523158,
0.004441899247467518,
0.06680766493082047,
-0.02081436477601528,
-0.043464090675115585,
0.014862727373838425,
-0.032361652702093124,
0.010874345898628235,
-0.025101393461227417,
-0.0380416102707386,
-0.04052514582872391,
-0.07969851046800613,
0.11636987328529358,
0.027284162119030952,
0.022265426814556122,
-0.08650042116641998,
-0.052946291863918304,
0.05020485073328018,
0.05596514791250229,
-0.0688629224896431,
0.0330221988260746,
-0.10910389572381973,
0.08054592460393906,
-0.07706980407238007,
0.019989578053355217,
-0.13117331266403198,
-0.05261565372347832,
0.046882424503564835,
-0.02592405676841736,
0.0402933806180954,
-0.03425624594092369,
0.07863202691078186,
0.06861070543527603,
-0.05627986043691635,
0.048980098217725754,
0.046773627400398254,
-0.010343369096517563,
-0.0058694262988865376,
-0.028660723939538002,
-0.05054044350981712,
-0.04504477605223656,
0.044733162969350815,
-0.02011680416762829,
0.01308691967278719,
-0.028506753966212273,
0.09165171533823013,
-0.05896992236375809,
0.04109992831945419,
0.04690507426857948,
0.037502020597457886,
-0.0504121296107769,
-0.035680487751960754,
0.04862067475914955,
-0.030148914083838463,
-0.043434180319309235,
0.06215483695268631,
-0.003650834085419774,
0.010730392299592495,
0.12131071835756302,
0.01641823537647724,
0.024508485570549965,
-0.01248214952647686,
-0.017284929752349854,
0.016699859872460365,
-0.04934180900454521,
-0.050030168145895004,
0.1351260542869568,
0.007880491204559803,
0.0854388028383255,
-0.10282320529222488,
0.0022443656343966722,
0.01871635764837265,
-0.09387266635894775,
-0.06573417782783508,
0.060918159782886505,
0.004421092104166746,
-0.10883880406618118,
0.08256667107343674,
0.1251905858516693,
-0.046706706285476685,
0.08065920323133469,
-0.03326474875211716,
-0.05443892255425453,
0.051843881607055664,
0.01944785937666893,
0.04121680185198784,
-0.0011704270727932453,
-0.05891427770256996,
-0.030513478443026543,
0.08539463579654694,
-0.05358143895864487,
-0.018654607236385345,
-0.10527762770652771,
0.046233657747507095,
0.020757613703608513,
-0.05511181056499481,
-0.06641135364770889,
0.015889063477516174,
0.01444918755441904,
0.04909208044409752,
0.002618835074827075,
-0.023123525083065033,
0.03709671273827553,
0.020764747634530067,
-0.02574988827109337,
0.15754082798957825,
-0.10979300737380981,
-0.2981632947921753,
-0.2120657116174698,
-0.1327153444290161,
-0.152202308177948,
0.07111576944589615,
0.08346690237522125,
-0.09195519238710403,
-0.09388285875320435,
-0.019708804786205292,
0.0729411393404007,
0.008298358879983425,
-0.002695380477234721,
0.03793812170624733,
0.005158895161002874,
-0.0016636280342936516,
-0.16401514410972595,
-0.021039122715592384,
0.0423126220703125,
-0.1273570954799652,
0.09641806036233902,
-0.04107975587248802,
0.06355176120996475,
0.048021383583545685,
-0.04545234516263008,
0.00008667321526445448,
-0.012533705681562424,
0.1195656880736351,
0.0008873710175976157,
0.048957016319036484,
0.25118836760520935,
-0.01997615396976471,
0.06894388794898987,
0.08255396783351898,
0.056623123586177826,
-0.021909203380346298,
0.04553357511758804,
-0.001773361349478364,
-0.060888610780239105,
-0.1857067346572876,
-0.06721755117177963,
-0.043620526790618896,
0.07194145023822784,
0.06293271481990814,
0.0601307675242424,
-0.008880089037120342,
0.09887924045324326,
-0.06885325908660889,
0.056679364293813705,
0.0286506749689579,
0.07412221282720566,
0.14796948432922363,
0.014110855758190155,
0.09333384782075882,
-0.047091107815504074,
-0.10462280362844467,
0.09716901928186417,
0.01785101369023323,
0.09485029429197311,
-0.02206922322511673,
0.10126152634620667,
0.05797729641199112,
0.06143483519554138,
0.0912570208311081,
0.22982396185398102,
-0.04819423705339432,
0.020825520157814026,
-0.0030010007321834564,
-0.07528262585401535,
-0.04743412882089615,
-0.02678978256881237,
0.027194097638130188,
-0.017519380897283554,
-0.019782109186053276,
-0.02912929095327854,
0.02643951028585434,
0.22246049344539642,
0.06603944301605225,
-0.20403264462947845,
-0.08986291289329529,
0.03890221565961838,
-0.07477018237113953,
-0.09356241673231125,
0.021292278543114662,
0.034477945417165756,
-0.11868272721767426,
0.08352641761302948,
-0.00035534455673769116,
0.09769125282764435,
-0.02150953747332096,
0.017250657081604004,
-0.14665119349956512,
0.07557205855846405,
0.01513989083468914,
0.11041712015867233,
-0.19747062027454376,
0.11682742834091187,
0.021034179255366325,
0.054638445377349854,
-0.11569131910800934,
0.06658906489610672,
0.05647406354546547,
0.0476626418530941,
0.0996888279914856,
-0.014559172093868256,
0.1542053073644638,
-0.1167389303445816,
-0.10830818116664886,
0.05872519686818123,
0.05861031264066696,
0.006231868639588356,
0.08878523856401443,
-0.007968464866280556,
-0.04007392376661301,
-0.014281301759183407,
0.009928716346621513,
-0.18991006910800934,
-0.14790360629558563,
0.04544597119092941,
0.042600326240062714,
-0.0442337729036808,
-0.05618199706077576,
-0.08756135404109955,
-0.040720462799072266,
0.1383064240217209,
0.08257615566253662,
-0.15509827435016632,
-0.07748628407716751,
-0.10546032339334488,
0.16430549323558807,
-0.09188568592071533,
0.11987622082233429,
-0.05560906603932381,
0.13978542387485504,
-0.07539907097816467,
-0.09196021407842636,
-0.02506786212325096,
-0.12057425826787949,
-0.10316525399684906,
0.05172961577773094,
0.15714725852012634,
0.005867039784789085,
0.025949276983737946,
0.07427036017179489,
-0.0006481757154688239,
-0.0194669421762228,
-0.08333666622638702,
-0.04518772289156914,
0.03899231180548668,
0.13475501537322998,
0.09214891493320465,
-0.07625006884336472,
-0.18445149064064026,
-0.02798665314912796,
0.012941856868565083,
0.1744699627161026,
0.21146991848945618,
-0.003473476506769657,
0.04789072275161743,
0.29182666540145874,
0.012446315959095955,
-0.2596541941165924,
-0.20439183712005615,
-0.021357251331210136,
0.01760292425751686,
-0.05693036690354347,
-0.13376158475875854,
0.11893259733915329,
0.02058604545891285,
-0.029069477692246437,
-0.030304566025733948,
-0.16473254561424255,
-0.09312288463115692,
0.2163095325231552,
0.06882823258638382,
0.09985973685979843,
-0.1149798184633255,
-0.0480581559240818,
-0.11827914416790009,
-0.1836223006248474,
0.09726275503635406,
-0.073165662586689,
0.0937124639749527,
-0.02669341489672661,
0.07035358250141144,
0.02347157895565033,
-0.02173805795609951,
0.1195783019065857,
-0.03931083902716637,
-0.03312601521611214,
-0.07604124397039413,
0.014169096015393734,
0.08896540850400925,
-0.013173122890293598,
0.1607229858636856,
-0.07152147591114044,
0.014391908422112465,
0.03910264000296593,
-0.07996930181980133,
-0.055377695709466934,
0.11207863688468933,
-0.001232992159202695,
-0.0917842909693718,
-0.03659377619624138,
-0.017225798219442368,
-0.055523090064525604,
-0.00839362945407629,
0.06564848124980927,
0.012124757282435894,
0.029814401641488075,
0.15630674362182617,
0.18137377500534058,
-0.13857130706310272,
0.06669052690267563,
-0.025485005229711533,
-0.09325256198644638,
0.04799797013401985,
-0.0006510057137347758,
0.06906961649656296,
0.05077642202377319,
0.027926264330744743,
0.05787307024002075,
0.047321218997240067,
-0.04506434127688408,
0.018300551921129227,
0.07929067313671112,
-0.0922582745552063,
-0.20427513122558594,
-0.016782069578766823,
-0.029178371652960777,
-0.08608869463205338,
0.1250145137310028,
0.11034730076789856,
-0.03245238587260246,
-0.08890873193740845,
-0.003008664585649967,
0.027990037575364113,
-0.030970269814133644,
0.11414126306772232,
0.05852842330932617,
0.033534444868564606,
-0.1159844622015953,
0.09049754589796066,
0.10006999224424362,
-0.06981252878904343,
0.007796013727784157,
0.07741886377334595,
-0.09200924634933472,
-0.08925636112689972,
0.015311181545257568,
-0.02273540198802948,
-0.0625917986035347,
-0.0693172886967659,
-0.05132225528359413,
-0.10490231961011887,
0.0036724917590618134,
0.08400075137615204,
0.08155810087919235,
-0.014010309241712093,
-0.041616711765527725,
0.030345214530825615,
-0.07387815415859222,
0.07787235826253891,
0.1066317930817604,
0.07282030582427979,
-0.10079896450042725,
0.057113904505968094,
-0.03258974105119705,
0.11790964752435684,
-0.05331043899059296,
-0.02171248383820057,
-0.062394239008426666,
-0.007464211899787188,
-0.24757437407970428,
0.03523319214582443,
-0.1330411434173584,
-0.0026325308717787266,
-0.002623653504997492,
-0.05808567628264427,
-0.006153108086436987,
0.058432552963495255,
-0.05976882204413414,
-0.016468672081828117,
-0.02085786499083042,
0.0593218132853508,
-0.1393723040819168,
-0.022955935448408127,
0.07128290086984634,
-0.05162324383854866,
0.10807235538959503,
0.06778904795646667,
-0.07894545048475266,
0.06578827649354935,
-0.1073959469795227,
-0.10157699882984161,
0.051353853195905685,
0.05880868807435036,
0.04924362152814865,
-0.06095412001013756,
0.021393386647105217,
0.07932497560977936,
0.02323746681213379,
0.00937635451555252,
0.14495287835597992,
-0.0756302922964096,
0.01824588142335415,
-0.008215938694775105,
-0.06527066230773926,
-0.020685959607362747,
0.000919138197787106,
0.14694122970104218,
0.06494442373514175,
0.1151810958981514,
-0.08386220782995224,
0.03929949179291725,
-0.04769429564476013,
0.014695242047309875,
-0.06418116390705109,
-0.13150057196617126,
-0.01880413480103016,
-0.0286171305924654,
0.005953106563538313,
0.024104848504066467,
0.09520212560892105,
-0.02538628689944744,
0.10623270273208618,
-0.01882273703813553,
0.0510873943567276,
0.0912819504737854,
-0.015127444639801979,
0.18624596297740936,
0.03293420746922493,
-0.04849782586097717,
-0.07942824065685272,
0.001642925082705915,
0.06410594284534454,
-0.0062178452499210835,
0.06899701058864594,
0.08589629828929901,
0.012219782918691635,
0.06562619656324387,
0.07203932851552963,
0.041955072432756424,
-0.1039949506521225,
-0.20351198315620422,
0.06626694649457932,
0.03745051473379135,
-0.07411196082830429,
0.0832301452755928,
0.12494499981403351,
-0.06716922670602798,
0.038361743092536926,
0.01120553445070982,
-0.0613798163831234,
-0.12440182268619537,
-0.10828222334384918,
-0.07118922472000122,
-0.058731332421302795,
-0.035844240337610245,
-0.08720915019512177,
-0.006342065986245871,
0.01983475498855114,
0.06275639683008194,
-0.031687796115875244,
0.19364559650421143,
-0.10898514091968536,
-0.048161350190639496,
0.04829536750912666,
-0.0114345857873559,
0.0346965417265892,
0.11288579553365707,
-0.02601504884660244,
-0.03897802531719208,
0.058227941393852234,
0.04130059853196144,
0.042812395840883255,
0.02215539664030075,
0.04457469284534454,
-0.05434214696288109,
-0.06637439131736755,
-0.05538415536284447,
0.01975652389228344,
0.0249006450176239,
0.15793576836585999,
0.04207450523972511,
-0.022471318021416664,
0.024607282131910324,
0.11132904887199402,
-0.03926767781376839,
-0.22296935319900513,
-0.09054791927337646,
0.2382895052433014,
0.009620202705264091,
0.018476439639925957,
0.03560137376189232,
-0.09971839189529419,
-0.0677880346775055,
0.20050229132175446,
0.1625683456659317,
0.07539879530668259,
0.02820187620818615,
-0.03366715461015701,
0.012352700345218182,
-0.03299503028392792,
0.11543464660644531,
0.07296136766672134,
0.20311395823955536,
-0.03981340304017067,
0.007624284364283085,
-0.016160691156983376,
0.00039689711411483586,
-0.2705562710762024,
0.03605790436267853,
-0.016052257269620895,
-0.04338221251964569,
0.0041722701862454414,
0.0849514976143837,
-0.031227007508277893,
-0.07184383273124695,
-0.09853551536798477,
-0.023716682568192482,
-0.08076708018779755,
0.018528539687395096,
0.03564312681555748,
0.0002584794128779322,
0.06510969251394272,
-0.02312285825610161,
0.07836933434009552,
0.10796267539262772,
0.027170445770025253,
-0.07045775651931763,
0.030138995498418808,
0.15384818613529205,
0.004789881408214569,
0.16342969238758087,
0.04396296665072441,
0.06450241059064865,
0.09453025460243225,
-0.012728123925626278,
-0.11727256327867508,
0.06769818067550659,
0.04396718740463257,
-0.028660034760832787,
0.09863342344760895,
0.09835710376501083,
-0.036590661853551865,
-0.061138711869716644,
-0.042389530688524246,
-0.05084958299994469,
0.0026133693754673004,
0.13985799252986908,
0.04199942201375961,
-0.09978116303682327,
0.08605022728443146,
-0.15299996733665466,
0.052295636385679245,
0.0917477011680603,
-0.024137472733855247,
-0.022544359788298607,
-0.07730768620967865,
0.09178194403648376,
0.05307008698582649,
-0.07855008542537689,
-0.07580331712961197,
-0.16436533629894257,
-0.024485135450959206,
-0.08265894651412964,
0.055627185851335526,
-0.1850561648607254,
-0.0016857674345374107,
-0.01861760765314102,
0.030303873121738434,
-0.1341174840927124,
0.006137870252132416,
0.09818624705076218,
0.0009816077072173357,
0.02668132074177265,
-0.06608770042657852,
-0.05831856280565262,
0.030895549803972244,
-0.13086628913879395,
-0.04211193695664406
] |
null | null | transformers |
# distilbert-base-bg-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-bg-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-bg-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "bg", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-bg-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"bg",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"bg"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #bg #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-bg-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-bg-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #bg #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-bg-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #bg #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-bg-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.035323336720466614,
0.04323771223425865,
-0.005115775391459465,
0.09764089435338974,
0.0781579315662384,
-0.027546605095267296,
0.1375230997800827,
0.07876945286989212,
-0.015579821541905403,
-0.006754177622497082,
0.06141086295247078,
0.018042173236608505,
0.012559974566102028,
0.11334850639104843,
-0.03515797108411789,
-0.25017404556274414,
-0.029489802196621895,
0.10200247168540955,
-0.030073070898652077,
0.08379632979631424,
0.12483658641576767,
-0.07900508493185043,
0.048738885670900345,
0.03205982968211174,
-0.10398620367050171,
0.08107594400644302,
-0.016281140968203545,
-0.10634174942970276,
0.08496557921171188,
0.0732915922999382,
0.10842431336641312,
0.02991165593266487,
0.06013384461402893,
-0.010990110225975513,
0.013864221051335335,
-0.01466644648462534,
0.012647508643567562,
0.028775881975889206,
-0.028577523306012154,
-0.05790639668703079,
0.030136343091726303,
-0.09921126812696457,
0.0032092647161334753,
0.04518721625208855,
-0.03105299361050129,
-0.16569730639457703,
-0.018353087827563286,
0.07389537245035172,
0.04928843677043915,
0.016871660947799683,
0.012936347164213657,
0.11221656948328018,
-0.05117715522646904,
0.07057320326566696,
0.23584184050559998,
-0.20699454843997955,
-0.04682111367583275,
0.07893630117177963,
0.06172008067369461,
0.006547119468450546,
-0.017536425963044167,
0.04269580915570259,
0.040624335408210754,
0.08067712932825089,
0.006136224139481783,
-0.10174557566642761,
0.001556245144456625,
-0.03740299865603447,
-0.08638281375169754,
-0.06075790151953697,
0.15838700532913208,
-0.07656775414943695,
-0.09890519082546234,
-0.07385395467281342,
-0.04861745238304138,
0.13715128600597382,
-0.06944764405488968,
0.009069190360605717,
-0.005119356792420149,
-0.02598940022289753,
-0.09653781354427338,
-0.13245351612567902,
-0.12081581354141235,
-0.07892493158578873,
-0.07822363078594208,
0.20856763422489166,
0.04083411023020744,
0.029464326798915863,
-0.08573998510837555,
0.042116545140743256,
-0.059882912784814835,
-0.1037069782614708,
-0.007899617776274681,
-0.0854099914431572,
0.0711594745516777,
0.043682146817445755,
-0.09061077237129211,
-0.06603042036294937,
0.10322984308004379,
0.15859036147594452,
-0.01582476496696472,
-0.01230674795806408,
-0.03585178405046463,
-0.013663739897310734,
0.07267989218235016,
0.12683722376823425,
-0.04475397244095802,
0.01975349709391594,
0.09350867569446564,
-0.05261988565325737,
0.012586512602865696,
0.0034930026158690453,
-0.14079785346984863,
-0.10821641236543655,
0.039326261729002,
0.12451039999723434,
0.009607328101992607,
0.03564418852329254,
-0.006910327821969986,
-0.048737309873104095,
0.10290630906820297,
-0.14117717742919922,
0.021623242646455765,
-0.02223351038992405,
0.031761035323143005,
0.11220638453960419,
0.0462702140212059,
-0.07602518051862717,
-0.12613685429096222,
-0.03313039243221283,
-0.017196444794535637,
-0.042725641280412674,
-0.027769388630986214,
-0.11119913309812546,
0.017402874305844307,
-0.085776686668396,
0.011980213224887848,
-0.15559573471546173,
-0.12887930870056152,
0.08795178681612015,
0.04394421726465225,
-0.030181773006916046,
-0.0118145402520895,
0.03740734979510307,
0.025337960571050644,
-0.014783698134124279,
-0.04088177531957626,
-0.05118129029870033,
-0.006790061481297016,
0.05241139233112335,
0.06684853881597519,
0.0938514769077301,
-0.13144616782665253,
0.030295850709080696,
-0.04786723479628563,
0.027881240472197533,
-0.19242195785045624,
0.0758565217256546,
-0.08510855585336685,
-0.024721747264266014,
-0.10438302904367447,
-0.12523958086967468,
0.08571049571037292,
-0.016468031331896782,
0.05460270121693611,
0.05814564973115921,
-0.07051888108253479,
-0.0893673524260521,
0.1310197114944458,
-0.06855934858322144,
-0.030509470030665398,
0.17359091341495514,
-0.0006652137963101268,
-0.009165879338979721,
0.10588842630386353,
0.03391913324594498,
0.09836706519126892,
-0.07265176624059677,
0.002280940767377615,
0.06817413121461868,
0.013623658567667007,
-0.011895483359694481,
0.05792993679642677,
0.006031571421772242,
-0.014897339046001434,
0.02522890642285347,
-0.04917675629258156,
0.04675281420350075,
-0.0234080757945776,
-0.03273579850792885,
-0.037059105932712555,
-0.07710173726081848,
0.14139944314956665,
0.028042573481798172,
0.04976288974285126,
-0.04530354589223862,
-0.06459153443574905,
0.1371239274740219,
0.05728667229413986,
-0.08450699597597122,
0.04136275872588158,
-0.1126333698630333,
0.07841305434703827,
-0.11223354935646057,
0.03361409530043602,
-0.15402443706989288,
-0.04541788622736931,
0.04942600056529045,
-0.029455037787556648,
0.0784207358956337,
0.009638241492211819,
0.07479696720838547,
0.0354459248483181,
-0.06807850301265717,
0.08089924603700638,
0.011784314177930355,
-0.018681997433304787,
0.0020457704085856676,
-0.023077622056007385,
-0.08316128700971603,
-0.040248971432447433,
0.02418144792318344,
0.020450128242373466,
0.00803823210299015,
-0.0009176394087262452,
0.08929252624511719,
-0.06060320511460304,
0.04420265927910805,
0.043635305017232895,
0.029064949601888657,
-0.03982534632086754,
-0.024960283190011978,
0.057995740324258804,
-0.03407018631696701,
-0.06341683864593506,
0.037851445376873016,
0.02754402346909046,
-0.007535704877227545,
0.1211053803563118,
0.019271928817033768,
0.03538252040743828,
-0.028290558606386185,
-0.033170316368341446,
0.013290378265082836,
-0.018563287332654,
-0.06846974045038223,
0.153355211019516,
0.010077914223074913,
0.10301028937101364,
-0.10823190957307816,
-0.02767971344292164,
0.015127626247704029,
-0.06351379305124283,
-0.04547007381916046,
0.05092999339103699,
0.035553790628910065,
-0.1014125868678093,
0.08173177391290665,
0.10147833824157715,
-0.05312728509306908,
0.15701477229595184,
-0.03300477936863899,
-0.06318929046392441,
0.0319492481648922,
-0.006594909820705652,
0.03219616413116455,
0.026909656822681427,
-0.107749342918396,
-0.043129388242959976,
0.08973048627376556,
-0.07706673443317413,
0.0019789771176874638,
-0.0843675509095192,
0.04346379637718201,
0.018635176122188568,
-0.07358267158269882,
-0.06581637263298035,
0.021917443722486496,
0.0030745884869247675,
0.02370956726372242,
0.0404597632586956,
-0.004184073768556118,
0.0522683821618557,
0.025164064019918442,
-0.011752855032682419,
0.14382429420948029,
-0.11531738191843033,
-0.2918008267879486,
-0.24042527377605438,
-0.18069857358932495,
-0.15575146675109863,
0.0724216103553772,
0.07092801481485367,
-0.08998223394155502,
-0.07889678329229355,
0.034538865089416504,
0.1134265661239624,
-0.012298951856791973,
0.014562995173037052,
0.04535144194960594,
0.00991029478609562,
-0.005709446035325527,
-0.18835636973381042,
-0.014687306247651577,
0.03348459675908089,
-0.08625676482915878,
0.07623093575239182,
-0.06806205213069916,
0.04676051065325737,
0.06582668423652649,
-0.046080105006694794,
0.024957530200481415,
-0.01251604687422514,
0.15183845162391663,
0.003170097479596734,
0.03334604576230049,
0.215468168258667,
-0.024530397728085518,
0.05687108635902405,
0.059660159051418304,
0.06595943868160248,
-0.028692012652754784,
0.044706474989652634,
-0.011702947318553925,
-0.06359508633613586,
-0.1742410659790039,
-0.06705127656459808,
-0.05065743252635002,
0.062041688710451126,
0.08206621557474136,
0.05928456410765648,
-0.0113191744312644,
0.08727036416530609,
-0.03472357988357544,
0.1323837786912918,
0.0122580137103796,
0.07835475355386734,
0.1908423900604248,
0.004180820658802986,
0.09640593826770782,
-0.034806832671165466,
-0.09530442953109741,
0.08580586314201355,
0.030050653964281082,
0.13115599751472473,
-0.03345513716340065,
0.1506345123052597,
0.050163377076387405,
0.003385534742847085,
0.12400329858064651,
0.22028155624866486,
-0.0651540458202362,
0.030817653983831406,
-0.003462097141891718,
-0.07106489688158035,
-0.035236407071352005,
-0.03456830978393555,
0.06398024410009384,
-0.02589905634522438,
0.006707188207656145,
-0.09541302919387817,
-0.0007648211321793497,
0.20991626381874084,
0.05711941048502922,
-0.17622357606887817,
-0.1038534864783287,
0.031417474150657654,
-0.0907253623008728,
-0.08784390240907669,
-0.007213056553155184,
0.037213295698165894,
-0.11397336423397064,
0.04695676639676094,
-0.00026467739371582866,
0.10544832795858383,
-0.01928914338350296,
0.023554611951112747,
-0.11508362740278244,
0.07798660546541214,
0.025036804378032684,
0.11341304332017899,
-0.20373760163784027,
0.12194868922233582,
0.03139309212565422,
0.02963608130812645,
-0.11682683974504471,
0.08134490251541138,
0.021164104342460632,
0.013214768841862679,
0.08149928599596024,
-0.014267430640757084,
0.22680598497390747,
-0.11537836492061615,
-0.07637611031532288,
0.054537683725357056,
0.06708336621522903,
-0.010412490926682949,
0.08046906441450119,
0.0034316384699195623,
-0.04184584319591522,
-0.006839675363153219,
-0.0033073537051677704,
-0.15589693188667297,
-0.16728121042251587,
0.07287846505641937,
0.018963713198900223,
-0.05302780121564865,
-0.032855261117219925,
-0.08057624846696854,
-0.0019957993645220995,
0.16114653646945953,
0.06714460998773575,
-0.17080944776535034,
-0.07928970456123352,
-0.02566145919263363,
0.17760199308395386,
-0.09456094354391098,
0.14072367548942566,
-0.046631764620542526,
0.13636414706707,
-0.07749408483505249,
-0.11853642761707306,
-0.01749335415661335,
-0.09589812159538269,
-0.08024685829877853,
0.05382169783115387,
0.14818204939365387,
0.018945403397083282,
0.04454408958554268,
0.05760030075907707,
-0.018532728776335716,
-0.024758879095315933,
-0.0775081142783165,
-0.07609032094478607,
0.03960682824254036,
0.10339809954166412,
0.08735956996679306,
-0.10038308054208755,
-0.13141337037086487,
-0.008021026849746704,
0.033910974860191345,
0.18166062235832214,
0.21298612654209137,
-0.027138402685523033,
0.0788310170173645,
0.2803512513637543,
0.0067571732215583324,
-0.24092911183834076,
-0.19244973361492157,
0.00986101757735014,
0.03484379127621651,
-0.08519569784402847,
-0.18239262700080872,
0.11162236332893372,
0.006943294312804937,
-0.006424471270292997,
-0.0425470694899559,
-0.16201730072498322,
-0.0960703045129776,
0.19637346267700195,
0.056447528302669525,
0.08913718163967133,
-0.09815455973148346,
-0.06383470445871353,
-0.12769973278045654,
-0.22171945869922638,
0.1124175637960434,
-0.0078037818893790245,
0.11829724907875061,
-0.04461964592337608,
0.07665250450372696,
0.021496610715985298,
-0.008730295114219189,
0.11165471374988556,
-0.011419694870710373,
-0.05531783774495125,
-0.06591621786355972,
0.0013714305823668838,
0.15123477578163147,
0.007846283726394176,
0.14352434873580933,
-0.05393148958683014,
0.009090245701372623,
0.0036873973440378904,
-0.09449859708547592,
-0.0741962343454361,
0.08781404793262482,
0.0016153155593201518,
-0.11195846647024155,
-0.051829393953084946,
-0.019370073452591896,
-0.07268089801073074,
-0.00414273189380765,
0.02858097478747368,
-0.004780210554599762,
-0.0009030340588651597,
0.14163053035736084,
0.17717187106609344,
-0.14468243718147278,
0.015543892979621887,
-0.018465286120772362,
-0.07967770099639893,
0.05010100081562996,
-0.03768489882349968,
0.06176809221506119,
0.0651649534702301,
0.0488220639526844,
0.06282731145620346,
0.06375216692686081,
-0.05522972717881203,
0.00892102811485529,
0.082304447889328,
-0.09308959543704987,
-0.170878067612648,
-0.044370777904987335,
-0.07771731913089752,
-0.09293297678232193,
0.09864360094070435,
0.11952972412109375,
-0.009821105748414993,
-0.09890397638082504,
0.0245316494256258,
-0.0015170128317549825,
-0.06370691955089569,
0.1272045522928238,
0.07250595837831497,
0.04130519926548004,
-0.12344064563512802,
0.056537847965955734,
0.10681281238794327,
-0.05401603505015373,
0.005654813721776009,
0.08029430359601974,
-0.07953399419784546,
-0.07245972752571106,
-0.011736667715013027,
-0.0260203517973423,
-0.09147895872592926,
-0.015434877015650272,
-0.056496839970350266,
-0.07708927989006042,
0.031381551176309586,
0.11323218792676926,
0.08863772451877594,
-0.004640819970518351,
-0.07343144714832306,
0.043744172900915146,
-0.0695534497499466,
0.07490908354520798,
0.09810511767864227,
0.07851450145244598,
-0.07920968532562256,
0.05438750609755516,
-0.044804636389017105,
0.146658256649971,
-0.06450537592172623,
-0.02821413241326809,
-0.09413176029920578,
0.0017025659326463938,
-0.25472286343574524,
0.00634568789973855,
-0.11973987519741058,
-0.007759253494441509,
-0.010957494378089905,
-0.04842830449342728,
-0.012189351953566074,
0.05566323548555374,
-0.07785537093877792,
-0.014653881080448627,
-0.0022485784720629454,
0.035964272916316986,
-0.12142663449048996,
-0.010805299505591393,
0.07074860483407974,
-0.05305226147174835,
0.12792834639549255,
0.06866773962974548,
-0.06431212276220322,
0.07863646745681763,
-0.046836983412504196,
-0.1193927451968193,
0.04233920946717262,
0.05092432722449303,
0.0630890280008316,
-0.0394635908305645,
0.038793981075286865,
0.05569673329591751,
0.046547699719667435,
0.01815599389374256,
0.15665313601493835,
-0.0834626778960228,
0.008240782655775547,
-0.022639457136392593,
-0.04953058436512947,
-0.04268084093928337,
0.02546732872724533,
0.1341247260570526,
0.10861000418663025,
0.06586159765720367,
-0.06323005259037018,
0.02715972810983658,
-0.027556538581848145,
-0.0004057257028762251,
-0.07520438730716705,
-0.1239548847079277,
0.048968199640512466,
-0.04509221762418747,
-0.012368476018309593,
0.027543451637029648,
0.12100628018379211,
-0.028816981241106987,
0.1013389304280281,
-0.02141212485730648,
0.038856081664562225,
0.08486616611480713,
-0.024142522364854813,
0.2196638435125351,
0.04259183257818222,
-0.03686417266726494,
-0.07375684380531311,
0.04040828347206116,
0.059047430753707886,
0.0446825735270977,
0.05073538050055504,
0.05304174870252609,
0.002829392207786441,
0.06654670834541321,
0.09747352451086044,
0.05096166953444481,
-0.1132817193865776,
-0.15828172862529755,
0.09283625334501266,
0.06403626501560211,
-0.0921795517206192,
0.09611450135707855,
0.08367511630058289,
-0.07232363522052765,
0.05939489230513573,
0.05361372232437134,
-0.0769880935549736,
-0.09907694160938263,
-0.0959663912653923,
-0.04088523983955383,
-0.07835161685943604,
-0.028284573927521706,
-0.09352674335241318,
-0.012544069439172745,
0.0034372336231172085,
0.06788696348667145,
-0.032059889286756516,
0.18191681802272797,
-0.09535165131092072,
-0.06406660377979279,
0.0608508475124836,
-0.014862233772873878,
0.023008715361356735,
0.0755544900894165,
0.017331812530755997,
-0.0501871220767498,
0.0742265060544014,
0.016115359961986542,
0.044024717062711716,
0.021826405078172684,
0.004513920750468969,
-0.04230958968400955,
-0.05071161314845085,
-0.06750873476266861,
0.02786194160580635,
0.020935628563165665,
0.1606733649969101,
0.00758188683539629,
-0.043796975165605545,
0.007715655956417322,
0.10311147570610046,
-0.03686746582388878,
-0.21977733075618744,
-0.09628701210021973,
0.2133866548538208,
0.000589735631365329,
0.019999630749225616,
0.030087869614362717,
-0.0894111916422844,
-0.10146918147802353,
0.2138967663049698,
0.15919338166713715,
0.07664135843515396,
0.03588632121682167,
0.0195532888174057,
0.01661740057170391,
-0.0251520536839962,
0.11717556416988373,
0.039204828441143036,
0.22886210680007935,
-0.030644521117210388,
-0.030796747654676437,
-0.0009558834135532379,
-0.014921603724360466,
-0.2214311957359314,
0.03821777179837227,
-0.00035475482582114637,
-0.07080799341201782,
0.0019029810791835189,
0.05487879738211632,
-0.05891135707497597,
-0.07451550662517548,
-0.08274262398481369,
-0.05344110727310181,
-0.07496748864650726,
-0.0013761833542957902,
0.0016456892481073737,
-0.016477491706609726,
0.07206414639949799,
-0.021604185923933983,
0.07392368465662003,
0.1297915279865265,
0.026601267978549004,
-0.11500012129545212,
0.019218571484088898,
0.19090025126934052,
-0.007442489266395569,
0.10687443614006042,
0.024329381063580513,
0.0698530301451683,
0.09356765449047089,
0.00011088512110291049,
-0.10419091582298279,
0.030742567032575607,
0.04111979156732559,
-0.04628847911953926,
0.08458998054265976,
0.13717885315418243,
-0.0381242074072361,
-0.048040248453617096,
-0.07446792721748352,
-0.06020679324865341,
0.0017571976641193032,
0.1298903375864029,
0.06128783896565437,
-0.10742311179637909,
0.05144236981868744,
-0.1586758941411972,
0.04182549938559532,
0.1035812646150589,
-0.021603746339678764,
-0.0425967276096344,
-0.08383066952228546,
0.09519901871681213,
0.061871401965618134,
-0.03739786893129349,
-0.10026878863573074,
-0.1449902206659317,
-0.03954506292939186,
-0.09143213927745819,
0.03701600432395935,
-0.1854553371667862,
-0.010297587141394615,
0.0008329401025548577,
0.03450050577521324,
-0.11213262379169464,
0.04104819521307945,
0.10937755554914474,
0.014323897659778595,
0.030643228441476822,
-0.08217350393533707,
-0.0673798993229866,
-0.00938019622117281,
-0.17633068561553955,
-0.038603637367486954
] |
null | null | transformers |
# distilbert-base-da-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-da-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-da-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "da", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-da-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"da",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"da"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #da #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-da-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #da #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #da #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.058360494673252106,
0.043858543038368225,
-0.004832972306758165,
0.10260140895843506,
0.08558209985494614,
-0.041753850877285004,
0.14280110597610474,
0.07124855369329453,
-0.0038204623851925135,
0.016182826831936836,
0.06079939380288124,
0.03727307915687561,
0.025872688740491867,
0.09684588760137558,
-0.05543864145874977,
-0.23165331780910492,
0.013808347284793854,
0.0415056012570858,
-0.015924515202641487,
0.07741126418113708,
0.1295495182275772,
-0.08858741819858551,
0.06202854588627815,
0.024946467950940132,
-0.03203660994768143,
0.058671947568655014,
-0.022491667419672012,
-0.10797221958637238,
0.09998637437820435,
0.04498554766178131,
0.11123399436473846,
0.04215892031788826,
0.07691426575183868,
-0.031855110079050064,
0.02061496302485466,
0.018142029643058777,
0.025129657238721848,
0.01490581315010786,
0.010683340951800346,
-0.06275738775730133,
0.03148689121007919,
-0.11377041786909103,
0.0084537910297513,
0.05146476998925209,
-0.027307501062750816,
-0.14433014392852783,
-0.06712313741445541,
0.03934286907315254,
0.09746061265468597,
0.030428551137447357,
0.012605066411197186,
0.16025865077972412,
-0.04707552120089531,
0.06732231378555298,
0.19310297071933746,
-0.22470346093177795,
-0.04999107867479324,
0.07393810153007507,
0.046559423208236694,
0.01256462000310421,
-0.031730495393276215,
0.04210124537348747,
0.054589465260505676,
0.08203061670064926,
-0.0037853606045246124,
-0.08758625388145447,
-0.018458304926753044,
-0.07903972268104553,
-0.09250114113092422,
-0.0489114411175251,
0.16826382279396057,
-0.061835289001464844,
-0.1231798380613327,
-0.0855945274233818,
-0.05978274345397949,
0.16373011469841003,
-0.053603317588567734,
-0.015202048234641552,
-0.009048651903867722,
-0.01776212826371193,
-0.04365914687514305,
-0.10571768134832382,
-0.137331023812294,
-0.06354141980409622,
-0.09519630670547485,
0.19648662209510803,
0.06248105689883232,
0.03275909274816513,
-0.057580143213272095,
0.023985352367162704,
-0.03920375928282738,
-0.10520413517951965,
-0.018540117889642715,
-0.0909285843372345,
0.09028357267379761,
0.025771837681531906,
-0.06951422244310379,
-0.09188264608383179,
0.13024045526981354,
0.13806384801864624,
-0.0587928481400013,
-0.0020781252533197403,
-0.05228346586227417,
-0.022911539301276207,
0.062339216470718384,
0.09911128133535385,
-0.045162249356508255,
0.026078306138515472,
0.10145130008459091,
-0.02511223778128624,
0.045196931809186935,
0.00009004026651382446,
-0.11183147877454758,
-0.07045652717351913,
0.05575667694211006,
0.14372557401657104,
0.017436569556593895,
0.04072689637541771,
-0.0019696252420544624,
-0.015788165852427483,
0.14785978198051453,
-0.1427137553691864,
0.03658256679773331,
-0.004477533046156168,
0.05301685258746147,
0.12722522020339966,
0.013888334855437279,
-0.02572314441204071,
-0.12444213777780533,
-0.04305673763155937,
-0.0017171726794913411,
-0.036923784762620926,
-0.019850946962833405,
-0.10481177270412445,
0.03685157001018524,
-0.07411592453718185,
-0.0025844653137028217,
-0.17746910452842712,
-0.12956665456295013,
0.058585405349731445,
0.029993319883942604,
-0.015674877911806107,
0.005914640612900257,
0.0314067006111145,
0.012657479383051395,
-0.01152162253856659,
-0.025173695757985115,
-0.07682619988918304,
-0.023954564705491066,
0.03743375092744827,
0.04756532981991768,
0.07360455393791199,
-0.09914159029722214,
0.016660461202263832,
-0.08098461478948593,
0.021292010322213173,
-0.1905662566423416,
0.056775376200675964,
-0.07407476752996445,
-0.005475780926644802,
-0.10204130411148071,
-0.11806641519069672,
0.05903352051973343,
-0.014681920409202576,
0.046338796615600586,
0.11835286021232605,
-0.12591584026813507,
-0.04064078629016876,
0.14555923640727997,
-0.11747957020998001,
-0.04199283570051193,
0.20939165353775024,
0.009527428075671196,
-0.040320347994565964,
0.11047535389661789,
0.02744169346988201,
0.09395290166139603,
-0.10118015110492706,
-0.0044584088027477264,
0.04316427931189537,
0.0005700354813598096,
0.010623633861541748,
0.06711456924676895,
-0.023451613262295723,
-0.04005804657936096,
0.014204245060682297,
-0.03274575620889664,
0.010277554392814636,
-0.02395992912352085,
-0.03666213899850845,
-0.03806326910853386,
-0.0798441544175148,
0.11760848015546799,
0.02661437913775444,
0.021743617951869965,
-0.08563324064016342,
-0.05042942240834236,
0.047506604343652725,
0.05810470134019852,
-0.06841784715652466,
0.031730085611343384,
-0.10857897251844406,
0.07953048497438431,
-0.0730593353509903,
0.021673541516065598,
-0.12961553037166595,
-0.054289400577545166,
0.0506916344165802,
-0.026999006047844887,
0.03716814145445824,
-0.03582746908068657,
0.07658332586288452,
0.0694073736667633,
-0.05344163626432419,
0.0508253313601017,
0.04051653668284416,
-0.009122196584939957,
-0.0056353663094341755,
-0.02549421228468418,
-0.048460498452186584,
-0.04796527698636055,
0.04648831859230995,
-0.019652679562568665,
0.013817401602864265,
-0.02030188776552677,
0.09471363574266434,
-0.057118844240903854,
0.04350478947162628,
0.0475921668112278,
0.04040913283824921,
-0.049600303173065186,
-0.03786628693342209,
0.0465727224946022,
-0.031115787103772163,
-0.042493823915719986,
0.05670115724205971,
-0.0015965198399499059,
0.008873987942934036,
0.1225692629814148,
0.025426290929317474,
0.026102548465132713,
-0.00699621019884944,
-0.015722330659627914,
0.015714064240455627,
-0.048391181975603104,
-0.05442472919821739,
0.13429094851016998,
0.009438400156795979,
0.08240941911935806,
-0.10196170210838318,
0.0036269596312195063,
0.019288739189505577,
-0.0880487784743309,
-0.0704958438873291,
0.0587618350982666,
0.008718684315681458,
-0.10408296436071396,
0.08504389971494675,
0.1278638392686844,
-0.03967291861772537,
0.08326120674610138,
-0.03985043242573738,
-0.053878456354141235,
0.05140145495533943,
0.020192435011267662,
0.04211802035570145,
-0.00034686579601839185,
-0.058021992444992065,
-0.030030757188796997,
0.08286365121603012,
-0.05187781900167465,
-0.017707981169223785,
-0.10209596157073975,
0.04543512314558029,
0.018717769533395767,
-0.054648373275995255,
-0.05895543098449707,
0.020021885633468628,
0.012984600849449635,
0.0484156459569931,
0.004307554569095373,
-0.02534829080104828,
0.038134876638650894,
0.02102980576455593,
-0.023330464959144592,
0.15530851483345032,
-0.11510681360960007,
-0.2978067100048065,
-0.20874062180519104,
-0.12463594228029251,
-0.15692038834095,
0.0726219117641449,
0.08299928903579712,
-0.0898774117231369,
-0.09444727003574371,
-0.01828932948410511,
0.07592200487852097,
0.00705296965315938,
-0.004287045914679766,
0.04169232025742531,
0.003952484577894211,
-0.004103740677237511,
-0.1657593548297882,
-0.02294723130762577,
0.04629160836338997,
-0.1214204877614975,
0.09261471778154373,
-0.04183758422732353,
0.06502028554677963,
0.04620068520307541,
-0.04104268178343773,
-0.001392108853906393,
-0.012030523270368576,
0.11419035494327545,
-0.002478495240211487,
0.052239514887332916,
0.2523949444293976,
-0.01663987711071968,
0.06619735807180405,
0.08433926105499268,
0.056381791830062866,
-0.028226230293512344,
0.04664657637476921,
-0.0006327425944618881,
-0.05943600833415985,
-0.1823139637708664,
-0.07034552097320557,
-0.04629026725888252,
0.07669778913259506,
0.059577494859695435,
0.05967863276600838,
-0.011139500886201859,
0.0970631018280983,
-0.06939397007226944,
0.0576634518802166,
0.028031498193740845,
0.07354692369699478,
0.14908263087272644,
0.01099346112459898,
0.09239339083433151,
-0.04901936277747154,
-0.1072724312543869,
0.09728056192398071,
0.019166260957717896,
0.09192164987325668,
-0.01798044703900814,
0.09887141734361649,
0.05857008323073387,
0.05678722262382507,
0.08875475078821182,
0.2302095592021942,
-0.042888790369033813,
0.022228796035051346,
-0.004247792065143585,
-0.07606480270624161,
-0.04465460404753685,
-0.027819467708468437,
0.025999315083026886,
-0.019946089014410973,
-0.024868614971637726,
-0.029132414609193802,
0.025718115270137787,
0.22406813502311707,
0.06552010774612427,
-0.20053112506866455,
-0.08932675421237946,
0.042314670979976654,
-0.06834954023361206,
-0.09415994584560394,
0.025584211573004723,
0.029245739802718163,
-0.11839762330055237,
0.08682528138160706,
0.0009580745827406645,
0.0958745926618576,
-0.01837635599076748,
0.01705395244061947,
-0.14726145565509796,
0.07023638486862183,
0.016581930220127106,
0.10833577066659927,
-0.20435284078121185,
0.11252141743898392,
0.02132977917790413,
0.05809904634952545,
-0.11763449758291245,
0.07094786316156387,
0.05639669671654701,
0.050195254385471344,
0.09979520738124847,
-0.017049862071871758,
0.1577315479516983,
-0.1123465895652771,
-0.10922098159790039,
0.05699462443590164,
0.06023021042346954,
0.000940723461098969,
0.08807703107595444,
-0.005045311991125345,
-0.03868144750595093,
-0.01582285203039646,
0.016705960035324097,
-0.19018356502056122,
-0.14794422686100006,
0.04676482453942299,
0.03920452296733856,
-0.041255611926317215,
-0.05800318717956543,
-0.08519185334444046,
-0.04108506813645363,
0.13243450224399567,
0.07670798152685165,
-0.1564587503671646,
-0.07708384096622467,
-0.10724341124296188,
0.16236180067062378,
-0.08929862827062607,
0.11617981642484665,
-0.0538678914308548,
0.1421741247177124,
-0.07720375806093216,
-0.09251416474580765,
-0.024609217420220375,
-0.12179844826459885,
-0.10675179958343506,
0.05120383948087692,
0.16167284548282623,
0.005689143668860197,
0.02175465226173401,
0.07369638234376907,
-0.0029024614486843348,
-0.015023759566247463,
-0.08395897597074509,
-0.04579714313149452,
0.04155564308166504,
0.13872726261615753,
0.0903860479593277,
-0.07672818005084991,
-0.17756740748882294,
-0.027165168896317482,
0.012446809560060501,
0.16969527304172516,
0.2144227772951126,
-0.002361441496759653,
0.04752697795629501,
0.2898879647254944,
0.012456635944545269,
-0.2647881507873535,
-0.20289115607738495,
-0.02060200460255146,
0.019807100296020508,
-0.061019446700811386,
-0.13663817942142487,
0.11828774958848953,
0.02332460694015026,
-0.02896726131439209,
-0.025412024930119514,
-0.16754302382469177,
-0.09196113795042038,
0.21530552208423615,
0.06541871279478073,
0.09555235505104065,
-0.11967618763446808,
-0.04656768962740898,
-0.11796687543392181,
-0.18401360511779785,
0.09903452545404434,
-0.07839401811361313,
0.09020698070526123,
-0.025294527411460876,
0.06675764173269272,
0.025237781926989555,
-0.01976822502911091,
0.1217225193977356,
-0.0394229032099247,
-0.029493197798728943,
-0.07567627727985382,
0.012369823642075062,
0.09030798822641373,
-0.011691897176206112,
0.15935774147510529,
-0.07137109339237213,
0.015570752322673798,
0.04344186931848526,
-0.0806727483868599,
-0.05252590775489807,
0.11290764063596725,
-0.006317786872386932,
-0.09369071573019028,
-0.03832182660698891,
-0.016473768278956413,
-0.05519432574510574,
-0.009604506194591522,
0.05921986699104309,
0.014986265450716019,
0.025555139407515526,
0.15369780361652374,
0.18258096277713776,
-0.13389268517494202,
0.07108194380998611,
-0.025031909346580505,
-0.09466125816106796,
0.049769338220357895,
0.00316801480948925,
0.06828153133392334,
0.05271390452980995,
0.027152489870786667,
0.05755122750997543,
0.04783784598112106,
-0.046567175537347794,
0.017702169716358185,
0.07599862664937973,
-0.08899557590484619,
-0.20676352083683014,
-0.019323108717799187,
-0.03178275749087334,
-0.08193701505661011,
0.1272541880607605,
0.1100522056221962,
-0.03264624997973442,
-0.08804231137037277,
-0.002794397994875908,
0.028924958780407906,
-0.03033580631017685,
0.11275185644626617,
0.056192558258771896,
0.03322306647896767,
-0.11542204767465591,
0.09468968957662582,
0.09901322424411774,
-0.07781550288200378,
0.00971277616918087,
0.07592026889324188,
-0.09247840195894241,
-0.08977728337049484,
0.007544334977865219,
-0.017260054126381874,
-0.05422466620802879,
-0.06825561821460724,
-0.04954693093895912,
-0.10877058655023575,
0.0026903729885816574,
0.08446089923381805,
0.07975612580776215,
-0.011394867673516273,
-0.042829424142837524,
0.03208654373884201,
-0.07725871354341507,
0.07889703661203384,
0.10481585562229156,
0.07156847417354584,
-0.10402485728263855,
0.05512404814362526,
-0.03601903095841408,
0.11725524812936783,
-0.052364617586135864,
-0.02112542651593685,
-0.061504099518060684,
-0.009999931789934635,
-0.24704454839229584,
0.0325140580534935,
-0.13215388357639313,
-0.004181867931038141,
-0.0025177104398608208,
-0.05574382469058037,
-0.004180856980383396,
0.0577973835170269,
-0.05759571120142937,
-0.01824994757771492,
-0.023039560765028,
0.06137247383594513,
-0.13687163591384888,
-0.026979690417647362,
0.06997191160917282,
-0.05493864789605141,
0.10574891418218613,
0.06778427213430405,
-0.07385816425085068,
0.06353580951690674,
-0.09797175228595734,
-0.09689368307590485,
0.0531482994556427,
0.06142692640423775,
0.04812938719987869,
-0.05965496972203255,
0.018462365493178368,
0.07731345295906067,
0.01842542178928852,
0.007931445725262165,
0.14407522976398468,
-0.0738212987780571,
0.018835581839084625,
-0.007756424602121115,
-0.060947589576244354,
-0.01974380575120449,
0.0013405580539256334,
0.14998887479305267,
0.06856410205364227,
0.11096705496311188,
-0.08488393574953079,
0.03978809714317322,
-0.04191088676452637,
0.013338533230125904,
-0.06655999273061752,
-0.12753832340240479,
-0.013124808669090271,
-0.02949005737900734,
0.007034442387521267,
0.023262834176421165,
0.09480035305023193,
-0.030070839449763298,
0.10856225341558456,
-0.01892010122537613,
0.042790304869413376,
0.09062200039625168,
-0.010357567109167576,
0.18891912698745728,
0.03360515087842941,
-0.04879922419786453,
-0.08378101140260696,
0.0032336649019271135,
0.06322794407606125,
0.0020392215810716152,
0.06808122247457504,
0.08757520467042923,
0.001499223755672574,
0.06388220936059952,
0.07229357212781906,
0.03891933336853981,
-0.10417461395263672,
-0.2082330733537674,
0.06905294209718704,
0.0352211520075798,
-0.07499860227108002,
0.08209145069122314,
0.11801312118768692,
-0.06779862195253372,
0.03689797595143318,
0.01231455896049738,
-0.06062140315771103,
-0.12153446674346924,
-0.09951230138540268,
-0.06886062771081924,
-0.054739776998758316,
-0.03672773391008377,
-0.08674831688404083,
-0.008074508979916573,
0.0073115150444209576,
0.06288184970617294,
-0.03510711342096329,
0.1984969675540924,
-0.11691970378160477,
-0.048211198300123215,
0.05101808160543442,
-0.010278280824422836,
0.028833046555519104,
0.1137809157371521,
-0.02718830108642578,
-0.04382804408669472,
0.05664091557264328,
0.039528537541627884,
0.04367024451494217,
0.01780393347144127,
0.0418221615254879,
-0.05472000315785408,
-0.06397610157728195,
-0.052214786410331726,
0.017684174701571465,
0.02579318732023239,
0.16253319382667542,
0.043230291455984116,
-0.02663361467421055,
0.02540743350982666,
0.10297903418540955,
-0.037872571498155594,
-0.22086314857006073,
-0.08891144394874573,
0.2331041544675827,
0.012149469926953316,
0.021023806184530258,
0.03603583946824074,
-0.10179852694272995,
-0.07161908596754074,
0.19665421545505524,
0.16117484867572784,
0.07535340636968613,
0.0285385362803936,
-0.032658521085977554,
0.013169203884899616,
-0.03592438995838165,
0.11532106250524521,
0.07364767789840698,
0.2058010697364807,
-0.03736903890967369,
0.005962890572845936,
-0.01639680750668049,
-0.001838832045905292,
-0.27404695749282837,
0.041788071393966675,
-0.015486150048673153,
-0.046385508030653,
0.006230170838534832,
0.0859803557395935,
-0.03127913177013397,
-0.07388659566640854,
-0.09589580446481705,
-0.024742906913161278,
-0.07910630106925964,
0.016477515920996666,
0.019371189177036285,
-0.0026114522479474545,
0.06484606117010117,
-0.022402746602892876,
0.07959001511335373,
0.11220279335975647,
0.02641311287879944,
-0.06695793569087982,
0.038591112941503525,
0.15119728446006775,
0.009317132644355297,
0.15804819762706757,
0.04319704696536064,
0.06457728147506714,
0.09507583826780319,
-0.010629170574247837,
-0.11774662882089615,
0.06962577998638153,
0.04641551524400711,
-0.025450801476836205,
0.09866642206907272,
0.0954451784491539,
-0.039401765912771225,
-0.06847737729549408,
-0.04268118366599083,
-0.05549914389848709,
0.002354716882109642,
0.1456300914287567,
0.03900204598903656,
-0.10125990211963654,
0.09196382761001587,
-0.15660345554351807,
0.05390140414237976,
0.0904243066906929,
-0.02293422818183899,
-0.022396143525838852,
-0.07459000498056412,
0.09273818135261536,
0.05320114642381668,
-0.07309359312057495,
-0.07423973828554153,
-0.16573303937911987,
-0.02527276799082756,
-0.0843401700258255,
0.05672749876976013,
-0.1847693920135498,
-0.0006896703853271902,
-0.01687396690249443,
0.03149453178048134,
-0.13229241967201233,
0.005836311727762222,
0.09388360381126404,
-0.003095073625445366,
0.02479267120361328,
-0.06874240934848785,
-0.06127709895372391,
0.03309923782944679,
-0.13011085987091064,
-0.040476180613040924
] |
null | null | transformers |
# distilbert-base-de-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-de-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-de-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "de", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-de-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"de",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"de"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #de #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-de-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #de #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #de #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03410293534398079,
0.04328002780675888,
-0.004857218358665705,
0.10027843713760376,
0.09359761327505112,
-0.02473832480609417,
0.14864809811115265,
0.08024446666240692,
-0.01290327962487936,
-0.004107383079826832,
0.05680074915289879,
0.0289007481187582,
0.020189644768834114,
0.08499878644943237,
-0.03431447967886925,
-0.26592737436294556,
-0.010115014389157295,
0.08927486836910248,
-0.042288634926080704,
0.07305899262428284,
0.12484867870807648,
-0.08594127744436264,
0.06014270707964897,
0.04319194331765175,
-0.07181649655103683,
0.08183512091636658,
-0.024416791275143623,
-0.11602342873811722,
0.0841466411948204,
0.06270001083612442,
0.1278252899646759,
0.027736635878682137,
0.06826037913560867,
-0.007641277275979519,
0.011823480948805809,
0.003170057199895382,
0.01985686644911766,
0.027211599051952362,
-0.018404334783554077,
-0.05514243245124817,
0.01544269546866417,
-0.10510940849781036,
0.005988048855215311,
0.0428607352077961,
-0.026661792770028114,
-0.14372771978378296,
-0.03559153899550438,
0.05200284346938133,
0.07492543011903763,
0.03297121450304985,
0.019594470039010048,
0.12967635691165924,
-0.0470903106033802,
0.05954280123114586,
0.20963379740715027,
-0.19929678738117218,
-0.05563071742653847,
0.06242642551660538,
0.050250664353370667,
-0.01315560657531023,
-0.015957940369844437,
0.035031747072935104,
0.04715171456336975,
0.08530665934085846,
-0.009451396763324738,
-0.10337801277637482,
-0.0004985750420019031,
-0.059917524456977844,
-0.09300675988197327,
-0.05035560578107834,
0.15541116893291473,
-0.07524330914020538,
-0.10295495390892029,
-0.06747957319021225,
-0.05901988595724106,
0.1529853641986847,
-0.07225354015827179,
-0.006089153233915567,
-0.0027349276933819056,
-0.023027237504720688,
-0.08245227485895157,
-0.12837643921375275,
-0.1299278289079666,
-0.06157667934894562,
-0.09560196846723557,
0.20342256128787994,
0.05840711295604706,
0.030827945098280907,
-0.06799159198999405,
0.017393583431839943,
-0.06002536043524742,
-0.10388210415840149,
0.0019014043500646949,
-0.08445828408002853,
0.07311391085386276,
0.03161181882023811,
-0.09156551957130432,
-0.10059275478124619,
0.10299254208803177,
0.15624012053012848,
-0.024992123246192932,
-0.00559685193002224,
-0.02622108720242977,
-0.018106499686837196,
0.07153338938951492,
0.11766102910041809,
-0.05166579410433769,
0.031272053718566895,
0.060370709747076035,
-0.055153582245111465,
0.011576942168176174,
-0.002272895071655512,
-0.12685023248195648,
-0.09013959765434265,
0.01722530834376812,
0.11220872402191162,
0.025006970390677452,
0.03683728352189064,
0.0010542059317231178,
-0.043572571128606796,
0.11340897530317307,
-0.13797634840011597,
0.0335109606385231,
-0.022440820932388306,
0.04269340634346008,
0.17713339626789093,
0.02569693699479103,
-0.048106852918863297,
-0.14246593415737152,
-0.03880632296204567,
-0.016396434977650642,
-0.024877652525901794,
-0.042165350168943405,
-0.11327677965164185,
0.024021930992603302,
-0.07639110833406448,
-0.005369441118091345,
-0.16383323073387146,
-0.1134333685040474,
0.059885069727897644,
0.05482861399650574,
-0.03006872721016407,
-0.006715135648846626,
0.03390999138355255,
0.01667036861181259,
-0.001955625833943486,
-0.02905796281993389,
-0.06838218122720718,
-0.008761698380112648,
0.03332960233092308,
0.054107632488012314,
0.08820436149835587,
-0.11776545643806458,
0.037293169647455215,
-0.05498475208878517,
0.007766721770167351,
-0.19485457241535187,
0.06585288047790527,
-0.0771937370300293,
-0.01424293965101242,
-0.11476738750934601,
-0.13391366600990295,
0.06596270948648453,
-0.009658560156822205,
0.05685517564415932,
0.08093240112066269,
-0.09119920432567596,
-0.07599923014640808,
0.10968399792909622,
-0.08712252974510193,
-0.02088967151939869,
0.18974807858467102,
0.006964769680052996,
-0.009044033475220203,
0.09883791953325272,
0.025399914011359215,
0.12140768021345139,
-0.09210457652807236,
0.006753338035196066,
0.06464815139770508,
0.015102713368833065,
-0.01955757662653923,
0.06024052947759628,
-0.007378794718533754,
-0.01670491136610508,
0.013907834887504578,
-0.046815093606710434,
0.023578673601150513,
-0.03021334297955036,
-0.03550366684794426,
-0.02382907271385193,
-0.06894969195127487,
0.1282714456319809,
0.03566684573888779,
0.05090465396642685,
-0.047513872385025024,
-0.05425404757261276,
0.12938165664672852,
0.046270739287137985,
-0.08166135102510452,
0.050740811973810196,
-0.11231949925422668,
0.06072927266359329,
-0.08278761059045792,
0.02440440095961094,
-0.15601307153701782,
-0.03559798747301102,
0.04571325331926346,
-0.02691948413848877,
0.06581433117389679,
0.01653718762099743,
0.07212120294570923,
0.03281598910689354,
-0.05460263788700104,
0.07904423773288727,
0.01860561966896057,
-0.019088873639702797,
-0.003140298882499337,
-0.019264863803982735,
-0.07898536324501038,
-0.03654566407203674,
0.01139079313725233,
0.031524721533060074,
0.009942533448338509,
-0.03361528739333153,
0.09635277092456818,
-0.06591106951236725,
0.054170332849025726,
0.03443574532866478,
0.06153982877731323,
-0.03730543330311775,
-0.01980467699468136,
0.058656416833400726,
-0.02629084326326847,
-0.04146178066730499,
0.05135698989033699,
0.030997328460216522,
-0.009066867642104626,
0.11755066365003586,
-0.024069875478744507,
0.02789592184126377,
-0.00045421047252602875,
-0.021638795733451843,
0.014071289449930191,
-0.035583123564720154,
-0.06594088673591614,
0.1723279505968094,
0.010715654119849205,
0.09129741042852402,
-0.08405528962612152,
-0.0011549999471753836,
0.013031125999987125,
-0.07416883856058121,
-0.059007428586483,
0.052402887493371964,
0.061091531068086624,
-0.07801330834627151,
0.07865244150161743,
0.1063750684261322,
-0.06612008064985275,
0.1101478785276413,
-0.036195870488882065,
-0.06249629333615303,
0.03908783569931984,
-0.015594002790749073,
0.038892943412065506,
-0.008746596984565258,
-0.08166723698377609,
-0.046493034809827805,
0.08813917636871338,
-0.0660938248038292,
-0.0066320523619651794,
-0.09454964846372604,
0.05516396835446358,
0.025609713047742844,
-0.05373834818601608,
-0.06801202148199081,
0.01692078821361065,
0.00983220711350441,
0.024988550692796707,
0.028556769713759422,
-0.019274277612566948,
0.04378288984298706,
0.024559738114476204,
-0.008378361351788044,
0.1497482806444168,
-0.11679156124591827,
-0.30314379930496216,
-0.2421054095029831,
-0.15843777358531952,
-0.13989321887493134,
0.07039899379014969,
0.07500340789556503,
-0.09089375287294388,
-0.09164443612098694,
0.025181123986840248,
0.10828161239624023,
-0.025037694722414017,
0.009068033657968044,
0.06019853800535202,
0.0024571020621806383,
-0.009566440246999264,
-0.1687895655632019,
-0.020561622455716133,
0.037512559443712234,
-0.10012609511613846,
0.0859132930636406,
-0.06267549097537994,
0.05147217586636543,
0.05662580952048302,
-0.041406430304050446,
0.012952419929206371,
-0.014092464931309223,
0.12402663379907608,
0.004446813371032476,
0.03826757147908211,
0.24613769352436066,
-0.010425540618598461,
0.07189836353063583,
0.06485085934400558,
0.06552296131849289,
-0.02141006663441658,
0.0392272025346756,
0.000942946586292237,
-0.06279288977384567,
-0.17974106967449188,
-0.06597919762134552,
-0.060836777091026306,
0.0668572410941124,
0.09137136489152908,
0.04375450313091278,
-0.0007962113013491035,
0.09607259929180145,
-0.039193544536828995,
0.11750879138708115,
-0.00003794865551753901,
0.069793701171875,
0.21492035686969757,
0.009420846588909626,
0.10165918618440628,
-0.04606442153453827,
-0.11216109991073608,
0.08209599554538727,
0.01066187210381031,
0.11463017761707306,
-0.014419740065932274,
0.14438903331756592,
0.05230381712317467,
0.01894501969218254,
0.10876493901014328,
0.234041228890419,
-0.04572189226746559,
0.030201381072402,
-0.005989885423332453,
-0.06723819673061371,
-0.03709552064538002,
-0.03314479440450668,
0.07638087123632431,
-0.05106896162033081,
-0.009983946569263935,
-0.060102950781583786,
0.0018997389124706388,
0.230145663022995,
0.06095976009964943,
-0.18752318620681763,
-0.09108135104179382,
0.020342763513326645,
-0.09073426574468613,
-0.08151473850011826,
0.005583409685641527,
0.021177394315600395,
-0.1143084317445755,
0.06542067974805832,
-0.006157601252198219,
0.11136317998170853,
-0.02445082552731037,
0.02585582062602043,
-0.10311244428157806,
0.07559369504451752,
0.03425166755914688,
0.10092644393444061,
-0.19808626174926758,
0.12156261503696442,
0.0167588759213686,
0.03800632804632187,
-0.11755045503377914,
0.08068181574344635,
0.030935676768422127,
0.017783302813768387,
0.07595626264810562,
-0.012412435375154018,
0.1824246495962143,
-0.10711608082056046,
-0.09120982885360718,
0.052616704255342484,
0.06668855249881744,
-0.004908826667815447,
0.08896235376596451,
-0.005055285058915615,
-0.040416162461042404,
-0.008178109303116798,
0.0244982298463583,
-0.1691158562898636,
-0.1647597849369049,
0.07181927561759949,
0.025449588894844055,
-0.051857855170965195,
-0.023945095017552376,
-0.09953481703996658,
-0.02226877212524414,
0.14237916469573975,
0.08148282766342163,
-0.1610492765903473,
-0.08839093148708344,
-0.06017620861530304,
0.1846875101327896,
-0.09593990445137024,
0.1255163550376892,
-0.04228643700480461,
0.13577118515968323,
-0.0732211098074913,
-0.11546333879232407,
-0.02513776905834675,
-0.10566377639770508,
-0.07135384529829025,
0.05868503823876381,
0.13421154022216797,
0.009122665971517563,
0.0433061420917511,
0.05612559616565704,
-0.0023663367610424757,
-0.028039908036589622,
-0.07563187181949615,
-0.07157782465219498,
0.0336940735578537,
0.12299171835184097,
0.08340095728635788,
-0.07983051240444183,
-0.13187186419963837,
-0.011970780789852142,
0.043097302317619324,
0.17196449637413025,
0.17183485627174377,
-0.01222127117216587,
0.05496293678879738,
0.2823508381843567,
0.00004782835821970366,
-0.26679250597953796,
-0.20012101531028748,
0.013634784147143364,
0.030860792845487595,
-0.08595766127109528,
-0.1834995597600937,
0.11976106464862823,
0.00957353413105011,
-0.005417895503342152,
-0.0659652054309845,
-0.16932062804698944,
-0.08745063841342926,
0.19395290315151215,
0.04643143340945244,
0.09484537690877914,
-0.10257386416196823,
-0.046730510890483856,
-0.12123668193817139,
-0.21754580736160278,
0.11443556845188141,
-0.01432336401194334,
0.11010508239269257,
-0.0330352745950222,
0.08474569022655487,
0.015105804428458214,
-0.014051349833607674,
0.11343152076005936,
-0.0055252742022275925,
-0.05874749645590782,
-0.06054505705833435,
0.01075840275734663,
0.11669714003801346,
0.0037936305161565542,
0.15099947154521942,
-0.030281580984592438,
-0.0036822687834501266,
0.012767444364726543,
-0.08722654730081558,
-0.0615173764526844,
0.09692961722612381,
-0.0011278506135568023,
-0.09475073218345642,
-0.03614059463143349,
-0.01983778178691864,
-0.05717918276786804,
-0.011041535995900631,
0.05647435039281845,
0.012673363089561462,
0.01287371851503849,
0.1391526609659195,
0.17819689214229584,
-0.1357826590538025,
0.006125018931925297,
-0.022757869213819504,
-0.0868871882557869,
0.05709057301282883,
-0.024119338020682335,
0.057667046785354614,
0.07217142730951309,
0.03752642497420311,
0.056946780532598495,
0.06245916336774826,
-0.04127173125743866,
0.0075844707898795605,
0.07816380262374878,
-0.0754428580403328,
-0.17724581062793732,
-0.032583996653556824,
-0.07313830405473709,
-0.09438258409500122,
0.10275693237781525,
0.12322387099266052,
-0.032469019293785095,
-0.0932173877954483,
0.018835077062249184,
0.0012210782151669264,
-0.048548050224781036,
0.12563249468803406,
0.059886202216148376,
0.0362141877412796,
-0.12124120444059372,
0.06801348924636841,
0.10655883699655533,
-0.08623968064785004,
0.006071640644222498,
0.08079133182764053,
-0.07645589858293533,
-0.08746077120304108,
-0.002891815733164549,
-0.038835108280181885,
-0.10704027861356735,
-0.04003777354955673,
-0.06779678165912628,
-0.09009288251399994,
0.0315377376973629,
0.0868220403790474,
0.0867704227566719,
-0.014779475517570972,
-0.07533411681652069,
0.03695162758231163,
-0.07004909217357635,
0.050509918481111526,
0.10141642391681671,
0.07163193076848984,
-0.07710711658000946,
0.07332994788885117,
-0.04312101751565933,
0.13646720349788666,
-0.05952347815036774,
-0.024540025740861893,
-0.08187096565961838,
-0.003921163734048605,
-0.2356734573841095,
0.011047410778701305,
-0.1271517425775528,
-0.01628812402486801,
0.001052298117429018,
-0.05790829285979271,
-0.021235091611742973,
0.06098344177007675,
-0.07696811854839325,
-0.019860411062836647,
-0.013562544248998165,
0.04879293218255043,
-0.11561514437198639,
-0.0032934630289673805,
0.07472119480371475,
-0.051881950348615646,
0.09426615387201309,
0.0697617381811142,
-0.08166781812906265,
0.07006499171257019,
-0.03722262382507324,
-0.11668457835912704,
0.041799020022153854,
0.06716301292181015,
0.06788431853055954,
-0.042466502636671066,
0.02686089649796486,
0.06592915207147598,
0.05128728598356247,
0.009592995047569275,
0.12825486063957214,
-0.07815584540367126,
0.02587283030152321,
-0.019978459924459457,
-0.05963119864463806,
-0.03144793584942818,
0.011383642442524433,
0.14854024350643158,
0.10411001741886139,
0.09466540813446045,
-0.06916376948356628,
0.048215657472610474,
-0.027655741199851036,
0.011670544743537903,
-0.07017533481121063,
-0.1165725439786911,
0.043782539665699005,
-0.06163312867283821,
0.003184237517416477,
0.03085615299642086,
0.09616115689277649,
-0.023618655279278755,
0.12150642275810242,
-0.01274430938065052,
0.044039033353328705,
0.07075819373130798,
-0.013810436241328716,
0.18674522638320923,
0.055188219994306564,
-0.04288160428404808,
-0.0763893574476242,
0.025437001138925552,
0.06424200534820557,
0.04703909158706665,
0.06089427322149277,
0.06874548643827438,
0.020743602886795998,
0.07792128622531891,
0.07954739779233932,
0.06139563396573067,
-0.11950543522834778,
-0.1737377941608429,
0.07694029808044434,
0.06312060356140137,
-0.084599569439888,
0.06917394697666168,
0.08081470429897308,
-0.06510953605175018,
0.05859846994280815,
0.028956539928913116,
-0.0718584880232811,
-0.10790284723043442,
-0.09667722135782242,
-0.05386371538043022,
-0.07525293529033661,
-0.04056159406900406,
-0.09074842184782028,
-0.010649703443050385,
0.027493588626384735,
0.06573926657438278,
-0.019503183662891388,
0.17741136252880096,
-0.11674689501523972,
-0.06348687410354614,
0.05825977027416229,
-0.018579453229904175,
0.0380205474793911,
0.07349741458892822,
-0.008345957845449448,
-0.06059269234538078,
0.08715609461069107,
0.027781104668974876,
0.04278954491019249,
0.02205689437687397,
0.027607575058937073,
-0.04334210231900215,
-0.06129645183682442,
-0.06128951907157898,
0.018981389701366425,
0.01872795820236206,
0.1580786406993866,
0.018086571246385574,
-0.03469344228506088,
0.010314902290701866,
0.08751998096704483,
-0.048127733170986176,
-0.22580702602863312,
-0.12037678807973862,
0.22384148836135864,
0.017277143895626068,
0.01616581156849861,
0.032889194786548615,
-0.08152473717927933,
-0.1091766431927681,
0.2231740653514862,
0.16897189617156982,
0.07808435708284378,
0.029100695624947548,
0.014304934069514275,
0.014437936246395111,
-0.024873757734894753,
0.11784779280424118,
0.05466935411095619,
0.2063356637954712,
-0.04295214265584946,
-0.032324470579624176,
-0.018736034631729126,
-0.01149133499711752,
-0.25162309408187866,
0.017354691401124,
-0.0019412580877542496,
-0.06401032209396362,
0.01557084172964096,
0.08435619622468948,
-0.05668220669031143,
-0.0836477056145668,
-0.07182873040437698,
-0.04127541556954384,
-0.0780123844742775,
0.005727721843868494,
0.021777832880616188,
0.00030551617965102196,
0.08340384066104889,
-0.021529052406549454,
0.07825332880020142,
0.13950344920158386,
0.030079824849963188,
-0.09324821829795837,
0.029404524713754654,
0.18114176392555237,
-0.005874318070709705,
0.09783447533845901,
0.03913645073771477,
0.0630466416478157,
0.09093061089515686,
0.008340924046933651,
-0.09652478247880936,
0.025599274784326553,
0.04432068392634392,
-0.04193340241909027,
0.08524606376886368,
0.10249526053667068,
-0.04112144932150841,
-0.0527617521584034,
-0.06527771800756454,
-0.07928812503814697,
0.002254614606499672,
0.12974298000335693,
0.07366188615560532,
-0.09095662087202072,
0.06224537268280983,
-0.16412489116191864,
0.045508697628974915,
0.1194702759385109,
-0.011422377079725266,
-0.04218098148703575,
-0.0677550807595253,
0.08285724371671677,
0.047821249812841415,
-0.07013354450464249,
-0.11274906992912292,
-0.15971320867538452,
-0.046045657247304916,
-0.12240990996360779,
0.052055686712265015,
-0.15689517557621002,
-0.011347116902470589,
0.007391077000647783,
0.03403251990675926,
-0.1217227578163147,
0.014994976110756397,
0.08637562394142151,
-0.00547422282397747,
0.033330801874399185,
-0.08077749609947205,
-0.057048406451940536,
0.008078888058662415,
-0.15185634791851044,
-0.03651127219200134
] |
null | null | transformers |
# distilbert-base-el-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-el-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-el-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "el", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-el-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"el",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"el"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #el #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-el-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-el-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #el #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-el-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #el #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-el-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.027686135843396187,
0.0408468060195446,
-0.0048692114651203156,
0.10241654515266418,
0.0940578505396843,
-0.02081204019486904,
0.15371985733509064,
0.08077976107597351,
-0.007215512450784445,
-0.009065341204404831,
0.05156785622239113,
0.03416105732321739,
0.01999065838754177,
0.08148873597383499,
-0.039995227009058,
-0.2587946057319641,
-0.017425982281565666,
0.08737491816282272,
-0.028288094326853752,
0.06774084270000458,
0.12531490623950958,
-0.09016384184360504,
0.06376159191131592,
0.03875190019607544,
-0.06554066389799118,
0.09189590066671371,
-0.02919032983481884,
-0.12344484031200409,
0.08379746228456497,
0.07089714705944061,
0.13064813613891602,
0.022865377366542816,
0.06950324773788452,
-0.01655329018831253,
0.010075114667415619,
-0.0030489666387438774,
0.017200501635670662,
0.02392096258699894,
-0.014519346877932549,
-0.06171929091215134,
0.022233646363019943,
-0.10710566490888596,
0.011439334601163864,
0.03722343593835831,
-0.027445338666439056,
-0.13311026990413666,
-0.03378857299685478,
0.056002892553806305,
0.08268582820892334,
0.03256756067276001,
0.023686982691287994,
0.13125810027122498,
-0.04063050448894501,
0.06286750733852386,
0.21385736763477325,
-0.1977425217628479,
-0.05320063605904579,
0.059146247804164886,
0.05371741205453873,
-0.0029134456999599934,
-0.019243590533733368,
0.03471110016107559,
0.05446736142039299,
0.08380898088216782,
-0.009692251682281494,
-0.10325022041797638,
-0.025440610945224762,
-0.056075699627399445,
-0.09021128714084625,
-0.05194837599992752,
0.1555379331111908,
-0.07586503773927689,
-0.10084766149520874,
-0.06090947240591049,
-0.057088885456323624,
0.14928874373435974,
-0.06559587270021439,
-0.002926309360191226,
0.0026884227991104126,
-0.02946309559047222,
-0.07916000485420227,
-0.12737475335597992,
-0.13042522966861725,
-0.05473824962973595,
-0.1027103066444397,
0.20950211584568024,
0.06081690639257431,
0.031245026737451553,
-0.06666308641433716,
0.011772007681429386,
-0.06131472438573837,
-0.10227064788341522,
0.0030370638705790043,
-0.07731090486049652,
0.0768958330154419,
0.03048970177769661,
-0.08849552273750305,
-0.09578485041856766,
0.09937965124845505,
0.15715235471725464,
-0.028606820851564407,
-0.00587947154417634,
-0.015671096742153168,
-0.01622503437101841,
0.07113997638225555,
0.12103600800037384,
-0.03674944490194321,
0.034895725548267365,
0.052214112132787704,
-0.0599285252392292,
0.015195936895906925,
-0.005714873783290386,
-0.13202668726444244,
-0.08348063379526138,
0.007956375367939472,
0.10738833993673325,
0.017129119485616684,
0.028793854638934135,
0.0004879479529336095,
-0.04248364269733429,
0.10693304240703583,
-0.13978321850299835,
0.038065746426582336,
-0.026326265186071396,
0.0384613536298275,
0.1668778508901596,
0.03030228801071644,
-0.03881118819117546,
-0.13644658029079437,
-0.035707924515008926,
-0.014388049021363258,
-0.020923782140016556,
-0.04314234480261803,
-0.11482153832912445,
0.0213147159665823,
-0.08140527456998825,
0.0034864547196775675,
-0.1725878268480301,
-0.11410421878099442,
0.059008631855249405,
0.055807244032621384,
-0.025199100375175476,
-0.0047483923844993114,
0.0294889435172081,
0.021290918812155724,
-0.00047990819439291954,
-0.03187917172908783,
-0.06900683045387268,
-0.009865178726613522,
0.028185086324810982,
0.05848207697272301,
0.08707723766565323,
-0.11049529165029526,
0.0364680290222168,
-0.04932384565472603,
0.005081062205135822,
-0.18873989582061768,
0.061645012348890305,
-0.07314036786556244,
-0.010664544068276882,
-0.11706427484750748,
-0.12868864834308624,
0.08459735661745071,
-0.0032194561790674925,
0.05566343665122986,
0.07269738614559174,
-0.07921139150857925,
-0.07302230596542358,
0.0903635248541832,
-0.08383097499608994,
-0.03188460320234299,
0.18556652963161469,
0.007349031046032906,
-0.014337006956338882,
0.09805382788181305,
0.029705582186579704,
0.11902911216020584,
-0.10197019577026367,
-0.0018492377130314708,
0.06524097174406052,
0.022390661761164665,
-0.02418963424861431,
0.06983967870473862,
0.00014929610188119113,
-0.014625489711761475,
0.004478581249713898,
-0.03934299945831299,
0.02306852489709854,
-0.0341317355632782,
-0.036274779587984085,
-0.022150957956910133,
-0.07238012552261353,
0.12557606399059296,
0.03222198039293289,
0.051302164793014526,
-0.04961738735437393,
-0.05392282456159592,
0.13197363913059235,
0.051721274852752686,
-0.08128703385591507,
0.050623804330825806,
-0.12004594504833221,
0.04662933200597763,
-0.08960442245006561,
0.016178710386157036,
-0.14750155806541443,
-0.04262658208608627,
0.0417511872947216,
-0.012986857444047928,
0.06781096011400223,
0.008507998660206795,
0.06865173578262329,
0.03467901796102524,
-0.05268806964159012,
0.07056216895580292,
0.014647246338427067,
-0.021565644070506096,
-0.014547930099070072,
-0.01959572732448578,
-0.08085381984710693,
-0.03403644263744354,
-0.018656108528375626,
0.02595619112253189,
0.008410420268774033,
-0.05119442939758301,
0.0940755307674408,
-0.06484080851078033,
0.061338555067777634,
0.03042324259877205,
0.06397546082735062,
-0.04638144001364708,
-0.020998798310756683,
0.05526840314269066,
-0.027624506503343582,
-0.05196012184023857,
0.05516904219985008,
0.029975203797221184,
-0.003962529357522726,
0.1107492595911026,
-0.02268662117421627,
0.03493965417146683,
0.0031951970886439085,
-0.021962590515613556,
0.010856538079679012,
-0.03764711320400238,
-0.06099853292107582,
0.18892645835876465,
0.006542868446558714,
0.0930119976401329,
-0.08520390838384628,
-0.004525705240666866,
0.009591436944901943,
-0.08216507732868195,
-0.06470926851034164,
0.06189678981900215,
0.05945715308189392,
-0.06549037247896194,
0.07909471541643143,
0.10314740985631943,
-0.07168713212013245,
0.10734327137470245,
-0.03151483088731766,
-0.06175980716943741,
0.04463839903473854,
-0.018548691645264626,
0.038960691541433334,
-0.01578781194984913,
-0.07375407963991165,
-0.04684360697865486,
0.08694784343242645,
-0.06603982299566269,
-0.006142568774521351,
-0.09554727375507355,
0.05265551432967186,
0.033914435654878616,
-0.05183350294828415,
-0.07034369558095932,
0.011863840743899345,
0.00584779866039753,
0.023230645805597305,
0.0214020274579525,
-0.023531226441264153,
0.04045892506837845,
0.026152923703193665,
-0.00978925172239542,
0.15031658113002777,
-0.11682480573654175,
-0.2935863137245178,
-0.24624477326869965,
-0.16911862790584564,
-0.13773372769355774,
0.07192360609769821,
0.08451180905103683,
-0.09285568445920944,
-0.09286457300186157,
0.02359270490705967,
0.11092708259820938,
-0.028932027518749237,
0.009603164158761501,
0.07233390212059021,
-0.001062509953044355,
-0.0177102480083704,
-0.1722480058670044,
-0.020841479301452637,
0.038395389914512634,
-0.10256393998861313,
0.08714065700769424,
-0.06082984805107117,
0.05465076491236687,
0.057164475321769714,
-0.0476514957845211,
0.007337598130106926,
-0.016593914479017258,
0.12675264477729797,
0.004162236116826534,
0.032245565205812454,
0.2605738043785095,
-0.014388227835297585,
0.07502607256174088,
0.06184103712439537,
0.06350864470005035,
-0.02033132128417492,
0.04410002380609512,
0.0026604700833559036,
-0.059321463108062744,
-0.19767357409000397,
-0.06038637459278107,
-0.05572207644581795,
0.058876100927591324,
0.09581313282251358,
0.04609109088778496,
-0.008342806249856949,
0.09853916615247726,
-0.03955043479800224,
0.1255057454109192,
-0.008015786297619343,
0.07298789918422699,
0.19872073829174042,
0.015153572894632816,
0.09725561738014221,
-0.04718022048473358,
-0.11387790739536285,
0.08198514580726624,
0.02205071970820427,
0.11857501417398453,
-0.0080210966989398,
0.1437765508890152,
0.05632004886865616,
0.009044472128152847,
0.1038563922047615,
0.2286689579486847,
-0.053083524107933044,
0.029070544987916946,
-0.006804163102060556,
-0.06506632268428802,
-0.03483409807085991,
-0.028492486104369164,
0.0667869821190834,
-0.04127972945570946,
-0.014842036180198193,
-0.04813393950462341,
0.0005312598077580333,
0.2217758148908615,
0.04746970906853676,
-0.19716382026672363,
-0.08509445935487747,
0.02645360305905342,
-0.09501530230045319,
-0.08092927932739258,
0.003270909423008561,
0.031851597130298615,
-0.10830407589673996,
0.0684904009103775,
0.002331990282982588,
0.11553972214460373,
-0.023056834936141968,
0.022476259618997574,
-0.10400306433439255,
0.0712844729423523,
0.03388871252536774,
0.10389852523803711,
-0.20738503336906433,
0.11670476943254471,
0.018287068232893944,
0.042922243475914,
-0.11265002936124802,
0.08296175301074982,
0.026088934391736984,
0.019078703597187996,
0.07587379217147827,
-0.013978058472275734,
0.17147651314735413,
-0.11234255135059357,
-0.09117637574672699,
0.05570349842309952,
0.06469658017158508,
-0.012266665697097778,
0.09259380400180817,
-0.002075787866488099,
-0.034995824098587036,
-0.008062428794801235,
0.021780826151371002,
-0.17374424636363983,
-0.1651192307472229,
0.06362532079219818,
0.031059924513101578,
-0.05296902358531952,
-0.020616158843040466,
-0.1011669710278511,
-0.03259507194161415,
0.13395299017429352,
0.0768078863620758,
-0.16620954871177673,
-0.08784066140651703,
-0.0717894434928894,
0.17954295873641968,
-0.10100633651018143,
0.12261055409908295,
-0.029958408325910568,
0.1376231461763382,
-0.07786979526281357,
-0.11418131738901138,
-0.026357563212513924,
-0.11169818788766861,
-0.06996946781873703,
0.05675428360700607,
0.12218193709850311,
0.008556300774216652,
0.04548105597496033,
0.05598883703351021,
-0.007420807145535946,
-0.0331915020942688,
-0.07413457334041595,
-0.07372510433197021,
0.038331154733896255,
0.13675758242607117,
0.08326394110918045,
-0.07829737663269043,
-0.12138228863477707,
-0.01814832165837288,
0.029238097369670868,
0.16962654888629913,
0.17642387747764587,
-0.0063107917085289955,
0.04912145808339119,
0.278205007314682,
-0.011475375853478909,
-0.2540249526500702,
-0.21079190075397491,
0.01956297643482685,
0.03363563492894173,
-0.07866611331701279,
-0.17999491095542908,
0.1190553531050682,
0.008755744434893131,
-0.0017990185879170895,
-0.07046996802091599,
-0.18464183807373047,
-0.08950753509998322,
0.19213663041591644,
0.05307159200310707,
0.09044153243303299,
-0.10487503558397293,
-0.04438941553235054,
-0.12492495775222778,
-0.21359512209892273,
0.1137448251247406,
-0.0075898622162640095,
0.1099102571606636,
-0.034975193440914154,
0.08994495868682861,
0.014446997083723545,
-0.006546526215970516,
0.11716873943805695,
0.00044252804946154356,
-0.05212648585438728,
-0.05937065929174423,
0.00468043377622962,
0.10241297632455826,
-0.003313619177788496,
0.14950938522815704,
-0.03874235227704048,
-0.007092024199664593,
-0.007025035098195076,
-0.0882137268781662,
-0.048405151814222336,
0.09160170704126358,
0.0012194198789075017,
-0.09292485564947128,
-0.035767748951911926,
-0.03165321424603462,
-0.05236541107296944,
-0.010406960733234882,
0.08228208869695663,
0.015678025782108307,
0.018059534952044487,
0.1310235559940338,
0.1757417470216751,
-0.13530609011650085,
-0.005446971859782934,
-0.025348078459501266,
-0.08095541596412659,
0.06050048768520355,
-0.03512982279062271,
0.059683214873075485,
0.07812240719795227,
0.030672695487737656,
0.06307364255189896,
0.06263258308172226,
-0.03753961622714996,
0.013033966533839703,
0.08030954003334045,
-0.066764697432518,
-0.16479487717151642,
-0.035672057420015335,
-0.05686483904719353,
-0.09169372171163559,
0.10036031156778336,
0.12145539373159409,
-0.03566409647464752,
-0.09596053510904312,
0.014976875856518745,
0.001654554856941104,
-0.04484334960579872,
0.12405961006879807,
0.06280335783958435,
0.03787305951118469,
-0.11641721427440643,
0.07265162467956543,
0.11166665703058243,
-0.0881010890007019,
0.007204984314739704,
0.08320930600166321,
-0.06561081856489182,
-0.08531001955270767,
0.011864446103572845,
-0.017290586605668068,
-0.12281937152147293,
-0.04835602268576622,
-0.06957145035266876,
-0.08628001064062119,
0.032490890473127365,
0.0908597782254219,
0.08562695980072021,
-0.02015489712357521,
-0.0712786614894867,
0.037534527480602264,
-0.06404769420623779,
0.051013655960559845,
0.09892533719539642,
0.07495638728141785,
-0.09192334860563278,
0.07238654047250748,
-0.0398079976439476,
0.14408227801322937,
-0.056247711181640625,
-0.018518343567848206,
-0.08716487139463425,
0.0017418774077668786,
-0.21649868786334991,
0.029785191640257835,
-0.12050514668226242,
-0.00965050794184208,
0.005598548334091902,
-0.06290395557880402,
-0.02649887464940548,
0.06499961018562317,
-0.07592666894197464,
-0.018599823117256165,
-0.009073996916413307,
0.05848805606365204,
-0.1124870702624321,
-0.010357219725847244,
0.06978430598974228,
-0.049744945019483566,
0.08707913011312485,
0.05945512279868126,
-0.07839620113372803,
0.06625863164663315,
-0.044252969324588776,
-0.10546405613422394,
0.04685452952980995,
0.06953500956296921,
0.06975021213293076,
-0.03930053487420082,
0.02678137645125389,
0.0629723072052002,
0.04699259251356125,
0.00422969926148653,
0.11739479005336761,
-0.08444110304117203,
0.01532114576548338,
-0.02070336602628231,
-0.06540041416883469,
-0.0302145816385746,
0.012686616741120815,
0.15085215866565704,
0.10274465382099152,
0.0985441580414772,
-0.06868048012256622,
0.04357411339879036,
-0.023618169128894806,
0.015311450697481632,
-0.06387676298618317,
-0.11287261545658112,
0.040918368846178055,
-0.06476011127233505,
-0.0009224486420862377,
0.02758810855448246,
0.08954553306102753,
-0.016005944460630417,
0.12637852132320404,
-0.017352590337395668,
0.04500560835003853,
0.0613691583275795,
-0.01843910664319992,
0.1894313544034958,
0.04533449187874794,
-0.03508554399013519,
-0.07164096087217331,
0.022709054872393608,
0.0774415135383606,
0.04075240343809128,
0.058028046041727066,
0.06487329304218292,
0.029933549463748932,
0.08498053252696991,
0.07647456228733063,
0.05736082047224045,
-0.1285451352596283,
-0.1890689581632614,
0.08646277338266373,
0.05466855689883232,
-0.08067582547664642,
0.05895151197910309,
0.09195687621831894,
-0.06675932556390762,
0.059284742921590805,
0.032060690224170685,
-0.06783245503902435,
-0.10956814140081406,
-0.08820075541734695,
-0.05563727393746376,
-0.07704999297857285,
-0.03830540180206299,
-0.09550156444311142,
-0.005522557068616152,
0.038837991654872894,
0.06509639322757721,
-0.013003108091652393,
0.1633036583662033,
-0.11664418876171112,
-0.06401658058166504,
0.04533384367823601,
-0.019409339874982834,
0.04688050597906113,
0.06705307215452194,
-0.007397728972136974,
-0.05370235815644264,
0.08591658622026443,
0.026902420446276665,
0.04325876012444496,
0.030579185113310814,
0.031879641115665436,
-0.041976168751716614,
-0.0611170157790184,
-0.06308524310588837,
0.013913694769144058,
0.024204153567552567,
0.14775586128234863,
0.018227290362119675,
-0.02854113280773163,
0.010534696280956268,
0.10333684086799622,
-0.049850571900606155,
-0.2233705222606659,
-0.11344415694475174,
0.2217211127281189,
0.023899750784039497,
0.02051793783903122,
0.0313689298927784,
-0.08433260768651962,
-0.11678747832775116,
0.22158825397491455,
0.1514228731393814,
0.08168304711580276,
0.026201311498880386,
0.006977986078709364,
0.015920192003250122,
-0.02104974165558815,
0.11191558092832565,
0.05857285484671593,
0.19968430697917938,
-0.045140210539102554,
-0.03089774027466774,
-0.020596373826265335,
0.002469963626936078,
-0.24718882143497467,
0.022194871678948402,
-0.007193219382315874,
-0.06014504283666611,
0.020161861553788185,
0.07883570343255997,
-0.05635964497923851,
-0.07937804609537125,
-0.06834607571363449,
-0.04314731806516647,
-0.0747939944267273,
0.007632063236087561,
0.04841887205839157,
0.00011572733637876809,
0.0826081931591034,
-0.01773734763264656,
0.06854213774204254,
0.12468139082193375,
0.03336367756128311,
-0.09968168288469315,
0.029906926676630974,
0.17550915479660034,
-0.011816120706498623,
0.10844764858484268,
0.039624590426683426,
0.06956851482391357,
0.0865478590130806,
0.005823942832648754,
-0.09463813900947571,
0.027695350348949432,
0.041175197809934616,
-0.03557548299431801,
0.09471769630908966,
0.10093051940202713,
-0.04349682480096817,
-0.04411131143569946,
-0.06560550630092621,
-0.0828038901090622,
-0.0038615427911281586,
0.13500191271305084,
0.07879527658224106,
-0.08335840702056885,
0.05889178439974785,
-0.16713973879814148,
0.046565160155296326,
0.1092056930065155,
-0.01296816486865282,
-0.04217640683054924,
-0.060201454907655716,
0.08622867614030838,
0.04594533145427704,
-0.06154355779290199,
-0.10549236088991165,
-0.15844443440437317,
-0.045723456889390945,
-0.12246716022491455,
0.05807499215006828,
-0.15315508842468262,
-0.008045854046940804,
0.0019739626441150904,
0.03020554594695568,
-0.12898097932338715,
0.009534155949950218,
0.1010260134935379,
-0.00908651389181614,
0.02813088521361351,
-0.10240533202886581,
-0.05508673936128616,
0.008050957694649696,
-0.14674866199493408,
-0.03926634415984154
] |
null | null | transformers |
# distilbert-base-en-ar-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-ar-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-ar-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-ar-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-ar-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03610588610172272,
0.01975499838590622,
-0.005155141931027174,
0.10029774904251099,
0.09863951057195663,
-0.017212755978107452,
0.14420825242996216,
0.08052485436201096,
-0.006914081983268261,
-0.004005044233053923,
0.047253917902708054,
0.03232813999056816,
0.02663087099790573,
0.06068579852581024,
-0.028176534920930862,
-0.27178582549095154,
-0.014715819619596004,
0.056470029056072235,
-0.029380152001976967,
0.0715295672416687,
0.12557804584503174,
-0.0667496845126152,
0.06458882242441177,
0.041566506028175354,
-0.06856685876846313,
0.07407813519239426,
-0.03914809226989746,
-0.09955602139234543,
0.09038777649402618,
0.06938712298870087,
0.10499150305986404,
0.021982187405228615,
0.06666664779186249,
-0.03465566784143448,
0.009150933474302292,
-0.0027037090621888638,
0.02276507206261158,
0.011826119385659695,
-0.004053524695336819,
-0.06511075794696808,
0.06137872859835625,
-0.11279688775539398,
0.006984474137425423,
0.061801977455616,
-0.027692943811416626,
-0.1166999489068985,
-0.05827578529715538,
0.032850898802280426,
0.08179563283920288,
0.021225858479738235,
0.020596014335751534,
0.11950492858886719,
-0.04215122014284134,
0.06366224586963654,
0.19711442291736603,
-0.22477136552333832,
-0.05917476862668991,
0.06866656243801117,
0.06504783034324646,
0.00591397425159812,
-0.018627287819981575,
0.054654594510793686,
0.04659214988350868,
0.09330311417579651,
-0.04296685382723808,
-0.10783073306083679,
0.0011843674583360553,
-0.0638776421546936,
-0.08581596612930298,
-0.04034595936536789,
0.1623048335313797,
-0.06871799379587173,
-0.1132558062672615,
-0.06724447757005692,
-0.03793355077505112,
0.1604694128036499,
-0.0637119710445404,
0.007466456387192011,
-0.007894000969827175,
-0.023392723873257637,
-0.061735060065984726,
-0.1347140371799469,
-0.11818864941596985,
-0.062496062368154526,
-0.10315278172492981,
0.2010648101568222,
0.06315966695547104,
0.032565996050834656,
-0.05691593512892723,
0.018181495368480682,
-0.04741434380412102,
-0.09038674831390381,
-0.01941795088350773,
-0.0858309417963028,
0.06363604962825775,
0.04217337444424629,
-0.08759073168039322,
-0.09509099274873734,
0.1152225211262703,
0.13268905878067017,
-0.019018983468413353,
0.018640706315636635,
-0.052317868918180466,
-0.017159633338451385,
0.07547014951705933,
0.11070908606052399,
-0.043519098311662674,
0.001490672235377133,
0.05995278060436249,
-0.07364489883184433,
0.01837887056171894,
-0.010089538991451263,
-0.13079440593719482,
-0.08567428588867188,
0.0020636827684938908,
0.11680972576141357,
0.026168853044509888,
0.04226582497358322,
0.004997993353754282,
-0.041133489459753036,
0.1072736531496048,
-0.14042901992797852,
0.04840638116002083,
-0.01697171851992607,
0.04566129669547081,
0.17241312563419342,
0.012316996231675148,
-0.036229610443115234,
-0.13907784223556519,
-0.058291368186473846,
0.0006923007895238698,
-0.010487540625035763,
-0.03344001621007919,
-0.11151432991027832,
0.027613725513219833,
-0.08103388547897339,
-0.013505415990948677,
-0.15442146360874176,
-0.10203427821397781,
0.054145168513059616,
0.0501897856593132,
-0.04042447730898857,
-0.004673048388212919,
0.026952095329761505,
0.034588947892189026,
0.011605778709053993,
-0.022548135370016098,
-0.04991636052727699,
-0.012239181436598301,
0.0214624535292387,
0.05055582523345947,
0.08359061926603317,
-0.1134367361664772,
0.02865057811141014,
-0.03653864562511444,
0.014586811885237694,
-0.18616575002670288,
0.09092637896537781,
-0.07710988074541092,
-0.008963007479906082,
-0.11412262916564941,
-0.12195421010255814,
0.06996911764144897,
-0.006959803868085146,
0.04483315348625183,
0.09288516640663147,
-0.11014901846647263,
-0.0613732673227787,
0.12424580752849579,
-0.07717067003250122,
-0.014647167176008224,
0.20031821727752686,
0.010677865706384182,
-0.04222557693719864,
0.094691202044487,
0.012729749083518982,
0.11086511611938477,
-0.08488196134567261,
0.019206760451197624,
0.06158355996012688,
0.012485913932323456,
0.005671992897987366,
0.06972328573465347,
-0.024682043120265007,
-0.043162595480680466,
0.012429113499820232,
-0.02280770242214203,
0.023312287405133247,
-0.028252670541405678,
-0.0289255753159523,
-0.03140469640493393,
-0.06545807421207428,
0.12201634794473648,
0.025639984756708145,
0.04452298954129219,
-0.07058900594711304,
-0.054828766733407974,
0.09590817987918854,
0.04952524974942207,
-0.06793930381536484,
0.05935660004615784,
-0.11640698462724686,
0.05251198261976242,
-0.07294344902038574,
0.02450418658554554,
-0.14766687154769897,
-0.02887127175927162,
0.04227412864565849,
-0.005869156215339899,
0.06782066822052002,
0.0018057264387607574,
0.06873083114624023,
0.04587545618414879,
-0.056813713163137436,
0.09385325759649277,
0.036989279091358185,
-0.024952411651611328,
-0.003276306204497814,
-0.02901317924261093,
-0.06977230310440063,
-0.04294028505682945,
0.03136630728840828,
0.01928379014134407,
0.0076249390840530396,
-0.031103095039725304,
0.08431806415319443,
-0.07856985181570053,
0.04529256001114845,
0.03635698929429054,
0.06245671212673187,
-0.05492016300559044,
-0.024501807987689972,
0.059828419238328934,
-0.028948182240128517,
-0.05741848424077034,
0.06181682273745537,
0.036649465560913086,
-0.04179606959223747,
0.11442521959543228,
-0.0238200556486845,
0.03387551009654999,
-0.010460966266691685,
-0.007267750333994627,
0.007474094163626432,
-0.03145179897546768,
-0.05622022598981857,
0.18177159130573273,
0.013331561349332333,
0.08891202509403229,
-0.07806427031755447,
0.009347311221063137,
0.011964754201471806,
-0.08125711232423782,
-0.06240077689290047,
0.06200456991791725,
0.029572417959570885,
-0.09027783572673798,
0.06358791887760162,
0.091340072453022,
-0.04616726562380791,
0.1046379879117012,
-0.024226417765021324,
-0.05338207632303238,
0.03868393227458,
0.005799521692097187,
0.03999771922826767,
-0.023637639358639717,
-0.11844760179519653,
-0.05458281561732292,
0.08520536869764328,
-0.048072535544633865,
-0.011174991726875305,
-0.08723337203264236,
0.050311390310525894,
0.027313878759741783,
-0.05496282875537872,
-0.08073755353689194,
0.011639203876256943,
0.014671022072434425,
0.030125847086310387,
0.023598168045282364,
-0.01125684380531311,
0.040221668779850006,
0.013312418945133686,
-0.013184594921767712,
0.1441924273967743,
-0.12551166117191315,
-0.29159092903137207,
-0.23001791536808014,
-0.20627018809318542,
-0.16634176671504974,
0.06897791475057602,
0.07800544798374176,
-0.0987764224410057,
-0.0750860944390297,
0.01489353459328413,
0.11922700703144073,
-0.04405079036951065,
-0.004001745954155922,
0.058579012751579285,
-0.006342393811792135,
-0.01631774567067623,
-0.1643710434436798,
-0.018729383125901222,
0.04965948313474655,
-0.126931294798851,
0.08617419749498367,
-0.061746153980493546,
0.06042492389678955,
0.05392315611243248,
-0.036723800003528595,
0.015483813360333443,
-0.007010636385530233,
0.10978769510984421,
0.0012218613410368562,
0.03161503002047539,
0.23053991794586182,
-0.004780305549502373,
0.06784304976463318,
0.0653628557920456,
0.07518196105957031,
-0.017156770452857018,
0.03374836593866348,
0.01376864593476057,
-0.0707009956240654,
-0.18632109463214874,
-0.06790141761302948,
-0.07020650804042816,
0.06393203884363174,
0.06707438826560974,
0.054518841207027435,
-0.012901403941214085,
0.09050019085407257,
-0.04421861469745636,
0.10391931980848312,
0.009098472073674202,
0.07105381041765213,
0.18786266446113586,
0.005734707228839397,
0.09541118144989014,
-0.05267883837223053,
-0.10156834870576859,
0.0944429263472557,
0.0306469164788723,
0.11122363060712814,
0.006389376241713762,
0.12798213958740234,
0.06122404709458351,
0.028879178687930107,
0.09096280485391617,
0.2175005078315735,
-0.045460138469934464,
0.02920878306031227,
-0.004949525464326143,
-0.0608183890581131,
-0.02901136502623558,
-0.02964767999947071,
0.08365312963724136,
-0.045594166964292526,
-0.011551829054951668,
-0.054305750876665115,
0.00486754160374403,
0.2394028753042221,
0.059551212936639786,
-0.16203097999095917,
-0.07256831973791122,
0.04008990526199341,
-0.08712828904390335,
-0.10125736147165298,
0.012125641107559204,
0.019413098692893982,
-0.12678951025009155,
0.10672501474618912,
0.0015555082354694605,
0.1138337254524231,
-0.032466672360897064,
0.01759834587574005,
-0.10986291617155075,
0.06191622093319893,
0.02931184694170952,
0.1112072765827179,
-0.21464334428310394,
0.11238820850849152,
0.017377637326717377,
0.03217143192887306,
-0.11959908157587051,
0.0798436850309372,
0.04226899892091751,
0.04128384217619896,
0.07758243381977081,
-0.008642543107271194,
0.18182478845119476,
-0.10324687510728836,
-0.08171013742685318,
0.0491764172911644,
0.07213088124990463,
0.0010150931775569916,
0.08214036375284195,
0.0033619508612900972,
-0.03569083660840988,
-0.02659166045486927,
0.03063071146607399,
-0.17856304347515106,
-0.17917484045028687,
0.06869928538799286,
0.019290968775749207,
-0.07437942922115326,
-0.02091498300433159,
-0.0878136083483696,
-0.03143416345119476,
0.16053561866283417,
0.07456941157579422,
-0.15143261849880219,
-0.08738689869642258,
-0.09168921411037445,
0.1763230711221695,
-0.09043274819850922,
0.11079031229019165,
-0.0484430231153965,
0.1204114556312561,
-0.07018008828163147,
-0.10501904785633087,
-0.024216581135988235,
-0.10457132756710052,
-0.06096193194389343,
0.05308987945318222,
0.14405298233032227,
0.01222867239266634,
0.04039054363965988,
0.05671212077140808,
-0.010327205061912537,
-0.023379355669021606,
-0.08895845711231232,
-0.05199354514479637,
0.03536548092961311,
0.11526014655828476,
0.09243043512105942,
-0.07490278035402298,
-0.11875628679990768,
-0.020543169230222702,
0.017425742000341415,
0.18346460163593292,
0.17648717761039734,
-0.006415511481463909,
0.05956548452377319,
0.2506268322467804,
-0.010767900384962559,
-0.241143599152565,
-0.20574963092803955,
0.004742415156215429,
0.03817138448357582,
-0.08244818449020386,
-0.1917974352836609,
0.10630351305007935,
0.008532816544175148,
-0.007741895504295826,
-0.0440840981900692,
-0.18342772126197815,
-0.0864822119474411,
0.187946617603302,
0.04173425957560539,
0.0977456197142601,
-0.11159888654947281,
-0.061506714671850204,
-0.1304035782814026,
-0.22560440003871918,
0.0931018739938736,
-0.03781355172395706,
0.11443645507097244,
-0.03269472345709801,
0.09710371494293213,
0.020123882219195366,
-0.0030702536460012197,
0.13163188099861145,
-0.0018199371406808496,
-0.06336241960525513,
-0.07773744314908981,
0.00899310503154993,
0.08881843835115433,
-0.0015500402078032494,
0.13895826041698456,
-0.06765583157539368,
-0.01321606244891882,
-0.010638021863996983,
-0.08235721290111542,
-0.06108945235610008,
0.09498895704746246,
-0.0005121635040268302,
-0.079490065574646,
-0.03430117294192314,
-0.024403156712651253,
-0.054603997617959976,
-0.006990109570324421,
0.06865637004375458,
0.0014810787979513407,
0.006596758496016264,
0.1349060982465744,
0.18651741743087769,
-0.13636158406734467,
0.03557242453098297,
-0.032561931759119034,
-0.08164449036121368,
0.04013048857450485,
-0.011094002053141594,
0.05704952031373978,
0.056153349578380585,
0.03341906890273094,
0.058250900357961655,
0.05400342866778374,
-0.0363132618367672,
0.029787369072437286,
0.07627636194229126,
-0.05028306692838669,
-0.20738361775875092,
-0.026370737701654434,
-0.058703113347291946,
-0.07438291609287262,
0.1169104054570198,
0.11609276384115219,
-0.011725415475666523,
-0.09120422601699829,
0.009077831171452999,
0.012181664817035198,
-0.058567073196172714,
0.1146034374833107,
0.04940107464790344,
0.033295344561338425,
-0.12469649314880371,
0.0762191116809845,
0.10703299194574356,
-0.05980512127280235,
0.004741451237350702,
0.09691488742828369,
-0.0658409371972084,
-0.0842733308672905,
-0.004722587764263153,
-0.024256205186247826,
-0.09777787327766418,
-0.04605357348918915,
-0.03896777331829071,
-0.10812827199697495,
0.023342382162809372,
0.06734192371368408,
0.07525837421417236,
-0.02044372260570526,
-0.07837063074111938,
0.030332395806908607,
-0.05972526594996452,
0.04008083418011665,
0.10157918930053711,
0.07215699553489685,
-0.07576160132884979,
0.06313047558069229,
-0.035952575504779816,
0.15058228373527527,
-0.05384816974401474,
-0.03849204257130623,
-0.06359095871448517,
-0.003963842988014221,
-0.25965023040771484,
0.012224869802594185,
-0.13551121950149536,
-0.006036840379238129,
-0.002480070572346449,
-0.06488794833421707,
-0.019490186125040054,
0.05084936320781708,
-0.07119814306497574,
-0.02740560658276081,
-0.026231735944747925,
0.06682337075471878,
-0.10707767307758331,
-0.008684241212904453,
0.07763486355543137,
-0.050085291266441345,
0.10261766612529755,
0.07454179972410202,
-0.08167257905006409,
0.05478917807340622,
-0.06794176995754242,
-0.10497436672449112,
0.035130683332681656,
0.058777015656232834,
0.06309374421834946,
-0.051588281989097595,
0.02149977535009384,
0.06271295249462128,
0.04834556207060814,
0.010877426713705063,
0.13500456511974335,
-0.07199618220329285,
0.016075050458312035,
-0.03045964427292347,
-0.08055740594863892,
-0.021931517869234085,
0.025798030197620392,
0.15552504360675812,
0.0989590510725975,
0.08223235607147217,
-0.06496471166610718,
0.051946528255939484,
-0.025063998997211456,
0.010496226139366627,
-0.05939898267388344,
-0.11022955179214478,
0.035124439746141434,
-0.06469733268022537,
0.006334882695227861,
0.035241905599832535,
0.11064501851797104,
-0.034603286534547806,
0.11967084556818008,
-0.025993462651968002,
0.05882594361901283,
0.0692594051361084,
-0.02330983802676201,
0.1777198612689972,
0.04256439581513405,
-0.0376102551817894,
-0.05667424201965332,
0.014827685430645943,
0.06048593297600746,
0.06026427447795868,
0.0589124858379364,
0.06397438794374466,
0.025038836523890495,
0.0800078809261322,
0.08074856549501419,
0.04466371610760689,
-0.11229758709669113,
-0.17795343697071075,
0.08534418046474457,
0.06107795238494873,
-0.09821512550115585,
0.09562204033136368,
0.07828260213136673,
-0.07810530811548233,
0.060073964297771454,
0.034344933927059174,
-0.07567727565765381,
-0.1136987954378128,
-0.09960596263408661,
-0.05216856300830841,
-0.07639311254024506,
-0.03410964831709862,
-0.08871369063854218,
0.021579919382929802,
0.029975516721606255,
0.07586272805929184,
-0.016255907714366913,
0.16158248484134674,
-0.12502823770046234,
-0.06238029524683952,
0.05977216735482216,
-0.020701680332422256,
0.05281221494078636,
0.08789769560098648,
-0.009085047990083694,
-0.05789768695831299,
0.0657610297203064,
0.03631257638335228,
0.04985281080007553,
0.021808255463838577,
0.03737726807594299,
-0.056480832397937775,
-0.06134398654103279,
-0.059416595846414566,
0.01703891158103943,
0.04429066553711891,
0.17691582441329956,
0.035654209554195404,
-0.03740965574979782,
0.006868960335850716,
0.093207947909832,
-0.04668688774108887,
-0.2104390412569046,
-0.10170507431030273,
0.20203885436058044,
0.01570369303226471,
0.014548474922776222,
0.022366603836417198,
-0.08684799075126648,
-0.10171952098608017,
0.21226608753204346,
0.16494958102703094,
0.06848934292793274,
0.014842384494841099,
0.00414957944303751,
0.01456752885133028,
0.00143077049870044,
0.11423514038324356,
0.052927639335393906,
0.19283224642276764,
-0.036289867013692856,
-0.02002716436982155,
-0.014826069585978985,
-0.012405727058649063,
-0.26158666610717773,
0.04628259316086769,
-0.011013366281986237,
-0.06078718975186348,
0.02243562415242195,
0.09005584567785263,
-0.05051840841770172,
-0.06384091079235077,
-0.06769804656505585,
-0.02680230513215065,
-0.08522232621908188,
0.014533153735101223,
0.025726929306983948,
0.010159251280128956,
0.08319911360740662,
-0.016179263591766357,
0.06884436309337616,
0.13838815689086914,
0.029562940821051598,
-0.09365041553974152,
0.01938762329518795,
0.17210756242275238,
-0.01713450811803341,
0.11231952905654907,
0.03711112216114998,
0.05656560882925987,
0.09402573108673096,
0.01664653606712818,
-0.09607581794261932,
0.028589751571416855,
0.03828234225511551,
-0.027651386335492134,
0.09913728386163712,
0.11158692091703415,
-0.038408469408750534,
-0.06547853350639343,
-0.05376872047781944,
-0.03538425266742706,
0.010416601784527302,
0.14560699462890625,
0.07271941751241684,
-0.09945891797542572,
0.06881330162286758,
-0.17120419442653656,
0.05112826079130173,
0.1257866472005844,
-0.011646170169115067,
-0.036841023713350296,
-0.0734034851193428,
0.06568335741758347,
0.03609936311841011,
-0.05376724898815155,
-0.1153900995850563,
-0.16059958934783936,
-0.04275021329522133,
-0.10458534210920334,
0.06007305160164833,
-0.16034221649169922,
-0.014317926950752735,
0.0020024555269628763,
0.038931477814912796,
-0.11677801609039307,
0.019216232001781464,
0.08910848945379257,
-0.012747382745146751,
0.028109317645430565,
-0.10045413672924042,
-0.04464585706591606,
0.02772645652294159,
-0.14584039151668549,
-0.03431767225265503
] |
null | null | transformers |
# distilbert-base-en-bg-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-bg-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-bg-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-bg-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-bg-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-bg-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-bg-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-bg-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03601721674203873,
0.0214296393096447,
-0.005319331306964159,
0.10096842795610428,
0.08795318752527237,
-0.01908721774816513,
0.13550446927547455,
0.079424649477005,
-0.010214868932962418,
-0.006113497540354729,
0.05038141459226608,
0.029678018763661385,
0.019757211208343506,
0.07856916636228561,
-0.030112000182271004,
-0.2648482024669647,
-0.024476828053593636,
0.06672602891921997,
-0.024847285822033882,
0.07684753090143204,
0.1260199099779129,
-0.06304902583360672,
0.0562654510140419,
0.033778633922338486,
-0.08659948408603668,
0.07524418830871582,
-0.03479781746864319,
-0.09153134375810623,
0.09069772064685822,
0.07372447103261948,
0.09526444226503372,
0.026790883392095566,
0.0603218674659729,
-0.036434393376111984,
0.010019456036388874,
-0.011740876361727715,
0.017417941242456436,
0.010956478305161,
-0.012555454857647419,
-0.06678619235754013,
0.06996794044971466,
-0.1144181489944458,
0.0061004371382296085,
0.06160518899559975,
-0.02968546375632286,
-0.12987114489078522,
-0.048360757529735565,
0.045205116271972656,
0.06540603190660477,
0.01124854851514101,
0.016399869695305824,
0.10915427654981613,
-0.04906897991895676,
0.07108143717050552,
0.21067939698696136,
-0.2274525910615921,
-0.05169220641255379,
0.07747038453817368,
0.07409097999334335,
0.014305299147963524,
-0.016856176778674126,
0.05805204436182976,
0.04269507899880409,
0.09138987958431244,
-0.032747115939855576,
-0.10767242312431335,
0.004327385686337948,
-0.053640879690647125,
-0.08132690191268921,
-0.04552901163697243,
0.16505034267902374,
-0.07002580910921097,
-0.11168929189443588,
-0.07253067940473557,
-0.03414455056190491,
0.15268105268478394,
-0.060022372752428055,
0.012149958871304989,
-0.0072019025683403015,
-0.02594701386988163,
-0.0699896588921547,
-0.13859835267066956,
-0.11290854215621948,
-0.0739363431930542,
-0.09237230569124222,
0.20620335638523102,
0.054545946419239044,
0.031143369153141975,
-0.0699165016412735,
0.03413151577115059,
-0.043884214013814926,
-0.09186045080423355,
-0.025179488584399223,
-0.08864195644855499,
0.06560751795768738,
0.049167849123477936,
-0.08751384168863297,
-0.07542736083269119,
0.11518765985965729,
0.13321489095687866,
-0.017566224560141563,
0.01138203963637352,
-0.0571497306227684,
-0.014630025252699852,
0.0797102227807045,
0.114528127014637,
-0.039358679205179214,
-0.005068081896752119,
0.08156733959913254,
-0.07175460457801819,
0.02007000893354416,
-0.005504936911165714,
-0.1385500729084015,
-0.09840008616447449,
0.016050485894083977,
0.1269235908985138,
0.017911721020936966,
0.042070526629686356,
-0.0003700161469168961,
-0.045912113040685654,
0.1024124026298523,
-0.1420174092054367,
0.04070793092250824,
-0.016751255840063095,
0.03724691644310951,
0.13901297748088837,
0.02401660941541195,
-0.054754335433244705,
-0.13216611742973328,
-0.05503203719854355,
0.0000887612477527,
-0.021470576524734497,
-0.027181224897503853,
-0.11220215260982513,
0.02305980585515499,
-0.09096001833677292,
-0.0015908732311800122,
-0.14891204237937927,
-0.11693119257688522,
0.07152359932661057,
0.04074256122112274,
-0.03832998126745224,
-0.010611088015139103,
0.026995528489351273,
0.038781557232141495,
0.0009140773327089846,
-0.029795143753290176,
-0.042685654014348984,
-0.012023303657770157,
0.03453221544623375,
0.057026442140340805,
0.08737792819738388,
-0.12587998807430267,
0.02558371052145958,
-0.033479657024145126,
0.02700722962617874,
-0.18378014862537384,
0.09926453977823257,
-0.08101599663496017,
-0.019800305366516113,
-0.10602135956287384,
-0.11940237879753113,
0.08402959257364273,
-0.010308396071195602,
0.042884424328804016,
0.08160760253667831,
-0.10481155663728714,
-0.0698675587773323,
0.1389022171497345,
-0.06642071902751923,
-0.01767965964972973,
0.19128762185573578,
0.00558541901409626,
-0.04274595528841019,
0.10114447772502899,
0.018130412325263023,
0.09953992813825607,
-0.07349137961864471,
0.015819936990737915,
0.06569249927997589,
0.009301058948040009,
0.010925889946520329,
0.0657515674829483,
-0.016992654651403427,
-0.0353548489511013,
0.01992350071668625,
-0.02653583139181137,
0.035537153482437134,
-0.023565469309687614,
-0.02539074793457985,
-0.03851661831140518,
-0.07117421925067902,
0.13255202770233154,
0.020448828116059303,
0.04352035000920296,
-0.0691612958908081,
-0.0584242008626461,
0.10751555860042572,
0.056028302758932114,
-0.07081349939107895,
0.053947508335113525,
-0.11436096578836441,
0.06295359879732132,
-0.08642852306365967,
0.029591664671897888,
-0.14757373929023743,
-0.036404237151145935,
0.04683990404009819,
-0.011001478880643845,
0.07401251792907715,
0.0033155116252601147,
0.06836846470832825,
0.04752882942557335,
-0.06379473954439163,
0.0942930206656456,
0.02840326726436615,
-0.02371726930141449,
0.0014816985931247473,
-0.030098149552941322,
-0.07261000573635101,
-0.04654915630817413,
0.037327464669942856,
0.017557239159941673,
0.007975156418979168,
-0.010990259237587452,
0.08347136527299881,
-0.07627873867750168,
0.0410221591591835,
0.040710385888814926,
0.04452119395136833,
-0.05450655519962311,
-0.02790611982345581,
0.05970017984509468,
-0.03346378356218338,
-0.07086076587438583,
0.050549689680337906,
0.03511104732751846,
-0.04130469262599945,
0.11781731992959976,
0.001231179921887815,
0.03942610323429108,
-0.02361181192100048,
-0.015823474153876305,
0.007084472570568323,
-0.02087666653096676,
-0.059672046452760696,
0.17282624542713165,
0.0122982831671834,
0.09636151045560837,
-0.09480642527341843,
-0.00785817764699459,
0.012110820971429348,
-0.07222367078065872,
-0.05572591349482536,
0.059428807348012924,
0.018150370568037033,
-0.10548049956560135,
0.06607218086719513,
0.09002084285020828,
-0.03837628662586212,
0.13577057421207428,
-0.02435176819562912,
-0.053325727581977844,
0.03403788432478905,
0.010193917900323868,
0.03280949592590332,
0.00030392789631150663,
-0.13348138332366943,
-0.05233894661068916,
0.08576452732086182,
-0.054228704422712326,
-0.003679201239719987,
-0.0818672701716423,
0.04357844963669777,
0.02276647835969925,
-0.06735364347696304,
-0.07958639413118362,
0.015858938917517662,
0.011982756666839123,
0.029704319313168526,
0.029495034366846085,
-0.004794608801603317,
0.04735618457198143,
0.013521877117455006,
-0.01437163446098566,
0.14223794639110565,
-0.1259133219718933,
-0.28722846508026123,
-0.224453404545784,
-0.21329310536384583,
-0.17814196646213531,
0.07037685066461563,
0.07619845867156982,
-0.09587251394987106,
-0.06727281212806702,
0.020434880629181862,
0.12493346631526947,
-0.036688145250082016,
-0.001141134649515152,
0.04612772911787033,
-0.0016264845617115498,
-0.016109442338347435,
-0.17856603860855103,
-0.016287578269839287,
0.04555477201938629,
-0.11903346329927444,
0.07880526036024094,
-0.06565768271684647,
0.056688517332077026,
0.05716647207736969,
-0.04132876172661781,
0.023193271830677986,
-0.006595459766685963,
0.12594620883464813,
0.002506139688193798,
0.02838459424674511,
0.21363288164138794,
-0.010083639062941074,
0.0589749850332737,
0.062351200729608536,
0.07495325803756714,
-0.022103222087025642,
0.03758895397186279,
0.007626123260706663,
-0.06928227096796036,
-0.18134631216526031,
-0.06948787719011307,
-0.06319417804479599,
0.06332594901323318,
0.057934656739234924,
0.061775580048561096,
-0.015873931348323822,
0.08325241506099701,
-0.04308651015162468,
0.1152573898434639,
0.016598746180534363,
0.07504086196422577,
0.17582769691944122,
0.0010867496021091938,
0.09222541004419327,
-0.045340970158576965,
-0.09280490130186081,
0.09608615934848785,
0.03957085311412811,
0.12024816870689392,
-0.005854880437254906,
0.13228125870227814,
0.06161082163453102,
0.017732704058289528,
0.09978941082954407,
0.21079909801483154,
-0.055799081921577454,
0.03338019549846649,
-0.0034496630541980267,
-0.06295466423034668,
-0.026551038026809692,
-0.03433317691087723,
0.08090842515230179,
-0.029512740671634674,
-0.00564030883833766,
-0.0732731968164444,
0.004160037264227867,
0.2278110235929489,
0.057371173053979874,
-0.1542268842458725,
-0.08010897785425186,
0.04743111878633499,
-0.08568613231182098,
-0.10265964269638062,
0.005702327936887741,
0.029015423730015755,
-0.12875761091709137,
0.09441839158535004,
0.008640080690383911,
0.10988166183233261,
-0.032033439725637436,
0.018423661589622498,
-0.11603891104459763,
0.06307921558618546,
0.025599759072065353,
0.11540170013904572,
-0.2190501093864441,
0.11055026948451996,
0.02575746364891529,
0.02944732829928398,
-0.11959569156169891,
0.08024778217077255,
0.035981081426143646,
0.04052632302045822,
0.08143991976976395,
-0.010738065466284752,
0.2148483842611313,
-0.10409396141767502,
-0.07287085056304932,
0.05007341504096985,
0.0702223926782608,
-0.003332085907459259,
0.07678784430027008,
0.009932737797498703,
-0.035543497651815414,
-0.026214495301246643,
0.0147136515006423,
-0.17401918768882751,
-0.17892314493656158,
0.06883953511714935,
0.012812492437660694,
-0.07572507858276367,
-0.0256319809705019,
-0.07784470915794373,
-0.018460916355252266,
0.17312346398830414,
0.06159861013293266,
-0.16067013144493103,
-0.08098156005144119,
-0.06818549335002899,
0.1706186681985855,
-0.08947815746068954,
0.11908428370952606,
-0.05055141821503639,
0.11926259100437164,
-0.07474956661462784,
-0.10817506909370422,
-0.021737419068813324,
-0.09802380949258804,
-0.06612247228622437,
0.05096122622489929,
0.1544773280620575,
0.01742546446621418,
0.04074868559837341,
0.05890878662467003,
-0.02292422205209732,
-0.01923283189535141,
-0.09029101580381393,
-0.05771079286932945,
0.040496136993169785,
0.10660412162542343,
0.09531217068433762,
-0.08918184041976929,
-0.12271768599748611,
-0.01751803606748581,
0.017090929672122,
0.18887102603912354,
0.2007068693637848,
-0.014417601749300957,
0.07306390255689621,
0.25009462237358093,
-0.005845943465828896,
-0.2269797921180725,
-0.19956818222999573,
0.0015451544895768166,
0.04062208533287048,
-0.08485768735408783,
-0.1913653314113617,
0.09947936236858368,
0.00953792966902256,
-0.006608631461858749,
-0.027676478028297424,
-0.18136392533779144,
-0.0919291153550148,
0.18870943784713745,
0.04828793928027153,
0.09483540058135986,
-0.1069980338215828,
-0.07127466797828674,
-0.13436122238636017,
-0.22804129123687744,
0.09596570581197739,
-0.03966177999973297,
0.11903611570596695,
-0.03894949331879616,
0.09104906767606735,
0.024232175201177597,
0.0008314746082760394,
0.1304185837507248,
-0.0038186621386557817,
-0.0593360997736454,
-0.07978947460651398,
0.001955228392034769,
0.11130480468273163,
0.0017955561634153128,
0.13536950945854187,
-0.08097655326128006,
-0.003666458884254098,
-0.014682745561003685,
-0.08639505505561829,
-0.0708429291844368,
0.0929582417011261,
-0.0035836626775562763,
-0.09166467189788818,
-0.04189630225300789,
-0.02428627945482731,
-0.06170651316642761,
-0.0016646640142425895,
0.0462581105530262,
-0.007552034221589565,
-0.00804848037660122,
0.1318710446357727,
0.1889321506023407,
-0.13907390832901,
0.03945862129330635,
-0.03020889312028885,
-0.07791959494352341,
0.036544281989336014,
-0.01469133235514164,
0.05759912729263306,
0.05237825959920883,
0.040716178715229034,
0.06158923730254173,
0.05659347027540207,
-0.04462423920631409,
0.02970266528427601,
0.07652461528778076,
-0.06384648382663727,
-0.2031812220811844,
-0.03312937170267105,
-0.06776600331068039,
-0.07030520588159561,
0.11727448552846909,
0.1141761764883995,
0.0010236459784209728,
-0.09554028511047363,
0.009967372752726078,
0.008925946429371834,
-0.06843136250972748,
0.11286092549562454,
0.05709626525640488,
0.035887058824300766,
-0.12627200782299042,
0.06933066248893738,
0.10627008974552155,
-0.04452403634786606,
0.002740345196798444,
0.09570113569498062,
-0.07018076628446579,
-0.07627606391906738,
-0.010912793688476086,
-0.01460321620106697,
-0.0865807831287384,
-0.03144814074039459,
-0.03527374193072319,
-0.10143484175205231,
0.022411353886127472,
0.0875612199306488,
0.07771855592727661,
-0.011777726002037525,
-0.07743354886770248,
0.03487943112850189,
-0.0612410232424736,
0.05469515547156334,
0.10057169944047928,
0.07452791929244995,
-0.07515056431293488,
0.05458322539925575,
-0.0367177315056324,
0.15614980459213257,
-0.05673408508300781,
-0.03901820629835129,
-0.06939981877803802,
-0.002539610955864191,
-0.2683693766593933,
0.007571960799396038,
-0.13002778589725494,
-0.0024924760218709707,
-0.010429219342768192,
-0.05640212818980217,
-0.012088936753571033,
0.04878566786646843,
-0.07057090103626251,
-0.024656515568494797,
-0.017554746940732002,
0.05758550763130188,
-0.11267026513814926,
-0.0140927629545331,
0.07324612885713577,
-0.05344800651073456,
0.12468293309211731,
0.07446244359016418,
-0.07026632875204086,
0.060370348393917084,
-0.06805958598852158,
-0.10782565921545029,
0.03483906388282776,
0.05035107582807541,
0.061399444937705994,
-0.04550722986459732,
0.02861412800848484,
0.05621648579835892,
0.045349981635808945,
0.014748847112059593,
0.14815929532051086,
-0.0747789591550827,
0.009330233559012413,
-0.028622496873140335,
-0.0731767863035202,
-0.03118528425693512,
0.03301113098859787,
0.14665523171424866,
0.10334257781505585,
0.06595930457115173,
-0.06091730296611786,
0.039880409836769104,
-0.022408822551369667,
0.0027613267302513123,
-0.06192793324589729,
-0.11463827639818192,
0.037820786237716675,
-0.05322808027267456,
-0.001788985449820757,
0.032166361808776855,
0.12528961896896362,
-0.03564029186964035,
0.10916166007518768,
-0.030710844323039055,
0.05274830386042595,
0.07945545762777328,
-0.027017420157790184,
0.19877980649471283,
0.032871659845113754,
-0.03429074212908745,
-0.05840481445193291,
0.023100484162569046,
0.05692608654499054,
0.058183733373880386,
0.05690927803516388,
0.05707816407084465,
0.013932337984442711,
0.07433407008647919,
0.09120681136846542,
0.041721511632204056,
-0.10910375416278839,
-0.17351438105106354,
0.10067979991436005,
0.061000823974609375,
-0.10196833312511444,
0.10939319431781769,
0.074586421251297,
-0.08277339488267899,
0.06145545840263367,
0.05305737629532814,
-0.07927276194095612,
-0.10842226445674896,
-0.09633136540651321,
-0.04253819212317467,
-0.07299711555242538,
-0.027657805010676384,
-0.09232824295759201,
0.018709391355514526,
0.007313897833228111,
0.07756202667951584,
-0.02891480177640915,
0.16459068655967712,
-0.11428628861904144,
-0.0626063197851181,
0.06432759761810303,
-0.01662716642022133,
0.04351519048213959,
0.08798479288816452,
0.007101306691765785,
-0.05455939471721649,
0.05932775139808655,
0.02794840931892395,
0.04917347431182861,
0.019261697307229042,
0.020635785534977913,
-0.05517873540520668,
-0.05410420522093773,
-0.062055546790361404,
0.021596776321530342,
0.043452948331832886,
0.18317052721977234,
0.03056502714753151,
-0.04575701430439949,
0.005479228682816029,
0.09557880461215973,
-0.03702874109148979,
-0.21023307740688324,
-0.08616756647825241,
0.198104128241539,
0.010581343434751034,
0.017365572974085808,
0.024496084079146385,
-0.09373773634433746,
-0.10010959208011627,
0.20224785804748535,
0.16164632141590118,
0.06775590777397156,
0.020389242097735405,
0.007609115447849035,
0.016310440376400948,
0.0014509205939248204,
0.11172490566968918,
0.042961325496435165,
0.20819725096225739,
-0.027386240661144257,
-0.019068783149123192,
-0.005661956965923309,
-0.014602919109165668,
-0.24587230384349823,
0.05648624151945114,
-0.0085688391700387,
-0.06623176485300064,
0.014643127098679543,
0.07162659615278244,
-0.05470500513911247,
-0.05681318789720535,
-0.07158536463975906,
-0.034361016005277634,
-0.08142001926898956,
0.009897475130856037,
0.009992684237658978,
-0.0009643929079174995,
0.0774044543504715,
-0.01673465222120285,
0.0663142055273056,
0.1383238136768341,
0.025591522455215454,
-0.10800674557685852,
0.017419641837477684,
0.1778496503829956,
-0.014612926170229912,
0.11763382703065872,
0.02882290445268154,
0.06588099896907806,
0.09470821917057037,
0.012402917258441448,
-0.0980287492275238,
0.03307097405195236,
0.03801196441054344,
-0.029663681983947754,
0.09766720235347748,
0.13116265833377838,
-0.03743957728147507,
-0.06782543659210205,
-0.062034767121076584,
-0.028799958527088165,
0.01102606300264597,
0.1491377204656601,
0.06132488325238228,
-0.11021192371845245,
0.06542330235242844,
-0.1677982658147812,
0.0470438189804554,
0.117408387362957,
-0.015909573063254356,
-0.037104539573192596,
-0.08378096669912338,
0.07201650738716125,
0.0472298189997673,
-0.036649059504270554,
-0.10952240228652954,
-0.15025222301483154,
-0.03760840743780136,
-0.08730504661798477,
0.05012192204594612,
-0.174579918384552,
-0.012951136566698551,
-0.0011291780974715948,
0.03841004893183708,
-0.11181654036045074,
0.03315361589193344,
0.09847669303417206,
-0.000824162270873785,
0.02713054232299328,
-0.09801951795816422,
-0.0529104582965374,
0.01583942584693432,
-0.16096363961696625,
-0.03738749027252197
] |
null | null | transformers |
# distilbert-base-en-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "en", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"en",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"en"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #en #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #en #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #en #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.05673335865139961,
0.04613545536994934,
-0.004894590936601162,
0.1016121655702591,
0.08447159826755524,
-0.042464159429073334,
0.143557608127594,
0.06870272755622864,
-0.006961523089557886,
0.014215645380318165,
0.06080019846558571,
0.03636511042714119,
0.020924733951687813,
0.09781846404075623,
-0.055608272552490234,
-0.23165932297706604,
0.014768804423511028,
0.044818270951509476,
-0.005423462949693203,
0.08141493052244186,
0.126115620136261,
-0.09068069607019424,
0.06138703599572182,
0.030939912423491478,
-0.03174323961138725,
0.060479968786239624,
-0.019641172140836716,
-0.10957374423742294,
0.09966456890106201,
0.04641355946660042,
0.11570332199335098,
0.038801513612270355,
0.07639289647340775,
-0.033841151744127274,
0.02169591747224331,
0.016277406364679337,
0.02219189517199993,
0.018626108765602112,
0.012682677246630192,
-0.06742381304502487,
0.028903232887387276,
-0.11389639228582382,
0.007568513974547386,
0.050862010568380356,
-0.025751803070306778,
-0.1362377554178238,
-0.0623607337474823,
0.039157986640930176,
0.09394282847642899,
0.029796704649925232,
0.012217818759381771,
0.16841940581798553,
-0.04976385459303856,
0.07138028740882874,
0.20329920947551727,
-0.2311282902956009,
-0.05179257690906525,
0.06503968685865402,
0.04530760645866394,
0.01204599067568779,
-0.029407324269413948,
0.0430983230471611,
0.05548865348100662,
0.08122498542070389,
-0.0006468852516263723,
-0.08898820728063583,
-0.025690564885735512,
-0.08097996562719345,
-0.09399790316820145,
-0.05246090888977051,
0.1572767049074173,
-0.06099248304963112,
-0.12253040075302124,
-0.08649209886789322,
-0.06331546604633331,
0.1646377444267273,
-0.05147094279527664,
-0.009401232935488224,
-0.00967565830796957,
-0.022525126114487648,
-0.05090415105223656,
-0.10749810189008713,
-0.13959094882011414,
-0.06212605908513069,
-0.09368663281202316,
0.20261089503765106,
0.0634448453783989,
0.036858055740594864,
-0.05507911369204521,
0.024512261152267456,
-0.04064720496535301,
-0.10496475547552109,
-0.0177752785384655,
-0.08888807147741318,
0.0887555405497551,
0.025703098624944687,
-0.07178018242120743,
-0.0874747559428215,
0.12619484961032867,
0.13898295164108276,
-0.06713966280221939,
-0.002956052776426077,
-0.04530545324087143,
-0.02112729661166668,
0.06228622794151306,
0.1011023223400116,
-0.03937620297074318,
0.028170030564069748,
0.09918873757123947,
-0.02629082463681698,
0.045560237020254135,
-0.00001812536174838897,
-0.11297816038131714,
-0.07566402852535248,
0.054599910974502563,
0.14227016270160675,
0.014013037085533142,
0.04158712923526764,
-0.00040243269177153707,
-0.016134141013026237,
0.14076656103134155,
-0.14436112344264984,
0.036010898649692535,
-0.004600195679813623,
0.05271902307868004,
0.1259881854057312,
0.017252637073397636,
-0.029506737366318703,
-0.12846995890140533,
-0.046739645302295685,
-0.002427503699436784,
-0.030113093554973602,
-0.022091731429100037,
-0.10502675175666809,
0.03329293057322502,
-0.07641474902629852,
-0.005028781481087208,
-0.17905119061470032,
-0.12592501938343048,
0.06305782496929169,
0.032285187393426895,
-0.011688216589391232,
0.006390874274075031,
0.030482890084385872,
0.016019927337765694,
-0.014593550004065037,
-0.02866426482796669,
-0.07717705518007278,
-0.02467009425163269,
0.03832473233342171,
0.04683516547083855,
0.07252603024244308,
-0.09632380306720734,
0.01460119616240263,
-0.08480625599622726,
0.016453664749860764,
-0.18679942190647125,
0.052470508962869644,
-0.0688726007938385,
-0.006315215956419706,
-0.09911811351776123,
-0.12468414008617401,
0.06400280445814133,
-0.014591551385819912,
0.04495733231306076,
0.11479604244232178,
-0.11590012907981873,
-0.04361668974161148,
0.1425711214542389,
-0.11841720342636108,
-0.0396604910492897,
0.21035124361515045,
0.008635968901216984,
-0.04313090071082115,
0.10931099951267242,
0.025543294847011566,
0.09196700900793076,
-0.0989992693066597,
-0.002965350868180394,
0.04706674814224243,
-0.003726141294464469,
0.006544631440192461,
0.06602534651756287,
-0.020874477922916412,
-0.04232630133628845,
0.015503440983593464,
-0.02944088540971279,
0.009638934396207333,
-0.025581397116184235,
-0.03696233034133911,
-0.03932385519146919,
-0.08032514899969101,
0.11905190348625183,
0.026677735149860382,
0.022278323769569397,
-0.08752793073654175,
-0.05220361799001694,
0.0541185587644577,
0.0555126927793026,
-0.07025232166051865,
0.03393913805484772,
-0.10932522267103195,
0.08317793905735016,
-0.07467314600944519,
0.01721562072634697,
-0.13276365399360657,
-0.052948590368032455,
0.049181316047906876,
-0.0270828977227211,
0.03807060047984123,
-0.03060404397547245,
0.07814124971628189,
0.07424958050251007,
-0.0546831451356411,
0.04675322026014328,
0.045857444405555725,
-0.012122385203838348,
-0.004946689121425152,
-0.026171527802944183,
-0.05370217561721802,
-0.04707388952374458,
0.043421175330877304,
-0.016807638108730316,
0.01430086325854063,
-0.027609268203377724,
0.09352884441614151,
-0.05938627943396568,
0.04176979511976242,
0.04741336405277252,
0.03987990692257881,
-0.050224680453538895,
-0.034891966730356216,
0.04921315610408783,
-0.02951616607606411,
-0.046230461448431015,
0.05751756206154823,
-0.005961730144917965,
0.013473760336637497,
0.12213888019323349,
0.014043107628822327,
0.027005182579159737,
-0.011638239957392216,
-0.019245432689785957,
0.017510047182440758,
-0.049697600305080414,
-0.0481230728328228,
0.13872618973255157,
0.007468964904546738,
0.08829577267169952,
-0.1040513664484024,
0.0011892755283042789,
0.0178474560379982,
-0.09233932942152023,
-0.06810473650693893,
0.0611848346889019,
0.005335042718797922,
-0.10545893758535385,
0.08091618120670319,
0.12740962207317352,
-0.04623934254050255,
0.08495188504457474,
-0.03431321308016777,
-0.05395227670669556,
0.050837308168411255,
0.01983511634171009,
0.04137587174773216,
-0.0009120922186411917,
-0.0565628744661808,
-0.028843292966485023,
0.08454643189907074,
-0.0544116348028183,
-0.017778979614377022,
-0.1058192327618599,
0.04636489227414131,
0.021530620753765106,
-0.055405762046575546,
-0.06578433513641357,
0.01786716654896736,
0.015700871124863625,
0.04750070348381996,
-0.0009736811043694615,
-0.024669289588928223,
0.03688390552997589,
0.0188289862126112,
-0.02510972134768963,
0.15668222308158875,
-0.11112599819898605,
-0.30064472556114197,
-0.21244283020496368,
-0.13237541913986206,
-0.1546642780303955,
0.07254033535718918,
0.08513479679822922,
-0.09240943193435669,
-0.09555921703577042,
-0.021829873323440552,
0.07259531319141388,
0.00819120928645134,
-0.0005451823817566037,
0.038465701043605804,
0.004247184377163649,
-0.0009609672124497592,
-0.16591614484786987,
-0.02134762518107891,
0.03989875316619873,
-0.12949150800704956,
0.09503309428691864,
-0.04001849889755249,
0.06392162293195724,
0.0476677305996418,
-0.047097980976104736,
-0.000601427280344069,
-0.01315651647746563,
0.11624116450548172,
0.0037369555793702602,
0.046578675508499146,
0.2538783550262451,
-0.01977027766406536,
0.07004521042108536,
0.0800216943025589,
0.05630982294678688,
-0.022407839074730873,
0.047026585787534714,
-0.002264732262119651,
-0.06046351045370102,
-0.1822148710489273,
-0.06885050237178802,
-0.04289180412888527,
0.07313954830169678,
0.06397699564695358,
0.05666394159197807,
-0.006475552450865507,
0.09906090795993805,
-0.0700317770242691,
0.05528479069471359,
0.027110420167446136,
0.07614564150571823,
0.14647263288497925,
0.01245255395770073,
0.09514186531305313,
-0.04714804142713547,
-0.10707443952560425,
0.09514480084180832,
0.010805499739944935,
0.09071477502584457,
-0.021750476211309433,
0.10351595282554626,
0.058324627578258514,
0.05939502269029617,
0.0929168090224266,
0.23499265313148499,
-0.04521498456597328,
0.022895656526088715,
-0.0018922884482890368,
-0.07687986642122269,
-0.04805998504161835,
-0.029945818707346916,
0.03031580150127411,
-0.011729688383638859,
-0.027074292302131653,
-0.027948705479502678,
0.026920214295387268,
0.22075818479061127,
0.06508772075176239,
-0.20183371007442474,
-0.08835136890411377,
0.04041500389575958,
-0.0729842483997345,
-0.09203754365444183,
0.023444082587957382,
0.038506943732500076,
-0.11885634064674377,
0.08516407757997513,
-0.00012538772716652602,
0.0985957458615303,
-0.016824251040816307,
0.01995801366865635,
-0.1472357213497162,
0.07554203271865845,
0.01686153933405876,
0.10867837816476822,
-0.1932631880044937,
0.11850499361753464,
0.021033113822340965,
0.05571503937244415,
-0.11746732890605927,
0.06849712878465652,
0.05605713650584221,
0.04692937433719635,
0.09984347969293594,
-0.017103733494877815,
0.1568192094564438,
-0.11702218651771545,
-0.10953635722398758,
0.05806029587984085,
0.05979736149311066,
0.0058934446424245834,
0.09055370837450027,
-0.00613916153088212,
-0.04097088426351547,
-0.014739514328539371,
0.006809051614254713,
-0.19189690053462982,
-0.14813227951526642,
0.04377064108848572,
0.04027065634727478,
-0.04739947244524956,
-0.05631386116147041,
-0.09091529250144958,
-0.04569800943136215,
0.1376350373029709,
0.07906578481197357,
-0.15551286935806274,
-0.07632776349782944,
-0.10514761507511139,
0.16351473331451416,
-0.09310747683048248,
0.11943762749433517,
-0.05555097386240959,
0.14256387948989868,
-0.07757440209388733,
-0.09157063812017441,
-0.028527546674013138,
-0.12036077678203583,
-0.10411841422319412,
0.05237225070595741,
0.16214601695537567,
0.0034184588585048914,
0.025264710187911987,
0.07409469783306122,
-0.0027744134422391653,
-0.017992036417126656,
-0.08483095467090607,
-0.04795615002512932,
0.03782337158918381,
0.1395532488822937,
0.09500150382518768,
-0.07814697176218033,
-0.1826982945203781,
-0.02682046964764595,
0.019628172740340233,
0.173545241355896,
0.21646206080913544,
-0.0034283807035535574,
0.04668504372239113,
0.2910226583480835,
0.01345621794462204,
-0.2592180073261261,
-0.20409099757671356,
-0.021651379764080048,
0.01909966580569744,
-0.05506988614797592,
-0.13228252530097961,
0.11887972056865692,
0.020588992163538933,
-0.02607107348740101,
-0.031733494251966476,
-0.16411571204662323,
-0.09300555288791656,
0.2152155339717865,
0.07414678484201431,
0.10101804882287979,
-0.11232051998376846,
-0.046772412955760956,
-0.11718400567770004,
-0.18361973762512207,
0.09490394592285156,
-0.07820715010166168,
0.09245512634515762,
-0.02592344582080841,
0.06693322956562042,
0.024994930252432823,
-0.022856920957565308,
0.11974907666444778,
-0.041153352707624435,
-0.03078952059149742,
-0.07646121084690094,
0.014391089789569378,
0.08907255530357361,
-0.012233025394380093,
0.15923714637756348,
-0.07409201562404633,
0.015831297263503075,
0.045436471700668335,
-0.08037512749433517,
-0.05381926894187927,
0.11449721455574036,
-0.005842969752848148,
-0.09219556301832199,
-0.032729681581258774,
-0.019197646528482437,
-0.05241924524307251,
-0.00699923699721694,
0.06109880283474922,
0.012761703692376614,
0.02768465131521225,
0.15672138333320618,
0.18502485752105713,
-0.1390524059534073,
0.06775516271591187,
-0.025845196098089218,
-0.09333257377147675,
0.04825102537870407,
0.009546427987515926,
0.06766615808010101,
0.05123025178909302,
0.028127320110797882,
0.056929901242256165,
0.04967881366610527,
-0.041638702154159546,
0.016931768506765366,
0.0781790241599083,
-0.09620218724012375,
-0.20267771184444427,
-0.019581904634833336,
-0.03212600573897362,
-0.08561772108078003,
0.12636329233646393,
0.10949079692363739,
-0.03181671351194382,
-0.08756512403488159,
-0.003926452714949846,
0.02579377591609955,
-0.03059767372906208,
0.10980433970689774,
0.05533439293503761,
0.035258948802948,
-0.11553777754306793,
0.0873258039355278,
0.09822148084640503,
-0.07183060050010681,
0.005305371712893248,
0.07493464648723602,
-0.09313128143548965,
-0.0897393524646759,
0.015052826143801212,
-0.018548527732491493,
-0.057212356477975845,
-0.06868010759353638,
-0.054634854197502136,
-0.10513757169246674,
0.003179761813953519,
0.0952492356300354,
0.08413471281528473,
-0.014056196436285973,
-0.04510580375790596,
0.03284052759408951,
-0.07598966360092163,
0.07750653475522995,
0.1069590300321579,
0.0704701840877533,
-0.10200036317110062,
0.06345804035663605,
-0.031633373349905014,
0.11922001093626022,
-0.05351059138774872,
-0.023540550842881203,
-0.06099279597401619,
-0.008002872578799725,
-0.24471180140972137,
0.033735036849975586,
-0.13161268830299377,
-0.003340834518894553,
-0.004006010014563799,
-0.054787423461675644,
-0.005924868863075972,
0.05951021984219551,
-0.058428604155778885,
-0.016282284632325172,
-0.01794816181063652,
0.05838322266936302,
-0.1383134424686432,
-0.02301504835486412,
0.07130157202482224,
-0.054051198065280914,
0.10665712505578995,
0.0681733563542366,
-0.07977911084890366,
0.06706438958644867,
-0.10495582222938538,
-0.10235859453678131,
0.05223021283745766,
0.062136210501194,
0.04805158078670502,
-0.057271767407655716,
0.020390646532177925,
0.07891703397035599,
0.022891195490956306,
0.007065149489790201,
0.14029957354068756,
-0.07418443262577057,
0.02087133564054966,
-0.0024880755227059126,
-0.0652749314904213,
-0.02290996164083481,
-0.0005401495727710426,
0.14392788708209991,
0.06679681688547134,
0.115618996322155,
-0.08505146205425262,
0.04111051931977272,
-0.044520363211631775,
0.015263832174241543,
-0.06345700472593307,
-0.1313672512769699,
-0.01910070888698101,
-0.030574852600693703,
0.0064469571225345135,
0.024760207161307335,
0.09646465629339218,
-0.027957620099186897,
0.11206255108118057,
-0.020930767059326172,
0.0468885600566864,
0.09422750025987625,
-0.013403926976025105,
0.1914050281047821,
0.03252792730927467,
-0.048276763409376144,
-0.07734312117099762,
-0.00021552636462729424,
0.06516694277524948,
-0.005197896622121334,
0.0718899592757225,
0.08474837243556976,
0.008298729546368122,
0.0676586702466011,
0.07127630710601807,
0.04665633663535118,
-0.10234566032886505,
-0.2137335240840912,
0.07160315662622452,
0.03697860240936279,
-0.07413149625062943,
0.08118592202663422,
0.11870937049388885,
-0.06529543548822403,
0.03830317407846451,
0.01658964902162552,
-0.06077645719051361,
-0.1242302656173706,
-0.10623800754547119,
-0.06932090222835541,
-0.05427888408303261,
-0.03503250703215599,
-0.08702605217695236,
-0.008004087954759598,
0.011898435652256012,
0.06282559782266617,
-0.03237256780266762,
0.19691802561283112,
-0.11464478820562363,
-0.04491444677114487,
0.046846654266119,
-0.011034735478460789,
0.0343267023563385,
0.11177056282758713,
-0.026384565979242325,
-0.04179530218243599,
0.05748330429196358,
0.040017418563365936,
0.042208507657051086,
0.021304480731487274,
0.0431477390229702,
-0.05180356279015541,
-0.06615336984395981,
-0.05382644757628441,
0.01776162162423134,
0.025672854855656624,
0.16122272610664368,
0.043016064912080765,
-0.023924248293042183,
0.022206924855709076,
0.10392621159553528,
-0.039414942264556885,
-0.22664806246757507,
-0.08849495649337769,
0.23638981580734253,
0.013253112323582172,
0.019995298236608505,
0.037143200635910034,
-0.09942685067653656,
-0.07018382847309113,
0.19932611286640167,
0.16140854358673096,
0.0753183513879776,
0.030762411653995514,
-0.03443141281604767,
0.013111681677401066,
-0.031861983239650726,
0.11207836866378784,
0.07392536103725433,
0.20365792512893677,
-0.03910161182284355,
0.0040611326694488525,
-0.016326189041137695,
0.0011662603355944157,
-0.2731790542602539,
0.03202860802412033,
-0.017094988375902176,
-0.04391605406999588,
0.005424832925200462,
0.08283373713493347,
-0.03223571553826332,
-0.06628113985061646,
-0.09594205021858215,
-0.022508924826979637,
-0.07756906002759933,
0.019883915781974792,
0.03784200921654701,
-0.0003996453306172043,
0.06647641956806183,
-0.024505430832505226,
0.07713937014341354,
0.10972815006971359,
0.025629136711359024,
-0.07031278312206268,
0.0324687734246254,
0.15343725681304932,
0.0040375893004238605,
0.16407379508018494,
0.04619583860039711,
0.06783565878868103,
0.09331489354372025,
-0.010980281047523022,
-0.11212384700775146,
0.06911331415176392,
0.0453282855451107,
-0.03447532653808594,
0.09767355024814606,
0.0993608832359314,
-0.03801446408033371,
-0.06586010754108429,
-0.04681816324591637,
-0.05747544392943382,
0.005063281860202551,
0.14040307700634003,
0.04048953205347061,
-0.09724710136651993,
0.08822990208864212,
-0.15304450690746307,
0.05206434056162834,
0.09411974996328354,
-0.021163469180464745,
-0.024181827902793884,
-0.07486674189567566,
0.09194951504468918,
0.052881985902786255,
-0.07986228913068771,
-0.07608414441347122,
-0.16456027328968048,
-0.02522386610507965,
-0.08661562949419022,
0.05495176464319229,
-0.18492698669433594,
-0.004144646227359772,
-0.01687781512737274,
0.030047401785850525,
-0.13620713353157043,
0.003882499411702156,
0.0972265973687172,
0.0008885051356628537,
0.02890971675515175,
-0.06636983156204224,
-0.059587687253952026,
0.0324731208384037,
-0.1311042159795761,
-0.04303886368870735
] |
null | null | transformers |
# distilbert-base-en-da-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-da-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-da-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-da-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-da-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03688204661011696,
0.016231898218393326,
-0.005093896295875311,
0.10164389759302139,
0.09827370941638947,
-0.01766793802380562,
0.14408695697784424,
0.08036929368972778,
-0.007005307823419571,
-0.0019469191320240498,
0.04755137488245964,
0.031198378652334213,
0.027310192584991455,
0.059779755771160126,
-0.028712715953588486,
-0.27487823367118835,
-0.013803443871438503,
0.05597880110144615,
-0.03762706741690636,
0.06892339885234833,
0.1257179081439972,
-0.06720168143510818,
0.06428778171539307,
0.038901496678590775,
-0.06885876506567001,
0.07297367602586746,
-0.04061447083950043,
-0.09768091142177582,
0.08859500288963318,
0.06905503571033478,
0.10539545863866806,
0.025403110310435295,
0.06638888269662857,
-0.03168337792158127,
0.008726228959858418,
-0.0012877567205578089,
0.024289077147841454,
0.007822131738066673,
-0.005670678336173296,
-0.06185201182961464,
0.0626249685883522,
-0.11521883308887482,
0.007597971707582474,
0.06144675239920616,
-0.02813791111111641,
-0.117118239402771,
-0.061694614589214325,
0.030571123585104942,
0.0827467143535614,
0.021231316030025482,
0.02026970125734806,
0.11720247566699982,
-0.04270709678530693,
0.06285759061574936,
0.19307632744312286,
-0.22076186537742615,
-0.05887864530086517,
0.07178021222352982,
0.06703377515077591,
0.0027621223125606775,
-0.016788965091109276,
0.05475706607103348,
0.04655976593494415,
0.09278491884469986,
-0.04423950985074043,
-0.10794661194086075,
0.008219202980399132,
-0.066085085272789,
-0.08528968691825867,
-0.03711376339197159,
0.16668124496936798,
-0.0685851201415062,
-0.11571206152439117,
-0.069085493683815,
-0.03834890201687813,
0.15932588279247284,
-0.06388680636882782,
0.002652409952133894,
-0.0070677148178219795,
-0.02202616073191166,
-0.05837603285908699,
-0.1355186104774475,
-0.11759871244430542,
-0.06492222845554352,
-0.1046421229839325,
0.20382638275623322,
0.06425037235021591,
0.0306196678429842,
-0.060168564319610596,
0.01742338016629219,
-0.04320058971643448,
-0.09211884438991547,
-0.0203366931527853,
-0.08813445270061493,
0.06542795896530151,
0.041135650128126144,
-0.08718083053827286,
-0.09965448826551437,
0.11622557789087296,
0.129442498087883,
-0.017178338021039963,
0.017662174999713898,
-0.057906292378902435,
-0.01822655461728573,
0.07678872346878052,
0.11092688888311386,
-0.046566590666770935,
0.0065260035917162895,
0.060002654790878296,
-0.07316463440656662,
0.020412035286426544,
-0.009641875512897968,
-0.12962178885936737,
-0.08448688685894012,
0.0006913572433404624,
0.11878938972949982,
0.02628437615931034,
0.04252775013446808,
0.0037565170787274837,
-0.041327815502882004,
0.10949750244617462,
-0.1398496776819229,
0.048378054052591324,
-0.016573239117860794,
0.046375472098588943,
0.17747493088245392,
0.01046378817409277,
-0.034849248826503754,
-0.137985959649086,
-0.056024327874183655,
0.0017076411750167608,
-0.012912573292851448,
-0.0339207798242569,
-0.11206626892089844,
0.02835187502205372,
-0.08258963376283646,
-0.011446045711636543,
-0.15335728228092194,
-0.10665756464004517,
0.054575446993112564,
0.047382231801748276,
-0.0404326394200325,
-0.003667481243610382,
0.027235398069024086,
0.03176330775022507,
0.010450772941112518,
-0.01995738036930561,
-0.05071181431412697,
-0.01226694043725729,
0.02160598151385784,
0.05044672638177872,
0.08374161273241043,
-0.11705529689788818,
0.029089270159602165,
-0.034213997423648834,
0.017368260771036148,
-0.1880382001399994,
0.09295041859149933,
-0.07773011922836304,
-0.010791521519422531,
-0.1126820519566536,
-0.12193688750267029,
0.06741610169410706,
-0.006287252530455589,
0.04535238444805145,
0.09618739783763885,
-0.11884041130542755,
-0.059129755944013596,
0.12828367948532104,
-0.07856601476669312,
-0.013801376335322857,
0.19980062544345856,
0.011295896023511887,
-0.04213082417845726,
0.09551646560430527,
0.01191303413361311,
0.11450829356908798,
-0.08930375427007675,
0.018541662022471428,
0.05952715873718262,
0.013058380223810673,
0.010700644925236702,
0.06968992948532104,
-0.02633972465991974,
-0.04038019850850105,
0.011887582950294018,
-0.024135105311870575,
0.022803064435720444,
-0.027421222999691963,
-0.027546172961592674,
-0.0307767353951931,
-0.06546761840581894,
0.12273340672254562,
0.02549283765256405,
0.044073887169361115,
-0.07039003819227219,
-0.05297895520925522,
0.09519602358341217,
0.05050436779856682,
-0.06845536082983017,
0.05857056379318237,
-0.11579684913158417,
0.05079179257154465,
-0.06959998607635498,
0.025090845301747322,
-0.14642827212810516,
-0.030873481184244156,
0.044154029339551926,
-0.007085426244884729,
0.06529902666807175,
-0.0002397382922936231,
0.06711586564779282,
0.046232156455516815,
-0.05539443716406822,
0.09524818509817123,
0.031225627288222313,
-0.024390801787376404,
-0.002770646009594202,
-0.02628028579056263,
-0.06875315308570862,
-0.044139694422483444,
0.03181157633662224,
0.022092867642641068,
0.008749947883188725,
-0.025406353175640106,
0.08527007699012756,
-0.07731874287128448,
0.04594564810395241,
0.03805459663271904,
0.0636700764298439,
-0.05359913781285286,
-0.026356901973485947,
0.05784586817026138,
-0.02894531562924385,
-0.05767984315752983,
0.05767245590686798,
0.03921031579375267,
-0.04461093246936798,
0.11554192006587982,
-0.017509814351797104,
0.03448118641972542,
-0.006421069148927927,
-0.006503632292151451,
0.0069476040080189705,
-0.03302426263689995,
-0.059132251888513565,
0.18111221492290497,
0.013775150291621685,
0.08654037117958069,
-0.07806450128555298,
0.010887275449931622,
0.01290262583643198,
-0.07725580036640167,
-0.06488728523254395,
0.05976962670683861,
0.03278956189751625,
-0.08856381475925446,
0.06470085680484772,
0.09161567687988281,
-0.04220554232597351,
0.10684549063444138,
-0.027997395023703575,
-0.053118396550416946,
0.037546902894973755,
0.006375279277563095,
0.039840467274188995,
-0.02277139015495777,
-0.11712412536144257,
-0.053895510733127594,
0.08358767628669739,
-0.04687301069498062,
-0.010934559628367424,
-0.08594207465648651,
0.049106720834970474,
0.026536433026194572,
-0.05567457899451256,
-0.07743509858846664,
0.01489779632538557,
0.01332434918731451,
0.029241837561130524,
0.02470899187028408,
-0.01055479422211647,
0.04093011096119881,
0.014264006167650223,
-0.0112611697986722,
0.14328375458717346,
-0.1282762587070465,
-0.29087093472480774,
-0.22625239193439484,
-0.1997603178024292,
-0.1696345955133438,
0.0697110965847969,
0.07763591408729553,
-0.09724320471286774,
-0.07503385096788406,
0.01640881597995758,
0.12386622279882431,
-0.04515569284558296,
-0.0036655492149293423,
0.05959055572748184,
-0.007350054103881121,
-0.019563375040888786,
-0.16536307334899902,
-0.020312827080488205,
0.05123888701200485,
-0.12478018552064896,
0.08438088744878769,
-0.062312252819538116,
0.059985797852277756,
0.050817977637052536,
-0.033793020993471146,
0.01484856940805912,
-0.006863928399980068,
0.10676992684602737,
-0.0010569751029834151,
0.03445893153548241,
0.23256412148475647,
-0.002648509107530117,
0.0657385066151619,
0.06652585417032242,
0.07542487233877182,
-0.02045096829533577,
0.03434399515390396,
0.014487233944237232,
-0.07079356163740158,
-0.18334700167179108,
-0.06920365989208221,
-0.07219505310058594,
0.0675845816731453,
0.06472215056419373,
0.05332187935709953,
-0.014642070978879929,
0.09054280072450638,
-0.04587745666503906,
0.10586562752723694,
0.00849117897450924,
0.06995920836925507,
0.18531496822834015,
0.004563169553875923,
0.09413065016269684,
-0.0533439964056015,
-0.10281213372945786,
0.09451207518577576,
0.031522590667009354,
0.11110150068998337,
0.008329549804329872,
0.12704318761825562,
0.0625326856970787,
0.026406921446323395,
0.08984880894422531,
0.21778839826583862,
-0.04313842952251434,
0.030194394290447235,
-0.004946401342749596,
-0.062270794063806534,
-0.02639945037662983,
-0.030959192663431168,
0.08223386853933334,
-0.04643853381276131,
-0.014476791955530643,
-0.05264722928404808,
0.004125553648918867,
0.24182890355587006,
0.05930387228727341,
-0.15953558683395386,
-0.07271617650985718,
0.04139268398284912,
-0.08215750753879547,
-0.10139458626508713,
0.01479632779955864,
0.016380343586206436,
-0.12602978944778442,
0.10881639271974564,
0.0024171576369553804,
0.11123670637607574,
-0.031416717916727066,
0.01769944280385971,
-0.1098732277750969,
0.059706248342990875,
0.029659749940037727,
0.10884548723697662,
-0.21811625361442566,
0.10975183546543121,
0.017857324331998825,
0.03542608395218849,
-0.12067462503910065,
0.08219018578529358,
0.042198192328214645,
0.043129391968250275,
0.07753507792949677,
-0.00969110056757927,
0.18498963117599487,
-0.0990183874964714,
-0.08196001499891281,
0.04826805740594864,
0.07307907938957214,
-0.0021778219379484653,
0.08217830955982208,
0.005873039364814758,
-0.034522101283073425,
-0.026991350576281548,
0.03560243174433708,
-0.17969149351119995,
-0.17820294201374054,
0.0701763704419136,
0.01833026483654976,
-0.07369689643383026,
-0.022653350606560707,
-0.08597495406866074,
-0.03096177987754345,
0.15738160908222198,
0.0712985098361969,
-0.1542566418647766,
-0.08668580651283264,
-0.09067769348621368,
0.17457343637943268,
-0.08832968026399612,
0.10862034559249878,
-0.04714745283126831,
0.12133117020130157,
-0.07149181514978409,
-0.10577189177274704,
-0.02445358783006668,
-0.10445693880319595,
-0.06326019018888474,
0.053232111036777496,
0.14699217677116394,
0.011987404897809029,
0.037356022745370865,
0.0565485842525959,
-0.011685681529343128,
-0.020253852009773254,
-0.08939261734485626,
-0.05219513177871704,
0.03778747096657753,
0.11831176280975342,
0.09269602596759796,
-0.07423366606235504,
-0.1157640814781189,
-0.019722972065210342,
0.016993695870041847,
0.1798524260520935,
0.17687933146953583,
-0.0053308280184865,
0.05868883058428764,
0.24819162487983704,
-0.009631321765482426,
-0.24343176186084747,
-0.20346000790596008,
0.005550529807806015,
0.03953561186790466,
-0.08581633865833282,
-0.19425050914287567,
0.10679060220718384,
0.011799018830060959,
-0.007207099813967943,
-0.04105669632554054,
-0.18707244098186493,
-0.0865708440542221,
0.18614453077316284,
0.04065200686454773,
0.09547677636146545,
-0.1147613450884819,
-0.06035914644598961,
-0.1301601380109787,
-0.22620569169521332,
0.09543105214834213,
-0.045080218464136124,
0.1124923899769783,
-0.032182104885578156,
0.09519705176353455,
0.021541018038988113,
-0.0020796589087694883,
0.1326816976070404,
-0.002305832924321294,
-0.06185367703437805,
-0.07739095389842987,
0.006993377581238747,
0.08962544053792953,
-0.0006811348139308393,
0.13862930238246918,
-0.0672689750790596,
-0.0121677927672863,
-0.006090216338634491,
-0.0828983411192894,
-0.06043563410639763,
0.09584004431962967,
-0.0036261326167732477,
-0.0812573954463005,
-0.03635704517364502,
-0.024105578660964966,
-0.054913025349378586,
-0.007952459156513214,
0.06397023051977158,
0.0034220777451992035,
0.0027026133611798286,
0.13166409730911255,
0.18620020151138306,
-0.13193470239639282,
0.03707711026072502,
-0.0320887453854084,
-0.0823291689157486,
0.04205470532178879,
-0.009558483026921749,
0.05611669272184372,
0.05604379624128342,
0.03398196026682854,
0.05752819404006004,
0.05470980703830719,
-0.03691349923610687,
0.029919927939772606,
0.07354409247636795,
-0.049233753234148026,
-0.21127107739448547,
-0.02784399688243866,
-0.060418348759412766,
-0.07188799232244492,
0.11895748972892761,
0.116764135658741,
-0.012014616280794144,
-0.0901729166507721,
0.008407799527049065,
0.012541692703962326,
-0.05848289281129837,
0.1132226288318634,
0.04752137511968613,
0.0326048843562603,
-0.1247033178806305,
0.07816833257675171,
0.10656153410673141,
-0.06325161457061768,
0.005832173395901918,
0.09516480565071106,
-0.06737013906240463,
-0.08452631533145905,
-0.009601457044482231,
-0.022320089861750603,
-0.09155741333961487,
-0.0448162779211998,
-0.03784734383225441,
-0.11078755557537079,
0.022099722176790237,
0.06767632067203522,
0.07387317717075348,
-0.018659405410289764,
-0.07857565581798553,
0.0318603515625,
-0.0623709000647068,
0.04012579098343849,
0.09845046699047089,
0.0722198486328125,
-0.07827311009168625,
0.06325618177652359,
-0.038273654878139496,
0.1502811759710312,
-0.05299171060323715,
-0.03766729682683945,
-0.06259331107139587,
-0.005347385071218014,
-0.25693824887275696,
0.011189491488039494,
-0.1354459524154663,
-0.007191616576164961,
-0.0023132048081606627,
-0.06358465552330017,
-0.018464209511876106,
0.05054544284939766,
-0.06931491196155548,
-0.028968926519155502,
-0.027345281094312668,
0.06718852370977402,
-0.10540913045406342,
-0.011354903690516949,
0.07614542543888092,
-0.05224226787686348,
0.1014494076371193,
0.07521719485521317,
-0.0786767303943634,
0.05326051637530327,
-0.061226848512887955,
-0.1016300618648529,
0.035921499133110046,
0.05972125381231308,
0.06195598468184471,
-0.049933601170778275,
0.019188767299056053,
0.06071047484874725,
0.04572785645723343,
0.010158121585845947,
0.13498763740062714,
-0.07129888981580734,
0.016967326402664185,
-0.02877841331064701,
-0.07601223140954971,
-0.022357864305377007,
0.026215409860014915,
0.15813922882080078,
0.10130791366100311,
0.07978102564811707,
-0.06495174020528793,
0.05125899612903595,
-0.02180291898548603,
0.009678412228822708,
-0.06030818074941635,
-0.10829729586839676,
0.03873473405838013,
-0.06407580524682999,
0.007516331970691681,
0.03367350623011589,
0.10932081937789917,
-0.03757699206471443,
0.1204594224691391,
-0.02631574496626854,
0.05439126491546631,
0.06948806345462799,
-0.020052557811141014,
0.18048498034477234,
0.04230887442827225,
-0.038682978600263596,
-0.05997500941157341,
0.015456280671060085,
0.06072399392724037,
0.06489329040050507,
0.059860724955797195,
0.06585896760225296,
0.01864030584692955,
0.0782884806394577,
0.08070824295282364,
0.04398462176322937,
-0.11191627383232117,
-0.18165157735347748,
0.08702485263347626,
0.059912603348493576,
-0.09739546477794647,
0.09318507462739944,
0.07355185598134995,
-0.07859142869710922,
0.06011069938540459,
0.035908401012420654,
-0.07539492100477219,
-0.11161867529153824,
-0.09447226673364639,
-0.050676412880420685,
-0.07373921573162079,
-0.03394059091806412,
-0.08909887820482254,
0.021113144233822823,
0.021122997626662254,
0.07609640061855316,
-0.01852915994822979,
0.16656480729579926,
-0.12909391522407532,
-0.06322307884693146,
0.06224843114614487,
-0.01995186321437359,
0.048674724996089935,
0.08900473266839981,
-0.0102238142862916,
-0.059884995222091675,
0.06558138877153397,
0.03524370864033699,
0.049864690750837326,
0.01962890289723873,
0.035059571266174316,
-0.05756496638059616,
-0.059582557529211044,
-0.05782896280288696,
0.01498702634125948,
0.044926442205905914,
0.17709773778915405,
0.0365721620619297,
-0.04026384279131889,
0.007499919272959232,
0.08748657256364822,
-0.044894028455019,
-0.20959337055683136,
-0.10123712569475174,
0.19706124067306519,
0.01767907850444317,
0.015075989067554474,
0.02370610274374485,
-0.08881627768278122,
-0.10411877930164337,
0.2096773386001587,
0.16422170400619507,
0.06999628245830536,
0.015810251235961914,
0.003735709236934781,
0.01463809423148632,
-0.0001214762160088867,
0.11454588174819946,
0.05265018716454506,
0.19384169578552246,
-0.0341876819729805,
-0.0200052447617054,
-0.014154118485748768,
-0.01418218482285738,
-0.26433032751083374,
0.049071747809648514,
-0.009669690392911434,
-0.06206829845905304,
0.02370271272957325,
0.0910983756184578,
-0.05032428354024887,
-0.06542319804430008,
-0.06525478512048721,
-0.027364887297153473,
-0.0843181386590004,
0.013242225162684917,
0.015807535499334335,
0.008111382834613323,
0.08372244238853455,
-0.016309674829244614,
0.06985657662153244,
0.13896608352661133,
0.02968651056289673,
-0.09309867769479752,
0.025132060050964355,
0.17144227027893066,
-0.012830989435315132,
0.10884956270456314,
0.03697808459401131,
0.05705397203564644,
0.09401489794254303,
0.017294935882091522,
-0.0961107388138771,
0.030191082507371902,
0.0391954742372036,
-0.025623900815844536,
0.09899730235338211,
0.11072217673063278,
-0.040747854858636856,
-0.07233526557683945,
-0.05420580506324768,
-0.0375421941280365,
0.009120013564825058,
0.14996227622032166,
0.0715666264295578,
-0.10157593339681625,
0.07259920984506607,
-0.17346172034740448,
0.05190069600939751,
0.12582558393478394,
-0.010565112344920635,
-0.03605291619896889,
-0.07211241871118546,
0.066666379570961,
0.0369158573448658,
-0.04978508502244949,
-0.11468768119812012,
-0.16078856587409973,
-0.04327552020549774,
-0.10310731828212738,
0.061095986515283585,
-0.15998519957065582,
-0.01311141811311245,
0.00399345438927412,
0.039284996688365936,
-0.11526485532522202,
0.018175717443227768,
0.0876162126660347,
-0.015288601629436016,
0.026911452412605286,
-0.10031788796186447,
-0.046655844897031784,
0.028101086616516113,
-0.14523038268089294,
-0.03437094762921333
] |
null | null | transformers |
# distilbert-base-en-de-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-de-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-de-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-de-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-de-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03479732945561409,
0.021253524348139763,
-0.0051850080490112305,
0.10106558352708817,
0.09737671911716461,
-0.01714557409286499,
0.14351481199264526,
0.08097372949123383,
-0.009168894030153751,
-0.003183141816407442,
0.047394998371601105,
0.03519786521792412,
0.025968866422772408,
0.06008487939834595,
-0.029208002611994743,
-0.2750900387763977,
-0.012634988874197006,
0.05875961109995842,
-0.030744291841983795,
0.06869751214981079,
0.12595246732234955,
-0.06661330908536911,
0.06416333466768265,
0.039166636765003204,
-0.06744910776615143,
0.07564759254455566,
-0.04024612903594971,
-0.0970098227262497,
0.08885525166988373,
0.0690276175737381,
0.10474546253681183,
0.02500767633318901,
0.06659556925296783,
-0.03500060737133026,
0.008535623550415039,
-0.001257166382856667,
0.021293599158525467,
0.00827509630471468,
-0.005630353931337595,
-0.06419190019369125,
0.062084149569272995,
-0.11721497774124146,
0.006884858012199402,
0.06089390069246292,
-0.028549470007419586,
-0.11503736674785614,
-0.06017753854393959,
0.031215157359838486,
0.0810559019446373,
0.02107931300997734,
0.019603025168180466,
0.11930413544178009,
-0.044865045696496964,
0.06323083490133286,
0.19499702751636505,
-0.22262242436408997,
-0.0582171231508255,
0.06946919858455658,
0.06743201613426208,
0.004149313550442457,
-0.015814093872904778,
0.05522879585623741,
0.04772857204079628,
0.09397687017917633,
-0.043605439364910126,
-0.10823484510183334,
0.006679415237158537,
-0.06576798856258392,
-0.08551488816738129,
-0.039039161056280136,
0.1607590615749359,
-0.06924688816070557,
-0.11459352821111679,
-0.06902308017015457,
-0.03842949867248535,
0.15968281030654907,
-0.06190928816795349,
0.002876323414966464,
-0.005325794219970703,
-0.022625857964158058,
-0.06118595972657204,
-0.13556012511253357,
-0.11736500263214111,
-0.0638994574546814,
-0.10351763665676117,
0.20173780620098114,
0.06461087614297867,
0.031168248504400253,
-0.0589468739926815,
0.01932821422815323,
-0.04438250511884689,
-0.09167856723070145,
-0.021250616759061813,
-0.08673544973134995,
0.06633506715297699,
0.041205719113349915,
-0.08805344253778458,
-0.09429983794689178,
0.11554614454507828,
0.1345522403717041,
-0.022536324337124825,
0.016221918165683746,
-0.0532393679022789,
-0.018584879115223885,
0.07917257398366928,
0.10987649857997894,
-0.044730640947818756,
0.0006731362664140761,
0.06027226895093918,
-0.07312355190515518,
0.019208796322345734,
-0.008759068325161934,
-0.13035832345485687,
-0.08662606030702591,
0.0029709027148783207,
0.1199517548084259,
0.02743058279156685,
0.04094023257493973,
0.004332446958869696,
-0.041860971599817276,
0.10908251255750656,
-0.13978974521160126,
0.04856336489319801,
-0.017444057390093803,
0.04496699571609497,
0.17751511931419373,
0.009369582869112492,
-0.03697570040822029,
-0.1411924660205841,
-0.06068076938390732,
0.0011747425887733698,
-0.011348688043653965,
-0.03547584265470505,
-0.11279243230819702,
0.02667941525578499,
-0.0849280059337616,
-0.011883719824254513,
-0.15333236753940582,
-0.10674385726451874,
0.05341392755508423,
0.0465785376727581,
-0.04118794575333595,
-0.0049234782345592976,
0.025171488523483276,
0.03356429561972618,
0.008963470347225666,
-0.022807253524661064,
-0.05454477295279503,
-0.013625409454107285,
0.020668458193540573,
0.0502450093626976,
0.08303158730268478,
-0.11713597178459167,
0.02893008664250374,
-0.035816531628370285,
0.014678072184324265,
-0.18515470623970032,
0.09386506676673889,
-0.07692445814609528,
-0.011137345805764198,
-0.11201361566781998,
-0.12284573167562485,
0.0716543197631836,
-0.005102609284222126,
0.04475168138742447,
0.09401574730873108,
-0.1168532446026802,
-0.061092559248209,
0.12665869295597076,
-0.07792039215564728,
-0.011764525435864925,
0.20004595816135406,
0.010351590812206268,
-0.04234690964221954,
0.097197525203228,
0.012313521467149258,
0.10990453511476517,
-0.08404453098773956,
0.018259549513459206,
0.061867404729127884,
0.011285857297480106,
0.010346815921366215,
0.0674339011311531,
-0.0261547788977623,
-0.0380239337682724,
0.011937754228711128,
-0.02591077610850334,
0.02121974341571331,
-0.027812853455543518,
-0.02714874967932701,
-0.030001062899827957,
-0.06602269411087036,
0.12139105796813965,
0.024573417380452156,
0.0440068319439888,
-0.0709618330001831,
-0.05319177731871605,
0.10350048542022705,
0.04971570149064064,
-0.07002107053995132,
0.05925477296113968,
-0.11520456522703171,
0.051709748804569244,
-0.06917642802000046,
0.02373765967786312,
-0.14733977615833282,
-0.02876286208629608,
0.04432501643896103,
-0.007929234765470028,
0.06704395264387131,
0.005403267219662666,
0.06715753674507141,
0.04645553603768349,
-0.05570441484451294,
0.09338389337062836,
0.03321077302098274,
-0.023845570161938667,
-0.0024284019600600004,
-0.027938498184084892,
-0.0692644789814949,
-0.04358845204114914,
0.02857399731874466,
0.023313889279961586,
0.00953359343111515,
-0.028231151401996613,
0.08738485723733902,
-0.07890603691339493,
0.046203188598155975,
0.03531176596879959,
0.0636027380824089,
-0.05460645258426666,
-0.02650538459420204,
0.05788286030292511,
-0.029478516429662704,
-0.05810041353106499,
0.058525290340185165,
0.03684568405151367,
-0.043893203139305115,
0.11627063155174255,
-0.02294806018471718,
0.034701015800237656,
-0.00571582792326808,
-0.007776527665555477,
0.007894911803305149,
-0.030419664457440376,
-0.05848778039216995,
0.18259811401367188,
0.011567926034331322,
0.08748539537191391,
-0.07911354303359985,
0.008682550862431526,
0.010027466341853142,
-0.07744074612855911,
-0.0638187974691391,
0.059495940804481506,
0.03178834542632103,
-0.09013573080301285,
0.0648273229598999,
0.0916735827922821,
-0.04453163221478462,
0.10589506477117538,
-0.025632867589592934,
-0.05377975478768349,
0.037404533475637436,
0.0046847229823470116,
0.03883354738354683,
-0.021505950018763542,
-0.11697077006101608,
-0.0547407865524292,
0.08355506509542465,
-0.04729565978050232,
-0.009013725444674492,
-0.0870702788233757,
0.05075104162096977,
0.027992265298962593,
-0.05577894672751427,
-0.07907602190971375,
0.01227073185145855,
0.014002377167344093,
0.029038207605481148,
0.022792629897594452,
-0.01240564975887537,
0.041023749858140945,
0.01361687108874321,
-0.011463060975074768,
0.14477016031742096,
-0.12656620144844055,
-0.29262909293174744,
-0.22510598599910736,
-0.19976568222045898,
-0.16781240701675415,
0.07057542353868484,
0.07894329726696014,
-0.09773840010166168,
-0.07608542591333389,
0.01460269745439291,
0.12333739548921585,
-0.04558968171477318,
-0.0037169847637414932,
0.056661009788513184,
-0.00610960740596056,
-0.018909761682152748,
-0.16662433743476868,
-0.01982644945383072,
0.05006677284836769,
-0.1281188726425171,
0.08369199931621552,
-0.062477704137563705,
0.05942411720752716,
0.05126463249325752,
-0.03673296049237251,
0.014890334568917751,
-0.007525148335844278,
0.11002957075834274,
0.0012572709238156676,
0.032131657004356384,
0.23135989904403687,
-0.0028352481313049793,
0.0662546455860138,
0.06421269476413727,
0.07461719959974289,
-0.019221795722842216,
0.033713579177856445,
0.015559492632746696,
-0.0685998722910881,
-0.18520569801330566,
-0.066765695810318,
-0.06895540654659271,
0.0667547881603241,
0.06479161232709885,
0.05308277904987335,
-0.007288340013474226,
0.08969347178936005,
-0.04623628780245781,
0.10693364590406418,
0.009381708689033985,
0.07069431990385056,
0.1869049221277237,
0.004291491117328405,
0.09587960690259933,
-0.052316389977931976,
-0.10237531363964081,
0.09466845542192459,
0.028912756592035294,
0.1093195304274559,
0.008282025344669819,
0.129563108086586,
0.06245281174778938,
0.02500971592962742,
0.08936717361211777,
0.21766093373298645,
-0.043951861560344696,
0.031741756945848465,
-0.005091368220746517,
-0.060884989798069,
-0.02577899768948555,
-0.031243741512298584,
0.085755854845047,
-0.04662675783038139,
-0.014492147602140903,
-0.054079290479421616,
0.0067146276123821735,
0.23816975951194763,
0.06134716421365738,
-0.16137199103832245,
-0.0721580758690834,
0.04264332726597786,
-0.08527489751577377,
-0.10103432834148407,
0.013565326109528542,
0.01717696152627468,
-0.12617629766464233,
0.10674535483121872,
0.0054533653892576694,
0.11398134380578995,
-0.03573692962527275,
0.019243312999606133,
-0.1083761528134346,
0.06122040003538132,
0.03006533533334732,
0.10806401818990707,
-0.21512337028980255,
0.1076989471912384,
0.017299795523285866,
0.03513561934232712,
-0.12051849067211151,
0.081538125872612,
0.0422571636736393,
0.04294563829898834,
0.0776963084936142,
-0.010186676867306232,
0.18363319337368011,
-0.09818654507398605,
-0.08188959956169128,
0.048786867409944534,
0.07130566239356995,
-0.0019293897785246372,
0.08293573558330536,
0.00532310688868165,
-0.03367450833320618,
-0.026882991194725037,
0.02781737968325615,
-0.18504151701927185,
-0.17799365520477295,
0.06890460103750229,
0.016409778967499733,
-0.07197464257478714,
-0.020956823602318764,
-0.08794897794723511,
-0.031147252768278122,
0.16167610883712769,
0.06915196031332016,
-0.1537225991487503,
-0.08633919805288315,
-0.08827637135982513,
0.17518234252929688,
-0.08871384710073471,
0.109702467918396,
-0.04603984206914902,
0.12008620798587799,
-0.07091707736253738,
-0.10579730570316315,
-0.02557333931326866,
-0.10360726714134216,
-0.06156105548143387,
0.05349108949303627,
0.1442968249320984,
0.012892435304820538,
0.039373863488435745,
0.05811364948749542,
-0.013080522418022156,
-0.020372914150357246,
-0.08929545432329178,
-0.0535837821662426,
0.03716212883591652,
0.11779420077800751,
0.0929669663310051,
-0.0746791884303093,
-0.12046629935503006,
-0.02062302827835083,
0.020203718915581703,
0.18100877106189728,
0.17584241926670074,
-0.00527229206636548,
0.057419758290052414,
0.24873444437980652,
-0.010872340761125088,
-0.24191538989543915,
-0.2026614397764206,
0.003028541337698698,
0.0391279011964798,
-0.08371809124946594,
-0.19390781223773956,
0.10433632135391235,
0.011646173894405365,
-0.0056850663386285305,
-0.0406297966837883,
-0.1853976547718048,
-0.0863843783736229,
0.18673476576805115,
0.04141561686992645,
0.09637877345085144,
-0.11205057054758072,
-0.061346832662820816,
-0.13143876194953918,
-0.2263202965259552,
0.09494234621524811,
-0.04531799629330635,
0.11319378763437271,
-0.032161131501197815,
0.09507283568382263,
0.019937189295887947,
-0.0017380894860252738,
0.13361366093158722,
-0.0005454191123135388,
-0.060851629823446274,
-0.07729244232177734,
0.0075099715031683445,
0.0911843553185463,
-0.0011012108298018575,
0.13897721469402313,
-0.06869393587112427,
-0.012498988769948483,
-0.00814128015190363,
-0.08352654427289963,
-0.06026771664619446,
0.09588871151208878,
-0.004311304073780775,
-0.08084346354007721,
-0.033674485981464386,
-0.023614155128598213,
-0.05389586091041565,
-0.006648524664342403,
0.06415639817714691,
0.002117384457960725,
-0.00009125046926783398,
0.12931659817695618,
0.18750329315662384,
-0.1328161060810089,
0.03697485849261284,
-0.0317934975028038,
-0.08212725073099136,
0.040873367339372635,
-0.007266554981470108,
0.05568432807922363,
0.055614396929740906,
0.032665446400642395,
0.05833735689520836,
0.056069374084472656,
-0.036255598068237305,
0.02956559509038925,
0.0743011012673378,
-0.05019683018326759,
-0.20942501723766327,
-0.02609371952712536,
-0.06484763324260712,
-0.07065457105636597,
0.12066817283630371,
0.11735501140356064,
-0.011360223405063152,
-0.09184381365776062,
0.007906247861683369,
0.012137883342802525,
-0.05953643098473549,
0.11233624815940857,
0.047076016664505005,
0.03150077536702156,
-0.12480411678552628,
0.07673056423664093,
0.1067463681101799,
-0.06295929104089737,
0.0039808498695492744,
0.09501522034406662,
-0.06632005423307419,
-0.08513501286506653,
-0.005979025736451149,
-0.022702468559145927,
-0.09720149636268616,
-0.04597804322838783,
-0.04136981442570686,
-0.1099032387137413,
0.022527603432536125,
0.06970223784446716,
0.0754934549331665,
-0.01735471747815609,
-0.07791410386562347,
0.03288130834698677,
-0.0608595535159111,
0.03907601535320282,
0.10154321044683456,
0.07224255055189133,
-0.07496041059494019,
0.06512758135795593,
-0.036492977291345596,
0.1484462469816208,
-0.053266290575265884,
-0.0365728996694088,
-0.06290926039218903,
-0.005932260304689407,
-0.2611599564552307,
0.010433048009872437,
-0.1358177363872528,
-0.0074674999341368675,
-0.001778209232725203,
-0.0627906396985054,
-0.018465634435415268,
0.05207938700914383,
-0.06921512633562088,
-0.028863275423645973,
-0.02511926367878914,
0.06603176891803741,
-0.10717226564884186,
-0.008483009412884712,
0.07514607906341553,
-0.05302225425839424,
0.1030268669128418,
0.07457219809293747,
-0.07887539267539978,
0.05437805503606796,
-0.06215563043951988,
-0.10428843647241592,
0.034190766513347626,
0.05920448154211044,
0.06389150023460388,
-0.047832269221544266,
0.020266734063625336,
0.061764173209667206,
0.04744685813784599,
0.009288623929023743,
0.13108517229557037,
-0.07056906074285507,
0.018825732171535492,
-0.027731122449040413,
-0.07780477404594421,
-0.022828008979558945,
0.025528665632009506,
0.15714681148529053,
0.09984004497528076,
0.08045950531959534,
-0.06433787196874619,
0.05194646865129471,
-0.02295774035155773,
0.011097908020019531,
-0.0587829165160656,
-0.10921031981706619,
0.036038950085639954,
-0.0640089362859726,
0.008326527662575245,
0.03512495756149292,
0.1121661588549614,
-0.0342431515455246,
0.12204739451408386,
-0.026103908196091652,
0.05404394492506981,
0.0730418786406517,
-0.019719881936907768,
0.18091312050819397,
0.04166940599679947,
-0.03842601180076599,
-0.06248844787478447,
0.014082962647080421,
0.060546159744262695,
0.05874257534742355,
0.061567895114421844,
0.06594602018594742,
0.02264382131397724,
0.08156946301460266,
0.0801081508398056,
0.04517163336277008,
-0.1128058210015297,
-0.18145708739757538,
0.09063378721475601,
0.05992763116955757,
-0.09728606045246124,
0.09138797223567963,
0.07464971393346786,
-0.07863172143697739,
0.05964246019721031,
0.03751683607697487,
-0.07612022757530212,
-0.11329910159111023,
-0.09511541575193405,
-0.05084334313869476,
-0.07362128794193268,
-0.035131748765707016,
-0.0900292843580246,
0.020612632855772972,
0.02139817550778389,
0.0761602371931076,
-0.019018083810806274,
0.1625167578458786,
-0.12497026473283768,
-0.06185830757021904,
0.061267245560884476,
-0.01958651840686798,
0.051543671637773514,
0.08749684691429138,
-0.009484750218689442,
-0.06004367768764496,
0.0666673332452774,
0.03509025275707245,
0.04821876063942909,
0.019482802599668503,
0.03593656048178673,
-0.054993148893117905,
-0.05958646163344383,
-0.05805176869034767,
0.015836074948310852,
0.04129980877041817,
0.1820375919342041,
0.03688540309667587,
-0.04030246287584305,
0.008116871118545532,
0.08487547934055328,
-0.045153841376304626,
-0.2123923897743225,
-0.10109603404998779,
0.20233091711997986,
0.020431185141205788,
0.01693692058324814,
0.024833979085087776,
-0.08914030343294144,
-0.10318880528211594,
0.2078235149383545,
0.16566303372383118,
0.06913911551237106,
0.015257859602570534,
0.005123451352119446,
0.014712783508002758,
0.0007733746897429228,
0.11102242022752762,
0.05195125564932823,
0.1948234736919403,
-0.03513200581073761,
-0.021576715633273125,
-0.0138845918700099,
-0.01326784212142229,
-0.2630387246608734,
0.04396113380789757,
-0.009593390859663486,
-0.06054406613111496,
0.023852623999118805,
0.09038034826517105,
-0.05164381489157677,
-0.06257855892181396,
-0.06291831284761429,
-0.025935595855116844,
-0.0831509456038475,
0.01519046537578106,
0.021917270496487617,
0.007615664508193731,
0.08431510627269745,
-0.016371505334973335,
0.06898745149374008,
0.14364410936832428,
0.028568798676133156,
-0.09478636831045151,
0.0233499426394701,
0.17124313116073608,
-0.011812937445938587,
0.11171349883079529,
0.03664567321538925,
0.05984272435307503,
0.09380462020635605,
0.017873788252472878,
-0.09546618163585663,
0.02946905419230461,
0.0390128418803215,
-0.027125079184770584,
0.09839411824941635,
0.11051622778177261,
-0.04002213478088379,
-0.06958772987127304,
-0.054801516234874725,
-0.038595061749219894,
0.010616501793265343,
0.15049481391906738,
0.06904777884483337,
-0.10116136074066162,
0.06947565078735352,
-0.1718212217092514,
0.04972443729639053,
0.12629757821559906,
-0.010244850069284439,
-0.03570475056767464,
-0.07192970812320709,
0.06598460674285889,
0.038383472710847855,
-0.05236818268895149,
-0.11576113849878311,
-0.15934444963932037,
-0.041357897222042084,
-0.10419511049985886,
0.0608937032520771,
-0.15828381478786469,
-0.013960838317871094,
0.0029835146851837635,
0.03926844149827957,
-0.11695573478937149,
0.018120694905519485,
0.0868273675441742,
-0.012765742838382721,
0.027872983366250992,
-0.09920641779899597,
-0.0466267354786396,
0.027348672971129417,
-0.1448967605829239,
-0.03603288158774376
] |
null | null | transformers |
# distilbert-base-en-el-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-el-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-el-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-el-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-el-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-el-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-el-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-el-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.030364958569407463,
0.017887648195028305,
-0.005169665440917015,
0.10347937792539597,
0.09783755242824554,
-0.015171891078352928,
0.14680716395378113,
0.08068732172250748,
-0.00574677437543869,
-0.006732223089784384,
0.04499205946922302,
0.0382506400346756,
0.025790877640247345,
0.0590774305164814,
-0.03277042135596275,
-0.27018028497695923,
-0.017324037849903107,
0.057598989456892014,
-0.021648632362484932,
0.06593536585569382,
0.12596756219863892,
-0.06910417228937149,
0.0664968267083168,
0.03720655292272568,
-0.062478046864271164,
0.08275570720434189,
-0.04338536038994789,
-0.10176437348127365,
0.08839747309684753,
0.07439875602722168,
0.10732880979776382,
0.021136948838829994,
0.0665353313088417,
-0.041238971054553986,
0.007921074517071247,
-0.0049322666600346565,
0.018547354266047478,
0.006057285238057375,
-0.003398862900212407,
-0.06925217062234879,
0.06575586646795273,
-0.11826299875974655,
0.010061045177280903,
0.05731000006198883,
-0.028841674327850342,
-0.10777874290943146,
-0.05804043635725975,
0.03253544494509697,
0.08575082570314407,
0.021112050861120224,
0.02200533263385296,
0.12128100544214249,
-0.040598101913928986,
0.0667584240436554,
0.1982419341802597,
-0.22243034839630127,
-0.05689927935600281,
0.06655050069093704,
0.06980235129594803,
0.010096091777086258,
-0.01846505142748356,
0.05433972179889679,
0.052841201424598694,
0.09314671158790588,
-0.04271737486124039,
-0.10835915803909302,
-0.010295475833117962,
-0.0634632557630539,
-0.0839029848575592,
-0.039810340851545334,
0.16061192750930786,
-0.06961791217327118,
-0.11350690573453903,
-0.06399280577898026,
-0.03767935931682587,
0.15808631479740143,
-0.05679146572947502,
0.006395658012479544,
-0.002129366621375084,
-0.027133408933877945,
-0.059371836483478546,
-0.13498902320861816,
-0.11755646765232086,
-0.0590306855738163,
-0.10793686658143997,
0.20738759636878967,
0.06712780147790909,
0.031965017318725586,
-0.058495718985795975,
0.0146445007994771,
-0.0451531745493412,
-0.09131576120853424,
-0.019925372675061226,
-0.08236988633871078,
0.06839367002248764,
0.041363511234521866,
-0.08574657887220383,
-0.09339680522680283,
0.11370273679494858,
0.1328476071357727,
-0.02474522776901722,
0.016628166660666466,
-0.046518947929143906,
-0.016394080594182014,
0.07889331132173538,
0.11250755935907364,
-0.033542051911354065,
0.0037027981597930193,
0.05496674031019211,
-0.07672251015901566,
0.022108642384409904,
-0.011274633929133415,
-0.13373765349388123,
-0.08215512335300446,
-0.005524232983589172,
0.11635088175535202,
0.020992841571569443,
0.03650296851992607,
0.0033498217817395926,
-0.04040219634771347,
0.10319913923740387,
-0.14098843932151794,
0.051789529621601105,
-0.020023757591843605,
0.04230391979217529,
0.17180120944976807,
0.013316151686012745,
-0.03142581507563591,
-0.13893942534923553,
-0.05688047036528587,
0.0017994324443861842,
-0.008516872301697731,
-0.03626684471964836,
-0.11492122709751129,
0.025160280987620354,
-0.08834163099527359,
-0.005969777703285217,
-0.1595073938369751,
-0.10723887383937836,
0.05284836143255234,
0.0477282889187336,
-0.03696271404623985,
-0.0031575483735650778,
0.021264122799038887,
0.035878486931324005,
0.009563804604113102,
-0.024054573848843575,
-0.05434967577457428,
-0.01516135036945343,
0.017222803086042404,
0.053200751543045044,
0.08322535455226898,
-0.11294086277484894,
0.027958622202277184,
-0.032645877450704575,
0.011766969226300716,
-0.18102289736270905,
0.08991380035877228,
-0.07413458824157715,
-0.010693792253732681,
-0.113024041056633,
-0.12147427350282669,
0.0826527327299118,
-0.0008409772999584675,
0.04419581964612007,
0.08896536380052567,
-0.1082516685128212,
-0.060255274176597595,
0.1163671612739563,
-0.07668525725603104,
-0.019080251455307007,
0.19829559326171875,
0.010928156785666943,
-0.04692721739411354,
0.09597033262252808,
0.014175664633512497,
0.10854603350162506,
-0.09218350797891617,
0.012834162451326847,
0.062140997499227524,
0.01590501144528389,
0.006294331047683954,
0.07415436208248138,
-0.020319819450378418,
-0.037719544023275375,
0.006244984455406666,
-0.020344648510217667,
0.020804358646273613,
-0.03023388609290123,
-0.027038661763072014,
-0.02944198250770569,
-0.06769969314336777,
0.1204771175980568,
0.021773401647806168,
0.044194187968969345,
-0.07366117835044861,
-0.05308467522263527,
0.10255284607410431,
0.05320216342806816,
-0.06990095973014832,
0.05959250032901764,
-0.12047593295574188,
0.04275012016296387,
-0.07468602061271667,
0.018835172057151794,
-0.1416265219449997,
-0.034006647765636444,
0.04231548309326172,
-0.0017154449597001076,
0.06889353692531586,
0.001452307216823101,
0.0648641586303711,
0.04837833344936371,
-0.05491667985916138,
0.08767391741275787,
0.029566599056124687,
-0.026606513187289238,
-0.009183504618704319,
-0.028672920539975166,
-0.06974002718925476,
-0.0432102307677269,
0.008593261241912842,
0.02038479782640934,
0.008456896059215069,
-0.04085328429937363,
0.08516883850097656,
-0.07778461277484894,
0.05123208463191986,
0.032461002469062805,
0.06603887677192688,
-0.06025290861725807,
-0.02588506042957306,
0.055622003972530365,
-0.030029693618416786,
-0.0643170177936554,
0.061098240315914154,
0.035732775926589966,
-0.03883211314678192,
0.1125299334526062,
-0.023885829374194145,
0.040715668350458145,
-0.0039132158271968365,
-0.007967242039740086,
0.005775863770395517,
-0.03340938687324524,
-0.05471933260560036,
0.19579952955245972,
0.00924206804484129,
0.09000912308692932,
-0.08026552200317383,
0.005924419965595007,
0.007819254882633686,
-0.08317363262176514,
-0.06777069717645645,
0.06616093218326569,
0.03250668942928314,
-0.08157611638307571,
0.06458758562803268,
0.09081095457077026,
-0.049118150025606155,
0.10528785735368729,
-0.021889157593250275,
-0.05294354632496834,
0.041353799402713776,
0.0029401846695691347,
0.03830995410680771,
-0.02620079554617405,
-0.11222781985998154,
-0.05546017736196518,
0.08261066675186157,
-0.047227032482624054,
-0.008140137419104576,
-0.08812419325113297,
0.0491725318133831,
0.03331262618303299,
-0.05464426055550575,
-0.08162827789783478,
0.009277706034481525,
0.011898831464350224,
0.02867390587925911,
0.016971604898571968,
-0.016358867287635803,
0.0386267825961113,
0.014083323068916798,
-0.012754557654261589,
0.14530184864997864,
-0.12695293128490448,
-0.28816312551498413,
-0.2286788672208786,
-0.20751427114009857,
-0.16741806268692017,
0.07128579914569855,
0.0853174552321434,
-0.09979192912578583,
-0.0777074471116066,
0.012545661069452763,
0.12510743737220764,
-0.04733705148100853,
-0.002870433032512665,
0.06463755667209625,
-0.009028656408190727,
-0.023655757308006287,
-0.16922840476036072,
-0.020319515839219093,
0.050864145159721375,
-0.12850353121757507,
0.08461951464414597,
-0.060616493225097656,
0.06265737861394882,
0.05144045501947403,
-0.041652753949165344,
0.011852523311972618,
-0.009478816762566566,
0.11097151786088943,
0.002158305374905467,
0.027254989370703697,
0.24093414843082428,
-0.005405210889875889,
0.06851709634065628,
0.06132381036877632,
0.0728665441274643,
-0.019014863297343254,
0.03758404776453972,
0.017261063680052757,
-0.06683488190174103,
-0.1977958083152771,
-0.06349777430295944,
-0.06597502529621124,
0.06088538095355034,
0.06745602190494537,
0.0545380599796772,
-0.013921000063419342,
0.0911552906036377,
-0.045273248106241226,
0.11096031963825226,
0.00490045128390193,
0.07360342144966125,
0.17647282779216766,
0.0073158638551831245,
0.09322764724493027,
-0.05347742512822151,
-0.10440711677074432,
0.09457921981811523,
0.03603826090693474,
0.11140169203281403,
0.011644028127193451,
0.1285397708415985,
0.06491155177354813,
0.017934400588274002,
0.08625027537345886,
0.21543970704078674,
-0.04848204925656319,
0.03133923187851906,
-0.006370253395289183,
-0.05911564826965332,
-0.02445058524608612,
-0.02870296873152256,
0.07984140515327454,
-0.03926600515842438,
-0.01821407675743103,
-0.045045461505651474,
0.0068939668126404285,
0.2330181747674942,
0.05156848952174187,
-0.16740423440933228,
-0.06716175377368927,
0.046577733010053635,
-0.088039331138134,
-0.10024036467075348,
0.013571706600487232,
0.02568409964442253,
-0.12248166650533676,
0.10880875587463379,
0.01029300969094038,
0.1173749566078186,
-0.034321028739213943,
0.01678985357284546,
-0.10972101241350174,
0.05942932143807411,
0.03018036298453808,
0.10975117981433868,
-0.2206261307001114,
0.1054554283618927,
0.018194617703557014,
0.038796618580818176,
-0.11722111701965332,
0.08271988481283188,
0.03953268751502037,
0.042921118438243866,
0.0775584951043129,
-0.011115806177258492,
0.17534998059272766,
-0.10169766843318939,
-0.08111962676048279,
0.051441337913274765,
0.07054947316646576,
-0.005416736006736755,
0.08532624691724777,
0.006688395980745554,
-0.030610959976911545,
-0.027509501203894615,
0.02698904275894165,
-0.1856466680765152,
-0.1776406466960907,
0.06273755431175232,
0.021776368841528893,
-0.0749986544251442,
-0.018449144437909126,
-0.08991865813732147,
-0.03857680410146713,
0.1568351686000824,
0.06749460101127625,
-0.1563941240310669,
-0.08614610880613327,
-0.0959797203540802,
0.17041176557540894,
-0.0926709696650505,
0.10711885243654251,
-0.03890649974346161,
0.12230728566646576,
-0.07487008720636368,
-0.10406941175460815,
-0.02681923471391201,
-0.10799220204353333,
-0.060051023960113525,
0.05198831483721733,
0.13707494735717773,
0.01181504875421524,
0.04019154980778694,
0.057312171906232834,
-0.016683228313922882,
-0.024523882195353508,
-0.08882660418748856,
-0.05504579469561577,
0.03939822316169739,
0.1277831494808197,
0.09413844347000122,
-0.07407041639089584,
-0.11301643401384354,
-0.024106359109282494,
0.012729225680232048,
0.17996802926063538,
0.17964790761470795,
-0.0011823342647403479,
0.052545152604579926,
0.24733947217464447,
-0.018584519624710083,
-0.23390574753284454,
-0.20900174975395203,
0.006825343705713749,
0.041013557463884354,
-0.08019483089447021,
-0.1899658739566803,
0.10366293042898178,
0.01001519151031971,
-0.00316421827301383,
-0.04365554824471474,
-0.19346939027309418,
-0.08696592599153519,
0.1851154863834381,
0.04743698984384537,
0.09617308527231216,
-0.11277958005666733,
-0.058449890464544296,
-0.13357511162757874,
-0.22492282092571259,
0.09320897608995438,
-0.041410572826862335,
0.11332085728645325,
-0.03278738260269165,
0.09811295568943024,
0.019320614635944366,
0.0022460981272161007,
0.13529673218727112,
0.003007638966664672,
-0.05641130357980728,
-0.07627556473016739,
0.0049484651535749435,
0.08008630573749542,
-0.005077621433883905,
0.13950423896312714,
-0.07477517426013947,
-0.014476860873401165,
-0.019049298018217087,
-0.08390802890062332,
-0.05193905159831047,
0.09341318905353546,
-0.002602678956463933,
-0.07914933562278748,
-0.033230140805244446,
-0.032301705330610275,
-0.049873027950525284,
-0.005742682609707117,
0.08059270679950714,
0.0041876137256622314,
0.0034566260874271393,
0.12329715490341187,
0.1855301707983017,
-0.1324061155319214,
0.028048157691955566,
-0.033249616622924805,
-0.07857386767864227,
0.043033938854932785,
-0.01369541510939598,
0.05723784491419792,
0.0605243481695652,
0.02741955779492855,
0.06365539133548737,
0.056460410356521606,
-0.03274651616811752,
0.03237145021557808,
0.07562423497438431,
-0.0460246205329895,
-0.19956502318382263,
-0.028048129752278328,
-0.055005867034196854,
-0.0680679902434349,
0.11893422156572342,
0.11693784594535828,
-0.013274509459733963,
-0.09334292262792587,
0.004475201014429331,
0.012712733820080757,
-0.05673524737358093,
0.11076005548238754,
0.04897025227546692,
0.03233013674616814,
-0.12166892737150192,
0.07965661585330963,
0.10901379585266113,
-0.06564231216907501,
0.005095799453556538,
0.09690258651971817,
-0.05857864394783974,
-0.08368189632892609,
0.004044572357088327,
-0.0066186231561005116,
-0.10531433671712875,
-0.05167214944958687,
-0.04409560561180115,
-0.10748143494129181,
0.023981383070349693,
0.07360102981328964,
0.07494888454675674,
-0.02145596221089363,
-0.07578247040510178,
0.03341507911682129,
-0.05739623308181763,
0.038901250809431076,
0.10066850483417511,
0.0737505853176117,
-0.08410778641700745,
0.06502360105514526,
-0.03335844725370407,
0.15396748483181,
-0.051008377224206924,
-0.0323011577129364,
-0.06629876792430878,
-0.0025294478982686996,
-0.24787229299545288,
0.023375505581498146,
-0.12978658080101013,
-0.003120742505416274,
0.001214844174683094,
-0.06647764146327972,
-0.02234051376581192,
0.055260106921195984,
-0.06962048262357712,
-0.02751530334353447,
-0.021285418421030045,
0.07242892682552338,
-0.1057523787021637,
-0.013680427335202694,
0.07218334078788757,
-0.05119751766324043,
0.09827984869480133,
0.06840220093727112,
-0.07861469686031342,
0.05306891351938248,
-0.06716498732566833,
-0.09708746522665024,
0.038849249482154846,
0.06096622347831726,
0.06445613503456116,
-0.04700208827853203,
0.02156658098101616,
0.059883758425712585,
0.04533916711807251,
0.0059111397713422775,
0.12444829940795898,
-0.07438403367996216,
0.012765469029545784,
-0.028135700151324272,
-0.08281742036342621,
-0.02165944315493107,
0.02530617080628872,
0.15751910209655762,
0.09986148029565811,
0.08388140052556992,
-0.0638757050037384,
0.049704473465681076,
-0.020376011729240417,
0.013766409829258919,
-0.05419347807765007,
-0.10779401659965515,
0.03393450379371643,
-0.0665055513381958,
0.005443627946078777,
0.03210216015577316,
0.10777142643928528,
-0.028268471360206604,
0.12549610435962677,
-0.02904512919485569,
0.05505513399839401,
0.06558717787265778,
-0.022802360355854034,
0.17943203449249268,
0.03318363428115845,
-0.03357723355293274,
-0.05886584520339966,
0.011292826384305954,
0.06973277032375336,
0.055094316601753235,
0.06081138178706169,
0.06251678615808487,
0.030342716723680496,
0.08742501586675644,
0.07809363305568695,
0.043925926089286804,
-0.11861150711774826,
-0.19331252574920654,
0.09641522914171219,
0.055304523557424545,
-0.09470689296722412,
0.0861140787601471,
0.08119717240333557,
-0.07940109819173813,
0.06023424491286278,
0.039292752742767334,
-0.07363807410001755,
-0.11540168523788452,
-0.09062104672193527,
-0.05266450345516205,
-0.07264406979084015,
-0.03273487091064453,
-0.09388380497694016,
0.023649999871850014,
0.027344580739736557,
0.07610666006803513,
-0.015158985741436481,
0.15441089868545532,
-0.12683744728565216,
-0.0623815581202507,
0.053117536008358,
-0.020425640046596527,
0.05808611214160919,
0.08375995606184006,
-0.008994167670607567,
-0.056249018758535385,
0.06572660803794861,
0.03459835425019264,
0.048674315214157104,
0.025128964334726334,
0.038092318922281265,
-0.05481070652604103,
-0.05914926901459694,
-0.05926261469721794,
0.012942877598106861,
0.046289633959531784,
0.17683474719524384,
0.03728320449590683,
-0.03655049577355385,
0.008381142280995846,
0.09465549886226654,
-0.04636070877313614,
-0.20987281203269958,
-0.09775836765766144,
0.20046916604042053,
0.0251272302120924,
0.019417429342865944,
0.023775853216648102,
-0.08947670459747314,
-0.10960499942302704,
0.20787698030471802,
0.15469825267791748,
0.0710301399230957,
0.013960280455648899,
0.00006399853737093508,
0.01635885052382946,
0.004638317972421646,
0.10762857645750046,
0.05511347949504852,
0.19039468467235565,
-0.036472927778959274,
-0.02005024626851082,
-0.016447948291897774,
-0.0025421571917831898,
-0.2596045136451721,
0.04684136062860489,
-0.01343697402626276,
-0.058679014444351196,
0.025860240682959557,
0.08585355430841446,
-0.05186251550912857,
-0.05893596261739731,
-0.06217960640788078,
-0.027723126113414764,
-0.08118782937526703,
0.017277777194976807,
0.03923407942056656,
0.008336384780704975,
0.08467045426368713,
-0.014159956946969032,
0.06237005442380905,
0.13446737825870514,
0.030245697125792503,
-0.09831934422254562,
0.023153485730290413,
0.16728365421295166,
-0.017743652686476707,
0.11913646757602692,
0.037906963378190994,
0.06466004997491837,
0.09139377623796463,
0.015431913547217846,
-0.09243398159742355,
0.031021401286125183,
0.03615192323923111,
-0.023446468636393547,
0.10375463962554932,
0.10923875868320465,
-0.04189889878034592,
-0.06469552963972092,
-0.05515851825475693,
-0.040382903069257736,
0.006539430934935808,
0.15253570675849915,
0.07205386459827423,
-0.09557509422302246,
0.06901749968528748,
-0.17475435137748718,
0.050251416862010956,
0.12081199139356613,
-0.010311919264495373,
-0.03689398989081383,
-0.06777885556221008,
0.06844525784254074,
0.03690904751420021,
-0.047861501574516296,
-0.11059198528528214,
-0.15835684537887573,
-0.04125940054655075,
-0.10538698732852936,
0.06452047824859619,
-0.156966432929039,
-0.012134343385696411,
-0.0006627351976931095,
0.03683096170425415,
-0.12223424017429352,
0.01445860043168068,
0.09556826204061508,
-0.015267911367118359,
0.024546761065721512,
-0.11393996328115463,
-0.04506343975663185,
0.026878371834754944,
-0.14152824878692627,
-0.03804017975926399
] |
null | null | transformers |
# distilbert-base-en-el-ru-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-el-ru-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-el-ru-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-el-ru-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-el-ru-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-el-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-el-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-el-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.018320951610803604,
0.0346946083009243,
-0.0049005658365786076,
0.09982683509588242,
0.09641921520233154,
-0.0231150072067976,
0.13340121507644653,
0.08469171077013016,
-0.013018249534070492,
-0.0036120396107435226,
0.05363871157169342,
0.023847177624702454,
0.0386812686920166,
0.07749368250370026,
-0.0441838875412941,
-0.2743993401527405,
-0.01218897569924593,
0.06046748161315918,
-0.011020195670425892,
0.06215469166636467,
0.138885959982872,
-0.06376971304416656,
0.06888236105442047,
0.03203330561518669,
-0.0652574971318245,
0.09656938910484314,
-0.03868747502565384,
-0.10420096665620804,
0.08649802953004837,
0.08604156970977783,
0.10580502450466156,
0.019803792238235474,
0.07543069869279861,
-0.046896252781152725,
0.009179194457828999,
0.0005828251596540213,
0.017624473199248314,
0.0031679507810622454,
-0.007247494999319315,
-0.06329675018787384,
0.07529404759407043,
-0.11900994926691055,
-0.004985287319868803,
0.050369974225759506,
-0.025007642805576324,
-0.10028277337551117,
-0.059766460210084915,
0.053326234221458435,
0.0715334415435791,
0.021312084048986435,
0.014437551610171795,
0.13504891097545624,
-0.04147939011454582,
0.0644807517528534,
0.19902561604976654,
-0.22257302701473236,
-0.05577009916305542,
0.0759110301733017,
0.06097021326422691,
0.012199632823467255,
-0.025092456489801407,
0.0512930303812027,
0.0629969909787178,
0.08700313419103622,
-0.06442885845899582,
-0.1079859659075737,
-0.02168751321732998,
-0.07074890285730362,
-0.0781102329492569,
-0.03622164949774742,
0.16178777813911438,
-0.06742095202207565,
-0.10842593759298325,
-0.05618473142385483,
-0.03656115382909775,
0.15923896431922913,
-0.05439700558781624,
-0.0046751112677156925,
-0.0011031501926481724,
-0.028038905933499336,
-0.05591036379337311,
-0.12647275626659393,
-0.12880000472068787,
-0.033496446907520294,
-0.1167132556438446,
0.1888900250196457,
0.072871632874012,
0.03296284005045891,
-0.0568566732108593,
0.005049796774983406,
-0.06345709413290024,
-0.09445084631443024,
-0.020616162568330765,
-0.09311701357364655,
0.07369734346866608,
0.03374103456735611,
-0.09071598947048187,
-0.08817841112613678,
0.11031005531549454,
0.13833172619342804,
-0.03021015040576458,
0.010347557254135609,
-0.03773299604654312,
-0.008366214111447334,
0.07829457521438599,
0.118010014295578,
-0.03712709993124008,
0.007926048710942268,
0.055857524275779724,
-0.07778467983007431,
0.020313426852226257,
-0.0024327575229108334,
-0.14481152594089508,
-0.07970330864191055,
-0.010493220761418343,
0.11134520173072815,
0.0072519551031291485,
0.03384559229016304,
0.006175071932375431,
-0.03223376348614693,
0.09162095189094543,
-0.13765978813171387,
0.048980653285980225,
-0.027745971456170082,
0.036114078015089035,
0.18351905047893524,
0.003743693232536316,
-0.028403040021657944,
-0.14697419106960297,
-0.05204349756240845,
0.0020912906620651484,
-0.0023842444643378258,
-0.02981586568057537,
-0.11692245304584503,
0.021968375891447067,
-0.10643143951892853,
0.00218148878775537,
-0.17756251990795135,
-0.09156350046396255,
0.041732363402843475,
0.048203244805336,
-0.04170406982302666,
-0.001701635424979031,
0.025678623467683792,
0.035120248794555664,
-0.00024284883693326265,
-0.026742639020085335,
-0.06199604272842407,
-0.015676358714699745,
0.018974309787154198,
0.0470782034099102,
0.0901217982172966,
-0.12634994089603424,
0.030827399343252182,
-0.04515354707837105,
-0.0058716945350170135,
-0.15644343197345734,
0.07745393365621567,
-0.07439280301332474,
-0.01598655804991722,
-0.11267950385808945,
-0.12164474278688431,
0.08978436142206192,
0.005308128427714109,
0.04097261279821396,
0.08024857938289642,
-0.11792884767055511,
-0.05694391578435898,
0.12295468151569366,
-0.07808244973421097,
-0.003570371074602008,
0.2005910873413086,
0.014049687422811985,
-0.02820022776722908,
0.09885688871145248,
0.03429568558931351,
0.09704631567001343,
-0.09704738855361938,
0.002046490553766489,
0.062123268842697144,
0.020579256117343903,
0.002646941225975752,
0.0654333308339119,
-0.012194221839308739,
-0.02429833821952343,
0.01435739453881979,
-0.01536587905138731,
0.01338614709675312,
-0.026036636903882027,
-0.027912471443414688,
-0.0254892036318779,
-0.06758376955986023,
0.1193300411105156,
0.03170321136713028,
0.052058104425668716,
-0.07561356574296951,
-0.054912019520998,
0.08537574112415314,
0.057896826416254044,
-0.06359831988811493,
0.05542761832475662,
-0.12056872248649597,
0.04522617533802986,
-0.05925663560628891,
0.015971209853887558,
-0.13769729435443878,
-0.01288682408630848,
0.04249635338783264,
0.016710545867681503,
0.0768197700381279,
0.023690450936555862,
0.06141970306634903,
0.03476607799530029,
-0.062274541705846786,
0.08842623978853226,
0.03679748997092247,
-0.02813442051410675,
-0.007934167049825191,
-0.014986004680395126,
-0.0560610331594944,
-0.043907102197408676,
-0.005638281814754009,
0.0032047147396951914,
-0.0014662403846159577,
-0.05293954908847809,
0.10746151208877563,
-0.07080502808094025,
0.06335984915494919,
0.02553742751479149,
0.07231312245130539,
-0.06592383980751038,
-0.023615868762135506,
0.05492399260401726,
-0.03305754065513611,
-0.04850015789270401,
0.06580987572669983,
0.0434735082089901,
-0.03483660891652107,
0.10887198895215988,
0.0061239018104970455,
0.027184050530195236,
0.0018911974038928747,
-0.011252476833760738,
0.011503582820296288,
-0.032311443239450455,
-0.04609657824039459,
0.193703755736351,
0.004777267575263977,
0.09069132059812546,
-0.0816902220249176,
0.005693446379154921,
0.006193089764565229,
-0.09870367497205734,
-0.0756259635090828,
0.06630052626132965,
0.03936702758073807,
-0.09895650297403336,
0.07389965653419495,
0.0868065133690834,
-0.05588512495160103,
0.10552877187728882,
-0.020391827449202538,
-0.0572909377515316,
0.04829871654510498,
-0.007882202044129372,
0.03374122083187103,
-0.028696967288851738,
-0.06499101221561432,
-0.056617796421051025,
0.08180113136768341,
-0.051978349685668945,
-0.004526724107563496,
-0.08513102680444717,
0.04783511161804199,
0.027869628742337227,
-0.044583965092897415,
-0.06563887745141983,
0.0244870837777853,
0.009301926009356976,
0.03461698815226555,
0.011600536294281483,
-0.028341762721538544,
0.03251400589942932,
0.020921757444739342,
-0.009149285964667797,
0.13580508530139923,
-0.1268157809972763,
-0.31984537839889526,
-0.22775983810424805,
-0.201255202293396,
-0.1607363224029541,
0.07252058386802673,
0.08717837929725647,
-0.11385863274335861,
-0.0842430591583252,
0.01113962009549141,
0.1007978692650795,
-0.03833554685115814,
-0.012539369985461235,
0.052831050008535385,
0.002060408005490899,
-0.023504087701439857,
-0.1589037925004959,
-0.022205278277397156,
0.04248012974858284,
-0.11461713165044785,
0.09202197939157486,
-0.0703107938170433,
0.060063425451517105,
0.04572620615363121,
-0.0512862466275692,
0.011474213562905788,
-0.014453709125518799,
0.10586818307638168,
0.0026163992006331682,
0.036885183304548264,
0.24716375768184662,
-0.011451431550085545,
0.06874845176935196,
0.0855051800608635,
0.05712633952498436,
-0.015154599212110043,
0.04334864765405655,
0.011654413305222988,
-0.05670405551791191,
-0.200283482670784,
-0.06032905355095863,
-0.057546984404325485,
0.04463241249322891,
0.0717281848192215,
0.05225112661719322,
-0.02311485819518566,
0.09115678817033768,
-0.044401150196790695,
0.10129193961620331,
-0.010202916339039803,
0.07177937030792236,
0.17296093702316284,
0.0019259309628978372,
0.09622842073440552,
-0.058181121945381165,
-0.10956836491823196,
0.10171417146921158,
0.03322194516658783,
0.10743765532970428,
0.010520913638174534,
0.10444056987762451,
0.05916270241141319,
0.020019350573420525,
0.09677230566740036,
0.20112411677837372,
-0.04133554548025131,
0.02501596324145794,
-0.0086246058344841,
-0.05283612385392189,
-0.03422148525714874,
-0.015529481694102287,
0.09185146540403366,
-0.05531178414821625,
-0.0168446097522974,
-0.037138570100069046,
0.0032306755892932415,
0.21775217354297638,
0.06730807572603226,
-0.1641070395708084,
-0.06882118433713913,
0.04425976797938347,
-0.09128537774085999,
-0.09985009580850601,
0.01871059648692608,
0.03710797429084778,
-0.12384738028049469,
0.10301635414361954,
0.02104482799768448,
0.11534079164266586,
-0.03170042112469673,
0.016152607277035713,
-0.11767309904098511,
0.05730852112174034,
0.03577493131160736,
0.11191022396087646,
-0.2205560803413391,
0.11772489547729492,
0.013537008315324783,
0.03785233199596405,
-0.11134583503007889,
0.07829416543245316,
0.03818414732813835,
0.04032885283231735,
0.08003818988800049,
-0.006162120029330254,
0.132972851395607,
-0.10798542201519012,
-0.07666283845901489,
0.05110393464565277,
0.07322723418474197,
0.007837950251996517,
0.08273033797740936,
-0.006572485435754061,
-0.025621602311730385,
-0.03170347586274147,
0.02557837776839733,
-0.19659551978111267,
-0.18248197436332703,
0.06371699273586273,
0.03061605989933014,
-0.06550085544586182,
-0.020836185663938522,
-0.09688044339418411,
-0.037142325192689896,
0.16362309455871582,
0.09044909477233887,
-0.1494232565164566,
-0.07942670583724976,
-0.07911926507949829,
0.1649353951215744,
-0.1004725843667984,
0.09524869918823242,
-0.04138123244047165,
0.1271512806415558,
-0.07928121834993362,
-0.09467059373855591,
-0.03627597168087959,
-0.10286518931388855,
-0.05394013971090317,
0.05181215703487396,
0.13413281738758087,
0.004250251688063145,
0.04094330966472626,
0.0669872909784317,
-0.012924264185130596,
-0.021510040387511253,
-0.07571664452552795,
-0.04666166752576828,
0.0359027236700058,
0.1243952289223671,
0.09447579085826874,
-0.081804558634758,
-0.13531526923179626,
-0.028767183423042297,
-0.0022792501840740442,
0.19502408802509308,
0.17820195853710175,
-0.006686487700790167,
0.05393179878592491,
0.258248895406723,
-0.021882984787225723,
-0.2463648021221161,
-0.20793132483959198,
0.01116685289889574,
0.04402695968747139,
-0.08867280930280685,
-0.18000063300132751,
0.08457878232002258,
-0.0013440049951896071,
-0.0005869800224900246,
-0.05121610686182976,
-0.18259668350219727,
-0.08456268906593323,
0.19921493530273438,
0.035466328263282776,
0.10378502309322357,
-0.10103507339954376,
-0.049220483750104904,
-0.14148837327957153,
-0.1995353102684021,
0.08853404223918915,
-0.01849690079689026,
0.11713238060474396,
-0.03202703595161438,
0.10910070687532425,
0.018423862755298615,
0.008764336816966534,
0.12831862270832062,
-0.004949405789375305,
-0.05875968560576439,
-0.08149196207523346,
-0.002683202037587762,
0.06965434551239014,
-0.002200993010774255,
0.13873517513275146,
-0.06443139165639877,
-0.013929799199104309,
-0.007468194700777531,
-0.08392307907342911,
-0.043936051428318024,
0.09808187186717987,
0.0007944353856146336,
-0.07854519784450531,
-0.04424561187624931,
-0.016369102522730827,
-0.05248258262872696,
-0.007679433561861515,
0.07042907923460007,
-0.003356694243848324,
0.009737043641507626,
0.12336281687021255,
0.16801901161670685,
-0.12274780124425888,
0.037954673171043396,
-0.033130794763565063,
-0.0791301354765892,
0.043647028505802155,
-0.004696973599493504,
0.049483295530080795,
0.06957077234983444,
0.010157505050301552,
0.07520046830177307,
0.042773909866809845,
-0.035953324288129807,
0.026513325050473213,
0.0830063596367836,
-0.04281613975763321,
-0.1904454231262207,
-0.024543600156903267,
-0.05037878826260567,
-0.06469351798295975,
0.09783503413200378,
0.11882872879505157,
-0.02153836376965046,
-0.10030897706747055,
-0.00004049840572406538,
0.024298353120684624,
-0.048453837633132935,
0.10294933617115021,
0.05552027374505997,
0.026363136246800423,
-0.11355678737163544,
0.08101320266723633,
0.1120007187128067,
-0.07913444936275482,
0.012382220476865768,
0.0947662889957428,
-0.05906180664896965,
-0.08620351552963257,
0.015223877504467964,
-0.024516135454177856,
-0.10304448753595352,
-0.05794578418135643,
-0.03966614231467247,
-0.10041207820177078,
0.01719045639038086,
0.06850869953632355,
0.07729320228099823,
-0.03687816113233566,
-0.06994868069887161,
0.019078874960541725,
-0.0544251874089241,
0.03920800983905792,
0.11108563840389252,
0.07432763278484344,
-0.08547676354646683,
0.05502592772245407,
-0.03623596578836441,
0.1499592810869217,
-0.04981943219900131,
-0.024094395339488983,
-0.07695163786411285,
-0.009889962151646614,
-0.255113810300827,
0.03768397495150566,
-0.11831668764352798,
-0.006490595638751984,
0.002222083741798997,
-0.06830660253763199,
-0.024941956624388695,
0.05395558103919029,
-0.07658817619085312,
-0.020185284316539764,
-0.020609531551599503,
0.07855597883462906,
-0.09565265476703644,
-0.0070731015875935555,
0.07343917340040207,
-0.03709208220243454,
0.0954977497458458,
0.057362738996744156,
-0.08651070296764374,
0.06286527961492538,
-0.07018241286277771,
-0.10420124232769012,
0.038318924605846405,
0.06828084588050842,
0.06663873046636581,
-0.04784274846315384,
0.029821857810020447,
0.07030297070741653,
0.047987982630729675,
0.007043096236884594,
0.12678596377372742,
-0.07090726494789124,
0.008054938167333603,
-0.0358588844537735,
-0.08201678842306137,
-0.019120125100016594,
0.023242926225066185,
0.14644300937652588,
0.10468374192714691,
0.08929181843996048,
-0.07930993288755417,
0.05069299787282944,
-0.004208564292639494,
0.020229686051607132,
-0.05860268697142601,
-0.11350974440574646,
0.043129533529281616,
-0.06872324645519257,
0.0039011025801301003,
0.036398086696863174,
0.10649999976158142,
-0.009904288686811924,
0.12166032195091248,
-0.024784328415989876,
0.036083023995161057,
0.05066404864192009,
-0.02168373204767704,
0.16408056020736694,
0.034040093421936035,
-0.036763083189725876,
-0.07308854162693024,
0.0029115488287061453,
0.06214327737689018,
0.03932851552963257,
0.08156783133745193,
0.07226306200027466,
0.04390976205468178,
0.08241937309503555,
0.062085334211587906,
0.039908163249492645,
-0.09650811553001404,
-0.18880560994148254,
0.08868462592363358,
0.050959859043359756,
-0.09952975064516068,
0.08044520765542984,
0.0951232984662056,
-0.07306074351072311,
0.05056236311793327,
0.016478734090924263,
-0.07032033056020737,
-0.11862754076719284,
-0.09735705703496933,
-0.06284479796886444,
-0.07128604501485825,
-0.029325520619750023,
-0.08997999131679535,
0.021872060373425484,
0.013675507158041,
0.07722433656454086,
-0.02851180173456669,
0.1360129415988922,
-0.14686663448810577,
-0.07545070350170135,
0.05326167866587639,
-0.02112645097076893,
0.054552435874938965,
0.07816748321056366,
-0.0036029138136655092,
-0.05484667047858238,
0.06585340201854706,
0.0384288989007473,
0.04993399977684021,
0.03161187469959259,
0.029643600806593895,
-0.06076641008257866,
-0.0472298339009285,
-0.05891755223274231,
0.022595178335905075,
0.04968254640698433,
0.17610390484333038,
0.04468928650021553,
-0.026263605803251266,
0.008438928052783012,
0.09347138553857803,
-0.04092823714017868,
-0.22032184898853302,
-0.10364468395709991,
0.20865704119205475,
0.02705184370279312,
0.02797325886785984,
0.020924793556332588,
-0.09163235127925873,
-0.11450016498565674,
0.21596047282218933,
0.15851253271102905,
0.07370124012231827,
0.016370674595236778,
-0.005186264403164387,
0.021899165585637093,
-0.005380363203585148,
0.11109399795532227,
0.06301770359277725,
0.19111120700836182,
-0.04017758369445801,
-0.026178305968642235,
-0.014674792997539043,
-0.002199998591095209,
-0.2596442699432373,
0.048749759793281555,
-0.009761141613125801,
-0.059402596205472946,
0.018291117623448372,
0.08334951102733612,
-0.061256155371665955,
-0.06617126613855362,
-0.07252418994903564,
-0.034741830080747604,
-0.08236643671989441,
0.030134113505482674,
0.04291248694062233,
0.01048857532441616,
0.08310912549495697,
-0.013726994395256042,
0.059927891939878464,
0.134957417845726,
0.02998811937868595,
-0.08818751573562622,
0.02634894847869873,
0.1676245629787445,
-0.02703290805220604,
0.10960523784160614,
0.03584321588277817,
0.07475123554468155,
0.08973397314548492,
0.019653115421533585,
-0.08924960345029831,
0.031869322061538696,
0.033512767404317856,
-0.018898870795965195,
0.10544829070568085,
0.11218539625406265,
-0.041877757757902145,
-0.06297750771045685,
-0.04039941728115082,
-0.04516445845365524,
0.006038235500454903,
0.14330999553203583,
0.07465385645627975,
-0.09349634498357773,
0.08586415648460388,
-0.179663747549057,
0.054023828357458115,
0.1263265758752823,
-0.010701842606067657,
-0.03861889988183975,
-0.07093963772058487,
0.06678114831447601,
0.039330366998910904,
-0.06269672513008118,
-0.09950671344995499,
-0.15105727314949036,
-0.04266401380300522,
-0.10459735244512558,
0.0741724893450737,
-0.15334370732307434,
0.0010716899996623397,
-0.010892687365412712,
0.041301384568214417,
-0.12476933747529984,
0.029070861637592316,
0.08730502426624298,
-0.01268219668418169,
0.024102915078401566,
-0.12360407412052155,
-0.04375506564974785,
0.01280771940946579,
-0.13538187742233276,
-0.0421244353055954
] |
null | null | transformers |
# distilbert-base-en-es-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-es-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-es-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-es-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-es-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03509590029716492,
0.01956486515700817,
-0.00512677850201726,
0.10066594183444977,
0.09711713343858719,
-0.016801128163933754,
0.14320354163646698,
0.08185871690511703,
-0.006282503250986338,
-0.004204923287034035,
0.04753999412059784,
0.03156275674700737,
0.025618646293878555,
0.06080130487680435,
-0.028940778225660324,
-0.2727268934249878,
-0.012686853297054768,
0.05813300609588623,
-0.030140245333313942,
0.06997077912092209,
0.12516386806964874,
-0.06732581555843353,
0.06424446403980255,
0.040408436208963394,
-0.06848441064357758,
0.07610223442316055,
-0.04000730812549591,
-0.0979016050696373,
0.08860750496387482,
0.06974863260984421,
0.1052028238773346,
0.023385537788271904,
0.06675231456756592,
-0.03511207178235054,
0.008595045655965805,
-0.0025781646836549044,
0.021554909646511078,
0.009678591042757034,
-0.004496367648243904,
-0.06553169339895248,
0.06069688871502876,
-0.11478834599256516,
0.0063535780645906925,
0.06016918644309044,
-0.02785527892410755,
-0.11163205653429031,
-0.05963775888085365,
0.03205612301826477,
0.08059204369783401,
0.021832332015037537,
0.019642097875475883,
0.12064073234796524,
-0.04535740986466408,
0.06468743830919266,
0.19846107065677643,
-0.2233736217021942,
-0.05900426581501961,
0.06652089953422546,
0.06618522852659225,
0.005431430879980326,
-0.016284456476569176,
0.05451934412121773,
0.04852098971605301,
0.0931631401181221,
-0.043426282703876495,
-0.10808300226926804,
0.002054766286164522,
-0.06504379957914352,
-0.08537033200263977,
-0.04030375927686691,
0.16510215401649475,
-0.06754616647958755,
-0.11390229314565659,
-0.0679563581943512,
-0.039181187748909,
0.16021336615085602,
-0.0593712292611599,
0.0053232028149068356,
-0.0064007556065917015,
-0.023962894454598427,
-0.06105898320674896,
-0.1362198442220688,
-0.11912815272808075,
-0.06334558874368668,
-0.10310062766075134,
0.20123833417892456,
0.06438085436820984,
0.03304000571370125,
-0.057168517261743546,
0.01875550113618374,
-0.04276302084326744,
-0.09131062030792236,
-0.02055971883237362,
-0.08504283428192139,
0.06403163820505142,
0.04049236699938774,
-0.08685193955898285,
-0.0936380997300148,
0.1145252138376236,
0.13217899203300476,
-0.022235043346881866,
0.016812272369861603,
-0.051449574530124664,
-0.01651660166680813,
0.08000089973211288,
0.10986525565385818,
-0.04292432218790054,
0.0030136979185044765,
0.05913180485367775,
-0.0747738629579544,
0.018746178597211838,
-0.009493088349699974,
-0.13068564236164093,
-0.08646517992019653,
0.0015929823275655508,
0.1177465096116066,
0.026604540646076202,
0.04114343598484993,
0.004320443607866764,
-0.04076753929257393,
0.10487478971481323,
-0.14021246135234833,
0.04931548610329628,
-0.018057048320770264,
0.04444679245352745,
0.17660647630691528,
0.01137999165803194,
-0.03696294501423836,
-0.1404222995042801,
-0.05930421128869057,
0.0007410873076878488,
-0.010365499183535576,
-0.035404786467552185,
-0.11066630482673645,
0.027884410694241524,
-0.08485525101423264,
-0.011997172608971596,
-0.152941033244133,
-0.10713836550712585,
0.05386608839035034,
0.04815957322716713,
-0.039783719927072525,
-0.005157134495675564,
0.026092911139130592,
0.034289177507162094,
0.00996993388980627,
-0.02364845760166645,
-0.05139358341693878,
-0.013576282188296318,
0.020136695355176926,
0.04906263202428818,
0.08245871216058731,
-0.11531911045312881,
0.02801235392689705,
-0.037514664232730865,
0.01503982674330473,
-0.18290579319000244,
0.09158255904912949,
-0.07673926651477814,
-0.011066420003771782,
-0.11099586635828018,
-0.121979258954525,
0.07112840563058853,
-0.0052055115811526775,
0.04330335929989815,
0.09486737102270126,
-0.11285578459501266,
-0.060459792613983154,
0.1264607459306717,
-0.07758563756942749,
-0.013322192244231701,
0.2000998705625534,
0.010896849445998669,
-0.04290196672081947,
0.09569762647151947,
0.014650299213826656,
0.10782166570425034,
-0.08371905982494354,
0.0178797859698534,
0.062822625041008,
0.012897782027721405,
0.007455302402377129,
0.06870420277118683,
-0.026367805898189545,
-0.04061398282647133,
0.01246240921318531,
-0.023896511644124985,
0.02210453897714615,
-0.029219895601272583,
-0.027075594291090965,
-0.03197363018989563,
-0.06568983197212219,
0.11957625299692154,
0.024289671331644058,
0.0454501211643219,
-0.07130855321884155,
-0.054442014545202255,
0.10187520831823349,
0.04934391751885414,
-0.06940150260925293,
0.05999693647027016,
-0.11520403623580933,
0.053772445768117905,
-0.0686926543712616,
0.022954806685447693,
-0.14834564924240112,
-0.029017198830842972,
0.043649643659591675,
-0.005936877336353064,
0.0674707293510437,
0.0018977001309394836,
0.06739397346973419,
0.04693334922194481,
-0.05540333315730095,
0.09227964282035828,
0.03459634259343147,
-0.025121165439486504,
-0.0030298943165689707,
-0.028289148584008217,
-0.0713530108332634,
-0.04355432465672493,
0.028869837522506714,
0.02131843753159046,
0.008506360463798046,
-0.029703309759497643,
0.08675430715084076,
-0.07894793897867203,
0.04506942629814148,
0.035648148506879807,
0.06285339593887329,
-0.05540110915899277,
-0.02521679550409317,
0.058135781437158585,
-0.0281923096626997,
-0.058489471673965454,
0.05863388255238533,
0.038924336433410645,
-0.04191167652606964,
0.11494244635105133,
-0.022860998287796974,
0.0348089374601841,
-0.008017407730221748,
-0.008367596194148064,
0.007968351244926453,
-0.03310895338654518,
-0.05748870596289635,
0.18183766305446625,
0.012431708164513111,
0.08855925500392914,
-0.07885433733463287,
0.008261462673544884,
0.010367999784648418,
-0.08078944683074951,
-0.06326775252819061,
0.061284419149160385,
0.03287581354379654,
-0.08935178816318512,
0.06525010615587234,
0.0911431759595871,
-0.04528684541583061,
0.10820527374744415,
-0.025695737451314926,
-0.0537755973637104,
0.03760246932506561,
0.005678568966686726,
0.03743629530072212,
-0.02240951918065548,
-0.11916423588991165,
-0.053888317197561264,
0.08377242088317871,
-0.04677533358335495,
-0.009166572242975235,
-0.0879448652267456,
0.05024489015340805,
0.02831607311964035,
-0.055379413068294525,
-0.07944109290838242,
0.010677658021450043,
0.01360716950148344,
0.029346272349357605,
0.02145899459719658,
-0.009375150315463543,
0.0397254154086113,
0.013010198250412941,
-0.013228962197899818,
0.14484722912311554,
-0.12642692029476166,
-0.2907833456993103,
-0.22750654816627502,
-0.20186695456504822,
-0.16569708287715912,
0.06924336403608322,
0.07951345294713974,
-0.09774089604616165,
-0.07516124099493027,
0.013717979192733765,
0.12206681817770004,
-0.04412376135587692,
-0.004015679005533457,
0.0586746521294117,
-0.006927995942533016,
-0.019732441753149033,
-0.16603924334049225,
-0.019848497584462166,
0.04921172559261322,
-0.12973104417324066,
0.08415371179580688,
-0.06324433535337448,
0.05925185978412628,
0.05131459981203079,
-0.03700518235564232,
0.014995208010077477,
-0.007913917303085327,
0.10934522747993469,
0.002466123318299651,
0.03208464756608009,
0.2300599366426468,
-0.0036894851364195347,
0.06686622649431229,
0.06332185119390488,
0.07479700446128845,
-0.017516952008008957,
0.03335792198777199,
0.01443663239479065,
-0.0696442574262619,
-0.1866375058889389,
-0.06790976226329803,
-0.06925386190414429,
0.06479383260011673,
0.06574637442827225,
0.05320253223180771,
-0.010655571706593037,
0.09112249314785004,
-0.04628815874457359,
0.10509074479341507,
0.008117587305605412,
0.07017409801483154,
0.18181821703910828,
0.004182436969131231,
0.0944732278585434,
-0.052714165300130844,
-0.10050015896558762,
0.0952589362859726,
0.028908049687743187,
0.11221250891685486,
0.00797981582581997,
0.12944042682647705,
0.0632009357213974,
0.02892828918993473,
0.09049765020608902,
0.21900315582752228,
-0.0440787672996521,
0.031053395941853523,
-0.004933701362460852,
-0.06122549995779991,
-0.02685358189046383,
-0.030916284769773483,
0.08467721939086914,
-0.043972138315439224,
-0.014425667934119701,
-0.05419934168457985,
0.0060276249423623085,
0.23986934125423431,
0.05884041264653206,
-0.15988001227378845,
-0.07128291577100754,
0.042642004787921906,
-0.08621850609779358,
-0.10056470334529877,
0.013530133292078972,
0.0219556987285614,
-0.12749803066253662,
0.10682176798582077,
0.005243174731731415,
0.11381981521844864,
-0.03230928257107735,
0.01777821034193039,
-0.10953102260828018,
0.05900530144572258,
0.0297737717628479,
0.10997963696718216,
-0.21206670999526978,
0.1134520098567009,
0.01733114756643772,
0.03437800705432892,
-0.12045684456825256,
0.08103199303150177,
0.041316453367471695,
0.042656730860471725,
0.07896926254034042,
-0.008494420908391476,
0.18029415607452393,
-0.10009699314832687,
-0.08135271817445755,
0.048707567155361176,
0.07119970768690109,
-0.0002190785889979452,
0.0836220383644104,
0.0047210268676280975,
-0.03344794362783432,
-0.026934223249554634,
0.03048483096063137,
-0.18242418766021729,
-0.1801193505525589,
0.06654796749353409,
0.01780571974813938,
-0.07468631118535995,
-0.022172456607222557,
-0.08846014738082886,
-0.030219556763768196,
0.16203148663043976,
0.07014402747154236,
-0.15323925018310547,
-0.08655723929405212,
-0.08849672228097916,
0.1755726933479309,
-0.08959709852933884,
0.10918253660202026,
-0.046708155423402786,
0.12117195129394531,
-0.07070467621088028,
-0.1050669252872467,
-0.026448380202054977,
-0.10443470627069473,
-0.061155710369348526,
0.0532807819545269,
0.14549067616462708,
0.012381025590002537,
0.040215980261564255,
0.05815691873431206,
-0.011568065732717514,
-0.021862154826521873,
-0.08966909348964691,
-0.05253741517663002,
0.037131719291210175,
0.11708708852529526,
0.09581835567951202,
-0.07572071999311447,
-0.12116904556751251,
-0.019587518647313118,
0.01752004772424698,
0.1826373040676117,
0.17634402215480804,
-0.005533859599381685,
0.05830249935388565,
0.24909162521362305,
-0.013202738016843796,
-0.24045319855213165,
-0.20386415719985962,
0.005422541871666908,
0.039225563406944275,
-0.08280252665281296,
-0.1931641846895218,
0.10701019316911697,
0.012600919231772423,
-0.006243953946977854,
-0.0440686009824276,
-0.1853756606578827,
-0.08633314073085785,
0.18491949141025543,
0.04193653538823128,
0.09551669657230377,
-0.11192141473293304,
-0.06204479932785034,
-0.1302938163280487,
-0.22476521134376526,
0.09615384787321091,
-0.043857913464307785,
0.11322909593582153,
-0.03149300441145897,
0.09594839811325073,
0.02008781023323536,
-0.0019257363164797425,
0.13270246982574463,
-0.001542906160466373,
-0.06187820807099342,
-0.07748344540596008,
0.007103005424141884,
0.08930052816867828,
-0.0014738468453288078,
0.139021098613739,
-0.06766978651285172,
-0.013037235476076603,
-0.010625018738210201,
-0.08212193846702576,
-0.0608704499900341,
0.09650101512670517,
-0.0028131233993917704,
-0.07954256236553192,
-0.0335674025118351,
-0.0250118225812912,
-0.05319153144955635,
-0.006675679236650467,
0.0685131773352623,
0.002561785513535142,
0.0039060807321220636,
0.13271112740039825,
0.18590012192726135,
-0.13656020164489746,
0.035589247941970825,
-0.0333818644285202,
-0.08189404010772705,
0.03984660282731056,
-0.007811244111508131,
0.05476080998778343,
0.0557531975209713,
0.03381577879190445,
0.058244626969099045,
0.05528588965535164,
-0.03621630370616913,
0.03035210259258747,
0.07562971115112305,
-0.052210405468940735,
-0.207414448261261,
-0.027027565985918045,
-0.061353281140327454,
-0.07151135802268982,
0.11739874631166458,
0.11574982106685638,
-0.010780347511172295,
-0.09135518223047256,
0.006798822432756424,
0.0126137500628829,
-0.05933186039328575,
0.11295250058174133,
0.04708915948867798,
0.032626643776893616,
-0.1241346225142479,
0.07750680297613144,
0.10699383914470673,
-0.0608825720846653,
0.004812237340956926,
0.0961739793419838,
-0.06604471802711487,
-0.08394666761159897,
-0.0036000411491841078,
-0.02250799536705017,
-0.09595565497875214,
-0.04664988815784454,
-0.040135473012924194,
-0.10880720615386963,
0.02289424277842045,
0.07203473150730133,
0.07615993171930313,
-0.019191596657037735,
-0.07782641053199768,
0.03218124434351921,
-0.05899441987276077,
0.03846118226647377,
0.10206375271081924,
0.07172022759914398,
-0.07620842754840851,
0.06553802639245987,
-0.03483846038579941,
0.14982031285762787,
-0.05325794592499733,
-0.03848135843873024,
-0.06426794826984406,
-0.004325577989220619,
-0.2565838396549225,
0.01253235898911953,
-0.135422945022583,
-0.007910175248980522,
-0.0013683824799954891,
-0.06374712288379669,
-0.02016446925699711,
0.05175149440765381,
-0.07046528160572052,
-0.02827267348766327,
-0.025091439485549927,
0.06753362715244293,
-0.10757029801607132,
-0.009075842797756195,
0.07690266519784927,
-0.052126914262771606,
0.1011725664138794,
0.07528064399957657,
-0.08029249310493469,
0.05565277859568596,
-0.06728806346654892,
-0.10545437037944794,
0.034890782088041306,
0.05999187007546425,
0.06319762766361237,
-0.04840087890625,
0.020825369283556938,
0.06279410421848297,
0.04855035990476608,
0.009501386433839798,
0.1308150738477707,
-0.07118449360132217,
0.017113765701651573,
-0.027509870007634163,
-0.07968955487012863,
-0.02301405370235443,
0.0257277712225914,
0.156801238656044,
0.09815506637096405,
0.0820377767086029,
-0.06413116306066513,
0.05158820003271103,
-0.024779928848147392,
0.011790753342211246,
-0.058232977986335754,
-0.10949688404798508,
0.033594824373722076,
-0.06476273387670517,
0.006885850336402655,
0.034869782626628876,
0.11387581378221512,
-0.03448336198925972,
0.12219052761793137,
-0.026508383452892303,
0.056546129286289215,
0.07314706593751907,
-0.02134445309638977,
0.1804773509502411,
0.04077574983239174,
-0.03805346041917801,
-0.0588972344994545,
0.013988337479531765,
0.060060255229473114,
0.057162657380104065,
0.06076013669371605,
0.06259816884994507,
0.022710328921675682,
0.08171127736568451,
0.08036986738443375,
0.04586251452565193,
-0.10934456437826157,
-0.18645265698432922,
0.09050280600786209,
0.05994744598865509,
-0.09735414385795593,
0.09399393200874329,
0.07446127384901047,
-0.07918282598257065,
0.06001877412199974,
0.036340098828077316,
-0.07587076723575592,
-0.113987497985363,
-0.09924313426017761,
-0.05102274939417839,
-0.07472993433475494,
-0.03378799930214882,
-0.09096545726060867,
0.022782932966947556,
0.026094594970345497,
0.07657477259635925,
-0.017020903527736664,
0.16125939786434174,
-0.12691564857959747,
-0.0619947724044323,
0.05931279435753822,
-0.020419901236891747,
0.0525643527507782,
0.08435442298650742,
-0.008980898186564445,
-0.05899401381611824,
0.06607887148857117,
0.03496115282177925,
0.05007248744368553,
0.02029235102236271,
0.03596283495426178,
-0.05495171993970871,
-0.05975981801748276,
-0.05841858312487602,
0.014519336633384228,
0.04302944615483284,
0.1776490956544876,
0.035850703716278076,
-0.0394403375685215,
0.006771402433514595,
0.09070075303316116,
-0.04708826169371605,
-0.21055570244789124,
-0.10074466466903687,
0.19745078682899475,
0.01873149164021015,
0.01557715144008398,
0.024622829630970955,
-0.08842134475708008,
-0.10314647108316422,
0.21043291687965393,
0.16438055038452148,
0.0703776404261589,
0.01500846166163683,
0.0027250361163169146,
0.014980492182075977,
0.001359076239168644,
0.11250268667936325,
0.05197027325630188,
0.19443756341934204,
-0.03622611239552498,
-0.019482426345348358,
-0.013868957757949829,
-0.01283829752355814,
-0.263231098651886,
0.04508296400308609,
-0.010668640956282616,
-0.06007779762148857,
0.02242199517786503,
0.08962725847959518,
-0.05172882229089737,
-0.06416818499565125,
-0.06531272083520889,
-0.026895955204963684,
-0.08375968784093857,
0.015260805375874043,
0.0263290386646986,
0.008867756463587284,
0.08490867912769318,
-0.016144679859280586,
0.06817255914211273,
0.13908083736896515,
0.02993858978152275,
-0.09744755923748016,
0.020549006760120392,
0.17175069451332092,
-0.017838215455412865,
0.11457384377717972,
0.037598367780447006,
0.059463921934366226,
0.0927223339676857,
0.01645345613360405,
-0.09553872048854828,
0.0285943690687418,
0.03839699551463127,
-0.028305668383836746,
0.09826041013002396,
0.11037055402994156,
-0.03956848010420799,
-0.06891052424907684,
-0.055438194423913956,
-0.037515584379434586,
0.010904518887400627,
0.1500188559293747,
0.0717049315571785,
-0.10023213177919388,
0.06874732673168182,
-0.17161858081817627,
0.05109983682632446,
0.12596707046031952,
-0.011336686089634895,
-0.03664432838559151,
-0.0725022405385971,
0.06659542769193649,
0.0379750095307827,
-0.05339265614748001,
-0.11410390585660934,
-0.16150128841400146,
-0.04270215332508087,
-0.10362381488084793,
0.06072652339935303,
-0.15754413604736328,
-0.014089243486523628,
0.0029846741817891598,
0.038645755499601364,
-0.11791901290416718,
0.018147094175219536,
0.09046604484319687,
-0.012202095240354538,
0.028432970866560936,
-0.1008349359035492,
-0.04518600180745125,
0.027916541323065758,
-0.14419116079807281,
-0.03606823831796646
] |
null | null | transformers |
# distilbert-base-en-es-it-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-es-it-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-es-it-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-es-it-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-es-it-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-es-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-es-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-es-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.0401296429336071,
0.05580699443817139,
-0.004369509872049093,
0.09146198630332947,
0.09437719732522964,
-0.051105231046676636,
0.12151104211807251,
0.08652441203594208,
-0.02883283607661724,
-0.004624104592949152,
0.054585859179496765,
0.03126804903149605,
0.027605336159467697,
0.08856721222400665,
-0.05162027105689049,
-0.2529686987400055,
0.009669145569205284,
0.06742481887340546,
-0.007922687567770481,
0.06979800015687943,
0.14205816388130188,
-0.07665832340717316,
0.053052566945552826,
0.021876828745007515,
-0.04711521416902542,
0.07578497380018234,
-0.02776394970715046,
-0.1110033392906189,
0.09761665016412735,
0.07240830361843109,
0.11064954102039337,
0.04170279949903488,
0.07229598611593246,
-0.049954961985349655,
0.01616891287267208,
0.006678029894828796,
0.0270775705575943,
0.00995156355202198,
0.011641385965049267,
-0.06355137377977371,
0.015326064079999924,
-0.12972521781921387,
-0.003877114038914442,
0.052689481526613235,
-0.014377208426594734,
-0.13971629738807678,
-0.052366048097610474,
0.05696571618318558,
0.07269857078790665,
0.03028995916247368,
0.01121425535529852,
0.17838414013385773,
-0.049762025475502014,
0.07443524152040482,
0.18095077574253082,
-0.23167525231838226,
-0.04739345237612724,
0.05531980097293854,
0.05117866396903992,
0.012848421931266785,
-0.03976735100150108,
0.033970218151807785,
0.06822960078716278,
0.07337463647127151,
-0.022838253527879715,
-0.10203560441732407,
-0.04551399499177933,
-0.08324270695447922,
-0.08407972007989883,
-0.026023810729384422,
0.16036540269851685,
-0.05065843462944031,
-0.11553913354873657,
-0.07371128350496292,
-0.033913545310497284,
0.18342284858226776,
-0.048829320818185806,
-0.009636461734771729,
-0.0020019218791276217,
-0.026751676574349403,
-0.05100954696536064,
-0.11069845408201218,
-0.14385376870632172,
-0.02882513403892517,
-0.11231828480958939,
0.19873979687690735,
0.06530506908893585,
0.023549042642116547,
-0.0434657521545887,
0.003806332591921091,
-0.04955336079001427,
-0.09162619709968567,
-0.016236720606684685,
-0.0918261930346489,
0.0788949579000473,
0.023618342354893684,
-0.07060522586107254,
-0.12022646516561508,
0.11684750765562057,
0.11871493607759476,
-0.07158087193965912,
-0.0019156355410814285,
-0.053081851452589035,
-0.017990030348300934,
0.06348596513271332,
0.11242368072271347,
-0.043977439403533936,
0.012132185511291027,
0.09070233255624771,
-0.04190320894122124,
0.045286379754543304,
0.011952809989452362,
-0.13163092732429504,
-0.08016511052846909,
0.04550725221633911,
0.1373806893825531,
0.01990208588540554,
0.05099000409245491,
0.017247991636395454,
-0.0155576067045331,
0.1157115176320076,
-0.14752992987632751,
0.043259862810373306,
-0.016239415854215622,
0.05324894189834595,
0.17376238107681274,
0.0037339285481721163,
-0.034316908568143845,
-0.14272916316986084,
-0.04640964791178703,
0.0035217481199651957,
-0.013860229402780533,
-0.023376837372779846,
-0.11635240912437439,
0.04360335320234299,
-0.0619778037071228,
-0.004695228300988674,
-0.18717120587825775,
-0.09749212116003036,
0.04740390181541443,
0.031945183873176575,
-0.014343352988362312,
-0.00394930737093091,
0.02956167608499527,
0.019724927842617035,
-0.013599277473986149,
-0.04503341764211655,
-0.07394714653491974,
-0.027902821078896523,
0.03825641795992851,
0.04008157178759575,
0.07864001393318176,
-0.11670175194740295,
0.02095849998295307,
-0.07782289385795593,
-0.003025167854502797,
-0.17412586510181427,
0.05499197170138359,
-0.07786460965871811,
0.006276068743318319,
-0.09955855458974838,
-0.11875113099813461,
0.07412643730640411,
0.009161851368844509,
0.029877135530114174,
0.11328807473182678,
-0.09630820900201797,
-0.04902144521474838,
0.1645653247833252,
-0.10820670425891876,
-0.02086464874446392,
0.20788756012916565,
0.02515678107738495,
-0.03687194734811783,
0.12710587680339813,
0.06035241112112999,
0.08715183287858963,
-0.1026434451341629,
-0.01680135540664196,
0.07583899050951004,
0.00480991043150425,
-0.018192127346992493,
0.06379669159650803,
-0.020240407437086105,
-0.05759134888648987,
0.024930855259299278,
-0.030029475688934326,
0.03446938842535019,
-0.02148262783885002,
-0.027743199840188026,
-0.03104589506983757,
-0.07270582765340805,
0.1179816871881485,
0.04087628424167633,
0.03967953100800514,
-0.09639368206262589,
-0.06454043835401535,
0.08200900256633759,
0.05550582706928253,
-0.07545332610607147,
0.04412410408258438,
-0.1065731793642044,
0.05541036278009415,
-0.06800583750009537,
0.021910885348916054,
-0.12818580865859985,
-0.04046831652522087,
0.03899337351322174,
-0.012459797784686089,
0.05796442925930023,
-0.003274647518992424,
0.06877519190311432,
0.05285552516579628,
-0.07567259669303894,
0.06417481601238251,
0.06881672888994217,
-0.014559625647962093,
-0.0063752708956599236,
-0.017799073830246925,
-0.03674164414405823,
-0.04503777623176575,
0.038612574338912964,
-0.02165815234184265,
0.005905592814087868,
-0.025218021124601364,
0.09380781650543213,
-0.058092791587114334,
0.06085021793842316,
0.04777807742357254,
0.05814038962125778,
-0.054419178515672684,
-0.028824618086218834,
0.056129876524209976,
-0.01903531514108181,
-0.04154400900006294,
0.08029143512248993,
0.0062432619743049145,
0.00725860008969903,
0.12882807850837708,
0.026082424446940422,
0.015142004936933517,
-0.011184838600456715,
-0.010379880666732788,
0.017062971368432045,
-0.03995276987552643,
-0.06468251347541809,
0.129736989736557,
0.00865674763917923,
0.10210821032524109,
-0.09259039163589478,
0.004328594077378511,
0.005055913235992193,
-0.09576251357793808,
-0.06864772737026215,
0.05811593681573868,
-0.0035031018778681755,
-0.10359343886375427,
0.08742113411426544,
0.10367608815431595,
-0.05080531910061836,
0.09974970668554306,
-0.03227927163243294,
-0.04547160863876343,
0.05319560691714287,
0.009411456063389778,
0.038851991295814514,
-0.019306469708681107,
-0.04656020179390907,
-0.04113425686955452,
0.07891128957271576,
-0.04816986620426178,
-0.01140472013503313,
-0.09397023916244507,
0.03783000633120537,
0.02034199982881546,
-0.04831775650382042,
-0.03267011418938637,
0.004027092829346657,
0.013818670995533466,
0.046466756612062454,
0.006395786069333553,
-0.02590487338602543,
0.03231621906161308,
0.021995114162564278,
-0.025439942255616188,
0.14722028374671936,
-0.1217404454946518,
-0.33864426612854004,
-0.20077404379844666,
-0.14053736627101898,
-0.14583651721477509,
0.06556478142738342,
0.09276213496923447,
-0.10737614333629608,
-0.0966268926858902,
-0.02149718441069126,
0.07479299604892731,
-0.009226717986166477,
-0.014926266856491566,
0.03660889342427254,
0.018371349200606346,
-0.006865016184747219,
-0.16045109927654266,
-0.016897933557629585,
0.04292402043938637,
-0.1192537322640419,
0.09746424853801727,
-0.06790812313556671,
0.0690748319029808,
0.06037374958395958,
-0.0510084331035614,
-0.004537641070783138,
-0.02658306248486042,
0.07950938493013382,
0.005223840940743685,
0.04516712576150894,
0.22600974142551422,
-0.004812310915440321,
0.060818422585725784,
0.09730804711580276,
0.05657413229346275,
-0.011777828447520733,
0.048530351370573044,
0.00110621377825737,
-0.050640616565942764,
-0.19305619597434998,
-0.07114630937576294,
-0.036496274173259735,
0.06619255244731903,
0.058465972542762756,
0.05253732204437256,
-0.019857345148921013,
0.09226901829242706,
-0.0647168979048729,
0.0500992015004158,
0.012152602896094322,
0.07849019765853882,
0.17821766436100006,
0.000246710202191025,
0.10187782347202301,
-0.05989419296383858,
-0.11650718748569489,
0.1049429327249527,
0.02537049725651741,
0.07978242635726929,
-0.01116611622273922,
0.08850592374801636,
0.045701801776885986,
0.03540442883968353,
0.09303019940853119,
0.22187869250774384,
-0.02185499295592308,
0.0196482352912426,
-0.00141679507214576,
-0.06560219079256058,
-0.03837110474705696,
-0.028529522940516472,
0.061848998069763184,
-0.039195213466882706,
-0.029363833367824554,
-0.05262928083539009,
0.025060851126909256,
0.20870980620384216,
0.06423530727624893,
-0.1683378368616104,
-0.08536302298307419,
0.038210298866033554,
-0.08721810579299927,
-0.08809015899896622,
0.030343279242515564,
0.04378780350089073,
-0.11919815093278885,
0.10709016770124435,
0.012121479026973248,
0.0979992225766182,
-0.04605069383978844,
0.020507365465164185,
-0.16554571688175201,
0.05096455290913582,
0.025504201650619507,
0.11557155847549438,
-0.1895587295293808,
0.12465886771678925,
0.022414425387978554,
0.05978253856301308,
-0.10174120217561722,
0.05894874408841133,
0.04559407755732536,
0.06762518733739853,
0.09890639781951904,
-0.013286798261106014,
0.13423630595207214,
-0.1297810673713684,
-0.09282051771879196,
0.052250560373067856,
0.06050342321395874,
0.03838064894080162,
0.08661332726478577,
-0.013363379053771496,
-0.04311731085181236,
-0.023093972355127335,
-0.0053168851882219315,
-0.19224125146865845,
-0.16839563846588135,
0.040913522243499756,
0.04148053750395775,
-0.030669258907437325,
-0.04428940638899803,
-0.10522104799747467,
-0.0485805943608284,
0.16683514416217804,
0.06667428463697433,
-0.15240159630775452,
-0.07499329745769501,
-0.08855876326560974,
0.14570240676403046,
-0.09223708510398865,
0.08934539556503296,
-0.05438297614455223,
0.1335616111755371,
-0.08266562968492508,
-0.0808078870177269,
-0.03335709497332573,
-0.10702511668205261,
-0.05899897962808609,
0.05359509587287903,
0.1570025086402893,
-0.012045569717884064,
0.03674733638763428,
0.08293777704238892,
-0.012056236155331135,
-0.0024149164091795683,
-0.08830256760120392,
-0.06004413589835167,
0.03546331822872162,
0.13108952343463898,
0.09453070163726807,
-0.09333941340446472,
-0.18825474381446838,
-0.02114802971482277,
-0.0023204509634524584,
0.21515999734401703,
0.20124903321266174,
-0.00927763618528843,
0.041553374379873276,
0.28712430596351624,
-0.004587454255670309,
-0.2825908958911896,
-0.19043393433094025,
-0.007166301365941763,
0.019660621881484985,
-0.07214473932981491,
-0.1362428218126297,
0.10053814947605133,
0.02151251770555973,
-0.01686824858188629,
-0.05901661515235901,
-0.14645232260227203,
-0.09026180952787399,
0.1947583258152008,
0.06265206634998322,
0.10568776726722717,
-0.12696583569049835,
-0.052247099578380585,
-0.1371413767337799,
-0.16481555998325348,
0.11345213651657104,
-0.05713770166039467,
0.10884496569633484,
-0.019339561462402344,
0.06023465469479561,
0.028309877961874008,
-0.01621565967798233,
0.1130463182926178,
-0.031544387340545654,
-0.04305405169725418,
-0.07936837524175644,
0.01091317180544138,
0.0961046889424324,
0.0006734759663231671,
0.1719147115945816,
-0.06727664917707443,
-0.008732191286981106,
0.033841200172901154,
-0.08477380871772766,
-0.059014588594436646,
0.11189975589513779,
0.0027594466228038073,
-0.08347827941179276,
-0.03331378102302551,
-0.0018794448114931583,
-0.04676935449242592,
-0.010651977732777596,
0.07204203307628632,
-0.010895910672843456,
0.02677730843424797,
0.15331880748271942,
0.18746672570705414,
-0.14587382972240448,
0.061000119894742966,
-0.02318553626537323,
-0.09728401154279709,
0.03981897234916687,
0.0006303830305114388,
0.0528731532394886,
0.05584033951163292,
0.015890013426542282,
0.06485897302627563,
0.03561536222696304,
-0.04112076014280319,
0.01141325756907463,
0.08818480372428894,
-0.07072659581899643,
-0.2097529023885727,
-0.016038211062550545,
-0.041408415883779526,
-0.07350438833236694,
0.10825224220752716,
0.11382713913917542,
-0.027194544672966003,
-0.0904577448964119,
-0.008117565885186195,
0.026210129261016846,
-0.0279974527657032,
0.10440871119499207,
0.07325049489736557,
0.025075050070881844,
-0.10779279470443726,
0.08822216093540192,
0.1087387353181839,
-0.10294617712497711,
0.012187839485704899,
0.09924200177192688,
-0.07772171497344971,
-0.09735046327114105,
0.03132307901978493,
-0.031410522758960724,
-0.07547441124916077,
-0.07767165452241898,
-0.03916890174150467,
-0.11101482063531876,
-0.003126257099211216,
0.07553481310606003,
0.0723285973072052,
-0.02483564056456089,
-0.03314180299639702,
0.018957873806357384,
-0.08013293147087097,
0.06314215064048767,
0.09873927384614944,
0.06577038764953613,
-0.08728577941656113,
0.06509921699762344,
-0.028176207095384598,
0.13155286014080048,
-0.05105430632829666,
-0.024054953828454018,
-0.07606763392686844,
-0.01616595685482025,
-0.2578919231891632,
0.04318675398826599,
-0.1321948915719986,
-0.004301117733120918,
-0.0015850866911932826,
-0.05483873933553696,
-0.006378666963428259,
0.0473356731235981,
-0.06580062210559845,
-0.010660245083272457,
-0.01913856342434883,
0.06778272986412048,
-0.11753351241350174,
-0.022734440863132477,
0.06201967969536781,
-0.03848404809832573,
0.09755981713533401,
0.04857398569583893,
-0.08307947963476181,
0.07826831191778183,
-0.10194674879312515,
-0.11788788437843323,
0.04185501113533974,
0.06057202070951462,
0.05029193311929703,
-0.052088722586631775,
0.02005934529006481,
0.09551117569208145,
0.045496344566345215,
0.017985552549362183,
0.13923414051532745,
-0.06931813061237335,
0.020378263667225838,
-0.014358839020133018,
-0.07355975359678268,
-0.012494665570557117,
0.021460648626089096,
0.13178104162216187,
0.05680055543780327,
0.10412535071372986,
-0.10056093335151672,
0.0417863130569458,
-0.03205837309360504,
0.017521964386105537,
-0.06878018379211426,
-0.13802964985370636,
0.0071364641189575195,
-0.03485385328531265,
0.007317769806832075,
0.04525236412882805,
0.10080935806035995,
-0.011805754154920578,
0.14114709198474884,
-0.011907807551324368,
0.013845380395650864,
0.08165977150201797,
-0.016153043136000633,
0.18366284668445587,
0.02763550914824009,
-0.047939494252204895,
-0.07273513078689575,
0.0005523125873878598,
0.058058664202690125,
0.0012349620228633285,
0.07432196289300919,
0.08826453238725662,
0.011222145520150661,
0.0733565166592598,
0.05621439963579178,
0.049942269921302795,
-0.10390811413526535,
-0.19900228083133698,
0.07740668207406998,
0.041697096079587936,
-0.09098578989505768,
0.08969853073358536,
0.11130988597869873,
-0.06376932561397552,
0.046396613121032715,
0.0020517802331596613,
-0.06744781881570816,
-0.12233893573284149,
-0.11280737072229385,
-0.07126650214195251,
-0.06792249530553818,
-0.030402014032006264,
-0.09202112257480621,
-0.006765400059521198,
0.0032805236987769604,
0.07755781710147858,
-0.03798684850335121,
0.17724737524986267,
-0.12320109456777573,
-0.05989786982536316,
0.059813059866428375,
-0.021219033747911453,
0.042289622128009796,
0.08914388716220856,
0.0016984706744551659,
-0.0447121262550354,
0.06051742285490036,
0.03641904518008232,
0.059680283069610596,
0.017310114577412605,
0.03542037680745125,
-0.06067206710577011,
-0.05689115822315216,
-0.05285727605223656,
0.036866988986730576,
0.06029999628663063,
0.18096789717674255,
0.041657187044620514,
-0.03502882272005081,
0.01760360784828663,
0.11217590421438217,
-0.0351889543235302,
-0.23258401453495026,
-0.08480553328990936,
0.23301950097084045,
0.02411162108182907,
0.027272922918200493,
0.02726997807621956,
-0.09867292642593384,
-0.07714708894491196,
0.21903975307941437,
0.153767928481102,
0.07849977165460587,
0.030638404190540314,
-0.039983946830034256,
0.01801844872534275,
-0.0189605001360178,
0.11969955265522003,
0.07557124644517899,
0.20561067759990692,
-0.04143945872783661,
-0.002614801749587059,
-0.003843801561743021,
-0.002064652740955353,
-0.2804342806339264,
0.032769810408353806,
-0.019778182730078697,
-0.046760477125644684,
0.006234210915863514,
0.08491405844688416,
-0.027737637981772423,
-0.06996764987707138,
-0.09987008571624756,
-0.03554057702422142,
-0.07613794505596161,
0.0300223920494318,
0.03589428961277008,
0.0003516322176437825,
0.06435902416706085,
-0.010747737251222134,
0.06876951456069946,
0.11003973335027695,
0.019119689241051674,
-0.07962732017040253,
0.031385645270347595,
0.14666590094566345,
-0.010285611264407635,
0.13396558165550232,
0.04511081427335739,
0.07379531860351562,
0.09397435933351517,
0.002130454173311591,
-0.11135302484035492,
0.06871955096721649,
0.03799044340848923,
-0.028077101334929466,
0.11647075414657593,
0.09746872633695602,
-0.0405023954808712,
-0.04285327345132828,
-0.04179460182785988,
-0.04663469269871712,
0.010612845420837402,
0.15863050520420074,
0.03977863863110542,
-0.0996570885181427,
0.08906364440917969,
-0.16473765671253204,
0.06433913111686707,
0.11280350387096405,
-0.01806541532278061,
-0.040406156331300735,
-0.07828281074762344,
0.06980283558368683,
0.04333527386188507,
-0.07923075556755066,
-0.08458709716796875,
-0.16161136329174042,
-0.03163088858127594,
-0.07980841398239136,
0.0806514173746109,
-0.18700642883777618,
0.0008539980626665056,
-0.019248077645897865,
0.03927183523774147,
-0.14666661620140076,
0.01994149759411812,
0.0850728303194046,
-0.009161639958620071,
0.023007605224847794,
-0.10441253334283829,
-0.049326036125421524,
0.02993667498230934,
-0.14053314924240112,
-0.047383055090904236
] |
null | null | transformers |
# distilbert-base-en-es-pt-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-es-pt-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-es-pt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-es-pt-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-es-pt-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-es-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-es-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-es-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.04251757264137268,
0.04908986762166023,
-0.00441242940723896,
0.09109120070934296,
0.09475500881671906,
-0.05136959254741669,
0.11835382133722305,
0.08886969089508057,
-0.033213116228580475,
-0.0021597237791866064,
0.05471686273813248,
0.03348182514309883,
0.02900654636323452,
0.09432308375835419,
-0.05008859932422638,
-0.2565794587135315,
0.011598464101552963,
0.0714661031961441,
-0.005008575972169638,
0.07442910969257355,
0.14161574840545654,
-0.0750916376709938,
0.05460348352789879,
0.023526091128587723,
-0.043204303830862045,
0.07222132384777069,
-0.029387956485152245,
-0.11272957175970078,
0.09895080327987671,
0.07301878929138184,
0.10710500180721283,
0.04180475324392319,
0.07053811848163605,
-0.04920331388711929,
0.015367054380476475,
0.012536807917058468,
0.028615286573767662,
0.010435531847178936,
0.01768101379275322,
-0.05775957182049751,
0.01781093329191208,
-0.12723416090011597,
0.0019556276965886354,
0.05061465874314308,
-0.013233768753707409,
-0.15220201015472412,
-0.05090221390128136,
0.06417099386453629,
0.07624446600675583,
0.031104376539587975,
0.010598019696772099,
0.19438263773918152,
-0.04667696729302406,
0.07294606417417526,
0.18256613612174988,
-0.23589272797107697,
-0.048315152525901794,
0.0482894629240036,
0.048084720969200134,
0.020418521016836166,
-0.03396826237440109,
0.028840241953730583,
0.06937496364116669,
0.07299480587244034,
-0.022207682952284813,
-0.10283800959587097,
-0.03494216129183769,
-0.08626572787761688,
-0.0898296982049942,
-0.02659858576953411,
0.16634763777256012,
-0.05239616706967354,
-0.11467387527227402,
-0.07417074590921402,
-0.03422508016228676,
0.18153904378414154,
-0.048382654786109924,
-0.014360141009092331,
-0.0043259491212666035,
-0.02632501721382141,
-0.051200106739997864,
-0.10761440545320511,
-0.14480982720851898,
-0.02755698375403881,
-0.10911361128091812,
0.18107600510120392,
0.07116404920816422,
0.022514529526233673,
-0.042839258909225464,
0.005620103795081377,
-0.05723277106881142,
-0.08431187272071838,
-0.017377300187945366,
-0.09599398821592331,
0.07992427796125412,
0.01986636035144329,
-0.0673675537109375,
-0.1151721253991127,
0.11045780032873154,
0.12330524623394012,
-0.07185463607311249,
0.001498504774644971,
-0.056115131825208664,
-0.01695484295487404,
0.0623307079076767,
0.11213719844818115,
-0.04927167296409607,
0.021767448633909225,
0.08779966831207275,
-0.04486517980694771,
0.03880375996232033,
0.013494347222149372,
-0.12832364439964294,
-0.0765736997127533,
0.05101795122027397,
0.1342048943042755,
0.01525803841650486,
0.05373087897896767,
0.019345177337527275,
-0.018912622705101967,
0.12484319508075714,
-0.14431321620941162,
0.04151683673262596,
-0.017097976058721542,
0.0571296252310276,
0.18544816970825195,
0.00895384419709444,
-0.034698549658060074,
-0.1489803045988083,
-0.042091552168130875,
0.001889886218123138,
-0.014530579559504986,
-0.02006271481513977,
-0.11381494253873825,
0.04252634942531586,
-0.0649225115776062,
-0.00787897314876318,
-0.19000178575515747,
-0.09246501326560974,
0.046590376645326614,
0.026659319177269936,
-0.011597034521400928,
-0.007675517816096544,
0.03161044791340828,
0.021878153085708618,
-0.01747806929051876,
-0.04688280448317528,
-0.07046627998352051,
-0.02804544009268284,
0.04032168164849281,
0.035242825746536255,
0.07557997107505798,
-0.11528179794549942,
0.02280259132385254,
-0.07957500964403152,
-0.004384397063404322,
-0.1805107593536377,
0.05145665258169174,
-0.07657969743013382,
0.002193023217841983,
-0.10489657521247864,
-0.1259826123714447,
0.07085377722978592,
0.009508255869150162,
0.024873290210962296,
0.11016525328159332,
-0.09274326264858246,
-0.0518006756901741,
0.16901108622550964,
-0.11047770828008652,
-0.02490730583667755,
0.2087036669254303,
0.026351790875196457,
-0.03371340036392212,
0.12645697593688965,
0.05939565971493721,
0.0890078991651535,
-0.10851253569126129,
-0.010233803652226925,
0.07492677122354507,
0.004809337202459574,
-0.02431693859398365,
0.06565878540277481,
-0.025174200534820557,
-0.06171161308884621,
0.023109667003154755,
-0.041026048362255096,
0.02960580214858055,
-0.021826865151524544,
-0.026398375630378723,
-0.03088684380054474,
-0.07334455847740173,
0.11274808645248413,
0.042519036680459976,
0.042038194835186005,
-0.09421255439519882,
-0.06488679349422455,
0.08838076889514923,
0.0575910322368145,
-0.07497802376747131,
0.04597748443484306,
-0.1061026006937027,
0.05380630120635033,
-0.06659013777971268,
0.020309370011091232,
-0.12662185728549957,
-0.03690989315509796,
0.038771435618400574,
-0.009325399063527584,
0.05964706838130951,
-0.0024130067322403193,
0.07210372388362885,
0.05018601939082146,
-0.07541035860776901,
0.06328615546226501,
0.07058322429656982,
-0.014723366126418114,
-0.010442884638905525,
-0.018170105293393135,
-0.0329439714550972,
-0.043481726199388504,
0.03759597986936569,
-0.013887520879507065,
0.006769165396690369,
-0.024841461330652237,
0.09579873830080032,
-0.05788704380393028,
0.05860200151801109,
0.04357597604393959,
0.06065646559000015,
-0.05229473114013672,
-0.028513707220554352,
0.05728938430547714,
-0.019747942686080933,
-0.036178868263959885,
0.08310659974813461,
0.005931957624852657,
0.010157897137105465,
0.13148316740989685,
0.025692081078886986,
0.01206035166978836,
-0.013971470296382904,
-0.011802376247942448,
0.01782502792775631,
-0.040805086493492126,
-0.06556100398302078,
0.13098086416721344,
0.008929844945669174,
0.10194212943315506,
-0.09656934440135956,
-0.0004330978263169527,
0.006669888272881508,
-0.09591975063085556,
-0.07044453918933868,
0.06099960207939148,
0.007992028258740902,
-0.09296179562807083,
0.08900811523199081,
0.10393296927213669,
-0.04635576531291008,
0.09481886774301529,
-0.03316079452633858,
-0.051930446177721024,
0.057737451046705246,
0.015425782650709152,
0.04011037200689316,
-0.023811500519514084,
-0.05009077861905098,
-0.040600188076496124,
0.08217362314462662,
-0.045009929686784744,
-0.008790913969278336,
-0.09565378725528717,
0.035756081342697144,
0.019299669191241264,
-0.04545477777719498,
-0.03346601873636246,
0.0050199623219668865,
0.016293801367282867,
0.04910721257328987,
0.005836739204823971,
-0.02789216674864292,
0.031178658828139305,
0.026799213141202927,
-0.029642712324857712,
0.1439550369977951,
-0.12363734096288681,
-0.3448791205883026,
-0.20134000480175018,
-0.12820279598236084,
-0.14252494275569916,
0.06478521972894669,
0.09252519905567169,
-0.11152560263872147,
-0.09706443548202515,
-0.02258930541574955,
0.07354765385389328,
-0.013235941529273987,
-0.01111834030598402,
0.03353460878133774,
0.018294233828783035,
-0.006331340875476599,
-0.15837784111499786,
-0.016658732667565346,
0.04216175898909569,
-0.12638206779956818,
0.10001987218856812,
-0.07250242680311203,
0.06690967082977295,
0.0682746171951294,
-0.049503251910209656,
-0.0026124343276023865,
-0.027273030951619148,
0.07912158966064453,
0.0025830427184700966,
0.04756976664066315,
0.22726473212242126,
-0.006121573969721794,
0.06207806617021561,
0.08871257305145264,
0.05143136903643608,
-0.011298872530460358,
0.05119613930583,
0.00402074633166194,
-0.05197938531637192,
-0.19499127566814423,
-0.07028453052043915,
-0.03471096605062485,
0.06859344244003296,
0.06279995292425156,
0.05250095576047897,
-0.016898442059755325,
0.0958927720785141,
-0.0673767700791359,
0.04998611658811569,
0.013850697316229343,
0.08004730194807053,
0.17234627902507782,
-0.0026361511554569006,
0.10476411879062653,
-0.06051157787442207,
-0.12097103893756866,
0.10767559707164764,
0.022404087707400322,
0.08401934057474136,
-0.0127885602414608,
0.0770772397518158,
0.04750652238726616,
0.04340224713087082,
0.09017764031887054,
0.2233947217464447,
-0.02474377676844597,
0.022474447265267372,
-0.003969490993767977,
-0.06398911029100418,
-0.03741822764277458,
-0.02588452771306038,
0.06198268383741379,
-0.045648783445358276,
-0.030595052987337112,
-0.054648060351610184,
0.0259110014885664,
0.2111508995294571,
0.06279030442237854,
-0.16774941980838776,
-0.08188319206237793,
0.03496760502457619,
-0.0852176621556282,
-0.0888042002916336,
0.03424333035945892,
0.041150640696287155,
-0.1224302127957344,
0.10835468769073486,
0.012490672990679741,
0.09976278245449066,
-0.04963184520602226,
0.019492976367473602,
-0.1594146490097046,
0.04538259282708168,
0.024060778319835663,
0.11393565684556961,
-0.19440819323062897,
0.12484776973724365,
0.018905075266957283,
0.058587443083524704,
-0.10486090928316116,
0.05765468627214432,
0.04179518297314644,
0.06912507116794586,
0.0990879163146019,
-0.01199424173682928,
0.14117763936519623,
-0.1313808709383011,
-0.09583886712789536,
0.052208706736564636,
0.05935484915971756,
0.0400514230132103,
0.08286654949188232,
-0.012857538647949696,
-0.03947778046131134,
-0.02100595086812973,
-0.007042767945677042,
-0.18866364657878876,
-0.16302746534347534,
0.04190891236066818,
0.03470776230096817,
-0.04016663879156113,
-0.04393555223941803,
-0.1053289845585823,
-0.059697508811950684,
0.1592109650373459,
0.06821101158857346,
-0.155251145362854,
-0.0734669417142868,
-0.0998983159661293,
0.14543414115905762,
-0.09224719554185867,
0.08845499157905579,
-0.05027325823903084,
0.13000527024269104,
-0.07942944020032883,
-0.07831151783466339,
-0.031391486525535583,
-0.10512436181306839,
-0.06342796981334686,
0.05644077807664871,
0.160048246383667,
-0.011487823911011219,
0.03594740480184555,
0.07957015931606293,
-0.013738645240664482,
-0.001661839778535068,
-0.08972853422164917,
-0.058825086802244186,
0.031967129558324814,
0.12593084573745728,
0.09129919111728668,
-0.09329559653997421,
-0.18099549412727356,
-0.02569863386452198,
-0.0034290875773876905,
0.21004366874694824,
0.20365603268146515,
-0.00849943794310093,
0.042577438056468964,
0.28254419565200806,
-0.0027747543063014746,
-0.28157490491867065,
-0.18482841551303864,
-0.00909965019673109,
0.011077791452407837,
-0.07020323723554611,
-0.1352471560239792,
0.09906832873821259,
0.028856121003627777,
-0.015202394686639309,
-0.06342984735965729,
-0.15496350824832916,
-0.0928206518292427,
0.20318715274333954,
0.06462890654802322,
0.10021145641803741,
-0.12920354306697845,
-0.050916317850351334,
-0.1348569542169571,
-0.16169540584087372,
0.11077897995710373,
-0.06476115435361862,
0.10435345023870468,
-0.019980421289801598,
0.06363432854413986,
0.02817290462553501,
-0.015711480751633644,
0.11152380704879761,
-0.025591570883989334,
-0.043201494961977005,
-0.07934053242206573,
0.020580310374498367,
0.087889663875103,
0.005161214619874954,
0.17349721491336823,
-0.058081235736608505,
-0.011096193455159664,
0.025593549013137817,
-0.08580716699361801,
-0.06085459887981415,
0.1088600754737854,
0.0034739207476377487,
-0.08597702533006668,
-0.03544267266988754,
-0.002347005531191826,
-0.04810142517089844,
-0.013928228057920933,
0.06847530603408813,
-0.011297284625470638,
0.02859068661928177,
0.15212500095367432,
0.18655915558338165,
-0.14132878184318542,
0.05111747980117798,
-0.02416337840259075,
-0.09889470785856247,
0.041359249502420425,
0.0023829720448702574,
0.05368967726826668,
0.057423077523708344,
0.012726443819701672,
0.06619824469089508,
0.0360727459192276,
-0.043632667511701584,
0.007555214688181877,
0.08607109636068344,
-0.07148882746696472,
-0.212614044547081,
-0.013053219765424728,
-0.04583122581243515,
-0.06867673993110657,
0.11084942519664764,
0.11488363891839981,
-0.030281471088528633,
-0.09193852543830872,
-0.007887414656579494,
0.02832910791039467,
-0.028688477352261543,
0.11129546165466309,
0.07713182270526886,
0.021544568240642548,
-0.1095605120062828,
0.08959423750638962,
0.10798189043998718,
-0.10041732341051102,
0.0129500487819314,
0.0970100536942482,
-0.07851412147283554,
-0.0970083624124527,
0.04097936302423477,
-0.038542140275239944,
-0.07573998719453812,
-0.07709039747714996,
-0.03724595904350281,
-0.11139442026615143,
0.0025062658824026585,
0.06651783734560013,
0.07106707245111465,
-0.02663586474955082,
-0.030929651111364365,
0.020743731409311295,
-0.08256209641695023,
0.05950280278921127,
0.10256487876176834,
0.0667513981461525,
-0.08751308172941208,
0.0791911855340004,
-0.028272384777665138,
0.12930119037628174,
-0.051346197724342346,
-0.020904531702399254,
-0.07905743271112442,
-0.013986573554575443,
-0.25368744134902954,
0.04063501954078674,
-0.13103684782981873,
-0.006386905442923307,
0.0018571726977825165,
-0.05584603175520897,
-0.006070089992135763,
0.04825868830084801,
-0.06716645509004593,
-0.007560387719422579,
-0.01882457174360752,
0.06708771735429764,
-0.11865318566560745,
-0.02082069031894207,
0.06339133530855179,
-0.03767428174614906,
0.09716825187206268,
0.04833716154098511,
-0.08694374561309814,
0.08013506978750229,
-0.09360683709383011,
-0.11302021890878677,
0.044633686542510986,
0.06227802112698555,
0.049465492367744446,
-0.04788755625486374,
0.0228081364184618,
0.09649312496185303,
0.04605358466506004,
0.021600980311632156,
0.14335541427135468,
-0.07037412375211716,
0.0232150387018919,
-0.015977373346686363,
-0.07431019097566605,
-0.009426536969840527,
0.02035042643547058,
0.12999321520328522,
0.0619138665497303,
0.1008368507027626,
-0.10305125266313553,
0.04231853410601616,
-0.03342338278889656,
0.015258594416081905,
-0.0669594556093216,
-0.13501079380512238,
0.018032098188996315,
-0.03092067316174507,
0.007544265128672123,
0.04568367078900337,
0.10306122899055481,
-0.011270780116319656,
0.13751889765262604,
-0.011077124625444412,
0.014742537401616573,
0.07770922780036926,
-0.017511826008558273,
0.18128767609596252,
0.027470868080854416,
-0.04695386067032814,
-0.07464907318353653,
0.00007621102849952877,
0.05655664950609207,
0.004754103720188141,
0.07853204756975174,
0.08696608245372772,
0.008396496996283531,
0.07129384577274323,
0.054395269602537155,
0.049758102744817734,
-0.10107287019491196,
-0.20126935839653015,
0.08067779988050461,
0.04306834936141968,
-0.08976759761571884,
0.09779174625873566,
0.1112869456410408,
-0.06503868848085403,
0.0446774996817112,
0.002998889656737447,
-0.06853540986776352,
-0.12728609144687653,
-0.1095854714512825,
-0.07198191434144974,
-0.07188386470079422,
-0.03129534050822258,
-0.09339296817779541,
-0.01162570808082819,
0.0008730265544727445,
0.08170156925916672,
-0.03783087804913521,
0.1757381558418274,
-0.12555935978889465,
-0.06398916244506836,
0.06076228246092796,
-0.02066417783498764,
0.041259124875068665,
0.08353473246097565,
0.0007294906536117196,
-0.03926841542124748,
0.05981249362230301,
0.03807374835014343,
0.0550091415643692,
0.01360862236469984,
0.03409332036972046,
-0.06018213555216789,
-0.05396205186843872,
-0.05546499043703079,
0.036841534078121185,
0.055805593729019165,
0.18452706933021545,
0.042915381491184235,
-0.034963954240083694,
0.015680532902479172,
0.1069934219121933,
-0.035682495683431625,
-0.23030859231948853,
-0.088388592004776,
0.24108898639678955,
0.023109592497348785,
0.027604633942246437,
0.032690636813640594,
-0.09586995095014572,
-0.0755607932806015,
0.22615797817707062,
0.1543560028076172,
0.07749436795711517,
0.029821176081895828,
-0.040013715624809265,
0.019217779859900475,
-0.01641075126826763,
0.12408480048179626,
0.0811241865158081,
0.20086552202701569,
-0.04054370895028114,
0.0003590365522541106,
-0.002429814310744405,
0.002155015943571925,
-0.2782275080680847,
0.02684013359248638,
-0.015418430790305138,
-0.04840917885303497,
0.005744866095483303,
0.08605550974607468,
-0.027789559215307236,
-0.0665135309100151,
-0.10155614465475082,
-0.028227241709828377,
-0.07715121656656265,
0.03288945183157921,
0.030352020636200905,
-0.004211741965264082,
0.06420931220054626,
-0.009210425429046154,
0.06977613270282745,
0.11846315115690231,
0.022328417748212814,
-0.08234529942274094,
0.02483038231730461,
0.14934049546718597,
-0.006065846886485815,
0.13119597733020782,
0.04647189751267433,
0.07554840296506882,
0.08978929370641708,
0.0020436502527445555,
-0.10897591710090637,
0.06647833436727524,
0.036861080676317215,
-0.025994064286351204,
0.11109112203121185,
0.09299448132514954,
-0.042672984302043915,
-0.04636775702238083,
-0.03809243068099022,
-0.05343608558177948,
0.006244290620088577,
0.15637731552124023,
0.04291435703635216,
-0.1016056165099144,
0.09075489640235901,
-0.1701499968767166,
0.06308060139417648,
0.11305219680070877,
-0.017749452963471413,
-0.040317025035619736,
-0.0798875242471695,
0.07018119841814041,
0.03887646645307541,
-0.07747030258178711,
-0.07985686510801315,
-0.16155527532100677,
-0.03620120510458946,
-0.08751080930233002,
0.08160698413848877,
-0.1864011436700821,
0.005133078899234533,
-0.02487286552786827,
0.036060456186532974,
-0.14965687692165375,
0.023929236456751823,
0.07262985408306122,
-0.00841524451971054,
0.021540464833378792,
-0.09755833446979523,
-0.050118546932935715,
0.031285639852285385,
-0.13679027557373047,
-0.040885090827941895
] |
null | null | transformers |
# distilbert-base-en-es-zh-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-es-zh-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-es-zh-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": ["multilingual", "en", "es", "zh"], "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-es-zh-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"en",
"es",
"zh",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual",
"en",
"es",
"zh"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #es #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-es-zh-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-es-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #es #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-es-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
66,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #es #zh #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-es-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.056916575878858566,
0.0013326425105333328,
-0.003658485598862171,
0.05006152763962746,
0.06747185438871384,
-0.048215750604867935,
0.1103479191660881,
0.0914607048034668,
0.012993833050131798,
0.0034917225129902363,
0.01655200868844986,
0.01093568466603756,
0.031385425478219986,
0.06812982261180878,
-0.03129744529724121,
-0.2370975911617279,
0.0063634891994297504,
0.08734750747680664,
-0.05240906774997711,
0.04358518123626709,
0.15136989951133728,
-0.09068433195352554,
0.055412657558918,
0.05206877365708351,
-0.011948375031352043,
0.07472603768110275,
-0.04707182198762894,
-0.0849342793226242,
0.09503068029880524,
0.09686115384101868,
0.06891846656799316,
0.07548320293426514,
0.07118364423513412,
-0.09050117433071136,
0.018659086897969246,
0.0058769905008375645,
0.013469401746988297,
-0.01105542667210102,
0.006350201554596424,
-0.0703236535191536,
0.06063544750213623,
-0.18581166863441467,
-0.05823496729135513,
0.07350469380617142,
0.030086636543273926,
-0.17801521718502045,
-0.05867965519428253,
0.09430534392595291,
0.04757344350218773,
0.016258524730801582,
0.004735472612082958,
0.1885112226009369,
-0.04781452938914299,
0.0454254075884819,
0.24823333323001862,
-0.23456811904907227,
-0.030430205166339874,
0.060812514275312424,
0.0930742546916008,
0.013174084946513176,
-0.0525321327149868,
0.06448863446712494,
0.07898351550102234,
0.030618177726864815,
-0.04928793013095856,
-0.0895104855298996,
0.07846112549304962,
-0.05823859944939613,
-0.10927791893482208,
-0.012872591614723206,
0.17321625351905823,
-0.028398362919688225,
-0.10164323449134827,
-0.09166114777326584,
-0.03822844848036766,
0.17911013960838318,
-0.043784789741039276,
0.02640480548143387,
-0.020289015024900436,
-0.030567359179258347,
-0.04209502786397934,
-0.11093519628047943,
-0.1510613113641739,
-0.02041943557560444,
-0.06654418259859085,
0.2346249222755432,
0.0917554646730423,
0.02245943434536457,
-0.038521844893693924,
0.014406885020434856,
-0.02617941051721573,
-0.11002431809902191,
-0.03126438707113266,
-0.11970515549182892,
0.03711510822176933,
0.041437361389398575,
-0.05570291727781296,
-0.12816521525382996,
0.1574626863002777,
0.16625578701496124,
-0.02556043677031994,
0.024669133126735687,
-0.01597331464290619,
-0.019110828638076782,
0.07721412181854248,
0.09221486747264862,
-0.04410334303975105,
-0.0368957556784153,
0.09800958633422852,
-0.03755102679133415,
0.048431094735860825,
0.0007576528587378561,
-0.14783164858818054,
-0.11008306592702866,
0.05400005355477333,
0.13211758434772491,
-0.0068531581200659275,
0.050252754241228104,
0.05352546274662018,
-0.023562205955386162,
0.09072373807430267,
-0.11122773587703705,
0.008631695993244648,
-0.004978381097316742,
0.03629908338189125,
0.18379804491996765,
-0.002162048127502203,
-0.01961682364344597,
-0.1388191282749176,
-0.03274475038051605,
0.001433062832802534,
-0.027363570407032967,
-0.0063881403766572475,
-0.08845816552639008,
0.04208562523126602,
-0.07873539626598358,
0.026955725625157356,
-0.17220142483711243,
-0.08751901239156723,
0.053828295320272446,
0.021118978038430214,
0.013383089564740658,
-0.012445158325135708,
0.0537923201918602,
0.038417838513851166,
-0.024441663175821304,
-0.03361652046442032,
-0.03449300676584244,
-0.039838794618844986,
0.04324987158179283,
0.036523912101984024,
0.03978560119867325,
-0.11864114552736282,
0.009070830419659615,
-0.043582506477832794,
0.012085427530109882,
-0.07290493696928024,
0.03691411018371582,
-0.10079941153526306,
-0.0009001109283417463,
-0.0946662425994873,
-0.12262760102748871,
0.06712891161441803,
0.018307995051145554,
0.002271774923428893,
0.06398387998342514,
-0.07816537469625473,
-0.04916008934378624,
0.16555015742778778,
-0.10226861387491226,
-0.025945153087377548,
0.18469800055027008,
0.011233549565076828,
-0.04589319974184036,
0.11710992455482483,
0.0680350661277771,
0.13276086747646332,
-0.1309540718793869,
-0.030711062252521515,
0.07241330295801163,
0.0064139892347157,
-0.017150748521089554,
0.08061130344867706,
0.012152854353189468,
-0.027330728247761726,
0.022580381482839584,
-0.02777077816426754,
0.0362212136387825,
-0.02173997089266777,
-0.030040068551898003,
-0.02848627418279648,
-0.08791030198335648,
0.1456279158592224,
0.0423099584877491,
0.040876489132642746,
-0.0675087496638298,
-0.07087919861078262,
0.07746101170778275,
0.10360470414161682,
-0.07096299529075623,
0.042132794857025146,
-0.11222625523805618,
0.062331363558769226,
-0.02480052039027214,
0.025431454181671143,
-0.11742417514324188,
-0.0166937243193388,
0.03238464891910553,
-0.030729621648788452,
0.0800156444311142,
0.07087908685207367,
0.04357846453785896,
0.05580995976924896,
-0.07966481894254684,
0.053422026336193085,
0.04603609815239906,
-0.007604861631989479,
0.00019413149857427925,
-0.0356147326529026,
-0.06262658536434174,
-0.0274657029658556,
0.10356337577104568,
-0.07561899721622467,
0.01690729334950447,
0.010583881288766861,
0.09839127957820892,
-0.06580278277397156,
0.08692704886198044,
0.03925347328186035,
0.02050592377781868,
-0.05197823420166969,
-0.0033250749111175537,
0.05092110112309456,
-0.015081437304615974,
-0.0628456324338913,
0.03860544413328171,
0.0147347217425704,
-0.006119854748249054,
0.1027510017156601,
0.04414498433470726,
0.06921064108610153,
-0.04761037603020668,
-0.027468128129839897,
-0.0019833596888929605,
-0.03426939621567726,
-0.0853157788515091,
0.0947086289525032,
0.005020170472562313,
0.09028330445289612,
-0.11550796777009964,
-0.02067054621875286,
0.01518500316888094,
-0.10671751201152802,
-0.02656071074306965,
0.0695224404335022,
0.014058847911655903,
-0.14849168062210083,
0.06798684597015381,
0.07942387461662292,
-0.05458051338791847,
0.1652734875679016,
-0.06271069496870041,
-0.026111699640750885,
0.05645578354597092,
-0.0018819370307028294,
0.021863821893930435,
0.02559424377977848,
-0.04726601392030716,
-0.04206191748380661,
0.08814887702465057,
-0.06359284371137619,
0.012520145624876022,
-0.08843763172626495,
0.05200110375881195,
0.010538513772189617,
-0.04613402113318443,
0.005838490556925535,
0.05467625707387924,
0.0029426882974803448,
0.03917286545038223,
-0.010060488246381283,
0.020127641037106514,
0.018192999064922333,
0.009219706989824772,
-0.04478456825017929,
0.12128160893917084,
-0.10514255613088608,
-0.27920717000961304,
-0.1998487263917923,
-0.14066678285598755,
-0.18329240381717682,
0.033742718398571014,
0.08834370225667953,
-0.07371813803911209,
-0.07761822640895844,
0.007729007862508297,
0.08303824812173843,
-0.01791919209063053,
-0.01616758108139038,
0.017960119992494583,
0.04359184205532074,
-0.032301802188158035,
-0.1657659411430359,
-0.025789538398385048,
-0.000990314525552094,
-0.10775522142648697,
0.07459868490695953,
-0.08122801780700684,
0.07432165741920471,
0.05603547766804695,
-0.038678888231515884,
0.019079430028796196,
-0.02748316526412964,
0.05095259100198746,
-0.004789648111909628,
0.06918273866176605,
0.2636656165122986,
0.0028237556107342243,
0.06785008311271667,
0.07643714547157288,
0.040306948125362396,
0.009550152346491814,
0.03368658944964409,
0.025847632437944412,
-0.06557159125804901,
-0.19772091507911682,
-0.09069105237722397,
-0.05365587770938873,
0.003464147448539734,
0.03971753269433975,
0.057847026735544205,
0.05711408331990242,
0.07835869491100311,
-0.1024613231420517,
0.04779660329222679,
0.011073054745793343,
0.06914152950048447,
0.1484365612268448,
0.014412184245884418,
0.08462172001600266,
-0.07253796607255936,
-0.10072489082813263,
0.09912918508052826,
0.005634203553199768,
0.11635471135377884,
-0.028867270797491074,
0.11225235462188721,
0.07458175718784332,
0.03639063239097595,
0.1148785874247551,
0.19483855366706848,
-0.018703317269682884,
0.006093856878578663,
-0.0020523048005998135,
-0.07185303419828415,
-0.01925935223698616,
-0.01025347225368023,
0.06672634184360504,
-0.05019034445285797,
-0.023057090118527412,
-0.024645565077662468,
0.03644118830561638,
0.17894458770751953,
0.026859184727072716,
-0.08515805751085281,
-0.05769239366054535,
0.03324369341135025,
-0.07858064770698547,
-0.07252520322799683,
0.0008876958163455129,
0.02287740260362625,
-0.13044430315494537,
0.1413354128599167,
0.017245428636670113,
0.09212536364793777,
-0.03778606280684471,
0.03281237185001373,
-0.19491800665855408,
0.07589361071586609,
0.03202080354094505,
0.14125515520572662,
-0.17018276453018188,
0.09197830408811569,
0.02121022157371044,
0.05483495444059372,
-0.15961720049381256,
0.041035495698451996,
0.057497262954711914,
0.060616083443164825,
0.07828767597675323,
-0.000443597964476794,
0.09304867684841156,
-0.07890403270721436,
-0.0560496486723423,
0.04834818094968796,
0.06326821446418762,
0.017524797469377518,
0.08173156529664993,
-0.03300447389483452,
-0.046949002891778946,
-0.03329887613654137,
0.05163518711924553,
-0.17807705700397491,
-0.16846433281898499,
0.058911822736263275,
-0.0021451888605952263,
-0.0837821513414383,
-0.06085295230150223,
-0.09236018359661102,
-0.05917147174477577,
0.11151155084371567,
0.044082120060920715,
-0.16186167299747467,
-0.07434314489364624,
-0.06121917814016342,
0.13914507627487183,
-0.10764561593532562,
0.07634443789720535,
-0.019553672522306442,
0.16426140069961548,
-0.12060630321502686,
-0.09077273309230804,
-0.07654403895139694,
-0.08730307966470718,
-0.08346645534038544,
0.06611290574073792,
0.18653273582458496,
-0.004132381174713373,
0.053474780172109604,
0.06312721222639084,
-0.055547818541526794,
0.008388843387365341,
-0.09588296711444855,
-0.07978209853172302,
0.04973139241337776,
0.0853133350610733,
0.06333507597446442,
-0.08410467207431793,
-0.19004425406455994,
-0.02070075273513794,
-0.030168691650032997,
0.20270051062107086,
0.23806381225585938,
-0.007656150031834841,
0.043116744607686996,
0.27927178144454956,
0.013216426596045494,
-0.28125080466270447,
-0.21291591227054596,
-0.011810243129730225,
0.03415197506546974,
-0.1071193739771843,
-0.11721000075340271,
0.09965913742780685,
0.018729854375123978,
-0.017215043306350708,
-0.03970684856176376,
-0.15847624838352203,
-0.10874379426240921,
0.16905182600021362,
0.03734692558646202,
0.13803216814994812,
-0.10634605586528778,
-0.052334222942590714,
-0.15535452961921692,
-0.12876585125923157,
0.1135195791721344,
-0.10162638127803802,
0.11370635032653809,
-0.01759031042456627,
0.0007792860269546509,
0.022499222308397293,
-0.003801057580858469,
0.12483462691307068,
-0.0031999300699681044,
-0.05148455128073692,
-0.07892537862062454,
-0.014255328103899956,
0.11262956261634827,
-0.01058328989893198,
0.14403492212295532,
-0.11293669790029526,
-0.022700641304254532,
0.025179635733366013,
-0.08105779439210892,
-0.06776660680770874,
0.12567879259586334,
0.00009300788951804861,
-0.08674248307943344,
-0.08291994780302048,
0.010624488815665245,
-0.027252141386270523,
-0.002641552360728383,
0.10156809538602829,
-0.02207331918179989,
-0.038882914930582047,
0.12236921489238739,
0.19607006013393402,
-0.16636934876441956,
0.046953219920396805,
-0.06059524044394493,
-0.0673375204205513,
0.04427286237478256,
-0.018629716709256172,
0.05428047850728035,
0.06604574620723724,
0.0372038334608078,
0.055853597819805145,
0.015273511409759521,
-0.09526081383228302,
-0.006071919575333595,
0.0870472639799118,
-0.06387243419885635,
-0.20361924171447754,
-0.06657399237155914,
0.009024804458022118,
-0.06264571845531464,
0.10872765630483627,
0.11349178850650787,
0.00019952081493102014,
-0.08425156772136688,
-0.0025062295608222485,
-0.0074806190095841885,
-0.03072231076657772,
0.11392342299222946,
0.10444928705692291,
0.05177240073680878,
-0.1123138964176178,
0.06127693131566048,
0.08170206099748611,
0.00044911698205396533,
0.0006857535918243229,
0.11381193995475769,
-0.09607791900634766,
-0.10586753487586975,
0.022152813151478767,
-0.00400943960994482,
-0.08249115198850632,
-0.10079943388700485,
-0.044910117983818054,
-0.11662750691175461,
-0.023707766085863113,
0.12082371115684509,
0.08461923152208328,
-0.06622927635908127,
-0.011228836141526699,
-0.008158629760146141,
-0.08012200146913528,
0.05174728482961655,
0.11204744875431061,
0.06182505190372467,
-0.0975327119231224,
0.023759352043271065,
-0.018452050164341927,
0.16961106657981873,
-0.06094614788889885,
-0.017859669402241707,
-0.0750013142824173,
-0.014106763526797295,
-0.2893994450569153,
0.06599760800600052,
-0.13661986589431763,
-0.015675147995352745,
-0.015082227066159248,
-0.06269287317991257,
-0.013769755139946938,
0.061450447887182236,
-0.07096055150032043,
0.004823095630854368,
-0.023467600345611572,
0.08408592641353607,
-0.06746996939182281,
-0.020607518032193184,
0.056434232741594315,
-0.053283318877220154,
0.10187792032957077,
0.03723730146884918,
-0.06395380198955536,
0.11905249953269958,
-0.058393821120262146,
-0.11633588373661041,
0.020531129091978073,
0.08613859862089157,
0.035090766847133636,
-0.03031514212489128,
0.017167354002594948,
0.06509070098400116,
0.0409095361828804,
0.0002426020073471591,
0.04454350471496582,
-0.05261564627289772,
0.03096778877079487,
-0.056252360343933105,
-0.04492729902267456,
-0.005072819534689188,
0.02940848283469677,
0.11347372084856033,
0.07950294762849808,
0.08070828020572662,
-0.08068307489156723,
0.029902037233114243,
-0.03446139767765999,
0.025215279310941696,
-0.06452556699514389,
-0.14995059370994568,
0.07441062480211258,
-0.06864425539970398,
-0.012379844672977924,
0.048016250133514404,
0.10962936282157898,
-0.038477249443531036,
0.1312256008386612,
-0.027537185698747635,
0.08633474260568619,
0.08281069248914719,
-0.00821779202669859,
0.21549107134342194,
0.015799133107066154,
0.0009200792410410941,
-0.06504476070404053,
-0.012773950584232807,
0.04217248409986496,
0.0064642406068742275,
0.0907270759344101,
0.08623861521482468,
0.044213708490133286,
0.05935295298695564,
0.06735008209943771,
0.034491363912820816,
-0.08837417513132095,
-0.13427940011024475,
0.06614220887422562,
0.005224794149398804,
-0.0845455601811409,
0.08799596130847931,
0.1468208283185959,
-0.07785321772098541,
0.031230421736836433,
0.043746866285800934,
-0.05940514802932739,
-0.09939760714769363,
-0.17382165789604187,
-0.06491031497716904,
-0.047734517604112625,
-0.022122599184513092,
-0.0616626963019371,
-0.046919405460357666,
0.009389188140630722,
0.07636019587516785,
-0.028752736747264862,
0.15106941759586334,
-0.1242939904332161,
-0.09458950161933899,
0.038336560130119324,
-0.025048155337572098,
0.00478778500109911,
0.09831467270851135,
0.01050694938749075,
-0.018463101238012314,
0.031470827758312225,
0.02768465131521225,
0.038518648594617844,
0.020511550828814507,
0.027361614629626274,
-0.057169437408447266,
-0.04091837629675865,
-0.04933930188417435,
0.01479646097868681,
0.06799493730068207,
0.17743457853794098,
0.036516495048999786,
-0.04388105496764183,
-0.0007244664011523128,
0.05920930206775665,
0.012266483157873154,
-0.28319600224494934,
-0.06565001606941223,
0.17191587388515472,
0.04849083721637726,
0.010477488860487938,
0.048265159130096436,
-0.090810127556324,
-0.033623289316892624,
0.23178093135356903,
0.15384408831596375,
0.09525521099567413,
0.051492877304553986,
-0.027129236608743668,
0.021158846095204353,
-0.04028056561946869,
0.09267472475767136,
0.030235853046178818,
0.1894146054983139,
-0.030180225148797035,
0.017161989584565163,
-0.010687043890357018,
-0.006641044747084379,
-0.2655484974384308,
0.0660320445895195,
0.0018612893763929605,
-0.08127060532569885,
0.024663535878062248,
0.07096133381128311,
-0.04442747309803963,
-0.07131506502628326,
-0.09682921320199966,
-0.027399105951189995,
-0.08049523085355759,
0.031354278326034546,
0.02470371127128601,
0.011187194846570492,
0.04489249736070633,
-0.02804330736398697,
0.05694105103611946,
0.06640248000621796,
0.02674158662557602,
-0.08034209161996841,
0.0659029632806778,
0.17560426890850067,
0.002825884846970439,
0.12092617899179459,
0.017062675207853317,
0.07121363282203674,
0.10792673379182816,
0.0020466013811528683,
-0.08372092992067337,
0.06634843349456787,
0.033525992184877396,
-0.05265063792467117,
0.0872557982802391,
0.10212281346321106,
-0.0379287526011467,
-0.04030503332614899,
-0.033169303089380264,
-0.06068681925535202,
0.002514122286811471,
0.17742463946342468,
0.048854246735572815,
-0.06826521456241608,
0.1436949074268341,
-0.1726434975862503,
0.08076664060354233,
0.0628008171916008,
-0.024322105571627617,
-0.05741668492555618,
-0.07914863526821136,
0.07531852275133133,
0.051970306783914566,
-0.04878046736121178,
-0.07466194033622742,
-0.15969261527061462,
-0.026980731636285782,
-0.09877347201108932,
0.06835099309682846,
-0.13448619842529297,
-0.006306286435574293,
-0.016837431117892265,
0.029848698526620865,
-0.14228598773479462,
0.03932245075702667,
0.10951308906078339,
-0.014982386492192745,
0.03760794550180435,
-0.16773636639118195,
-0.07394735515117645,
-0.0046472628600895405,
-0.16470813751220703,
-0.04178629815578461
] |
null | null | transformers |
# distilbert-base-en-fr-ar-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-ar-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-ar-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-ar-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-ar-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03149224817752838,
0.034764647483825684,
-0.005036915186792612,
0.10375171899795532,
0.09782303869724274,
-0.02968728542327881,
0.1261596381664276,
0.08363209664821625,
-0.010516323149204254,
0.0008119172416627407,
0.05493878200650215,
0.02616887353360653,
0.0342336930334568,
0.08039708435535431,
-0.042181093245744705,
-0.27278560400009155,
-0.013110916130244732,
0.06580661982297897,
-0.03294019401073456,
0.06835808604955673,
0.13678856194019318,
-0.06160207837820053,
0.0684226006269455,
0.04157523438334465,
-0.0718005821108818,
0.08092384785413742,
-0.0358273983001709,
-0.09937503933906555,
0.08961906284093857,
0.08605562150478363,
0.09584177285432816,
0.023725265637040138,
0.0715533047914505,
-0.036472808569669724,
0.012055203318595886,
0.0012035241816192865,
0.02288806438446045,
0.01280379667878151,
-0.010544801130890846,
-0.059206850826740265,
0.061869390308856964,
-0.11025121062994003,
-0.006581476889550686,
0.05482775717973709,
-0.021449783816933632,
-0.11815398186445236,
-0.0555989071726799,
0.049803394824266434,
0.06239321827888489,
0.02163349650800228,
0.01715565100312233,
0.1321726143360138,
-0.04062119498848915,
0.06712637841701508,
0.1878284513950348,
-0.2141720950603485,
-0.05838070809841156,
0.07446925342082977,
0.04926656186580658,
-0.005406803917139769,
-0.026908904314041138,
0.04833820089697838,
0.05620434880256653,
0.08632957190275192,
-0.05539858341217041,
-0.10838550329208374,
-0.011584981344640255,
-0.07236166298389435,
-0.08119446784257889,
-0.04056621342897415,
0.15943259000778198,
-0.06397652626037598,
-0.1122635081410408,
-0.06253696233034134,
-0.036113377660512924,
0.16481877863407135,
-0.06672848761081696,
-0.0025319065898656845,
-0.004853823687881231,
-0.026540158316493034,
-0.05402620509266853,
-0.13488242030143738,
-0.12741892039775848,
-0.04234900325536728,
-0.11447903513908386,
0.18930919468402863,
0.06483574956655502,
0.032872237265110016,
-0.053495023399591446,
0.007082074880599976,
-0.07258805632591248,
-0.0899314284324646,
-0.019992874935269356,
-0.09066261351108551,
0.07303722202777863,
0.0320713184773922,
-0.09063846617937088,
-0.08371071517467499,
0.11263086646795273,
0.1353936493396759,
-0.03540665656328201,
0.011120742186903954,
-0.05145382881164551,
-0.015591672621667385,
0.07782529294490814,
0.10255984961986542,
-0.04267827048897743,
0.010932059027254581,
0.06669341027736664,
-0.0662529394030571,
0.012854930944740772,
-0.0014670371310785413,
-0.13988779485225677,
-0.08277507871389389,
0.0028405808843672276,
0.10959939658641815,
0.014646453782916069,
0.0451071597635746,
0.015097609721124172,
-0.032128047198057175,
0.111238993704319,
-0.14081263542175293,
0.046307504177093506,
-0.019683614373207092,
0.03804153949022293,
0.1779412031173706,
0.009670211933553219,
-0.036922093480825424,
-0.148138627409935,
-0.052328869700431824,
-0.00026690633967518806,
-0.004915712866932154,
-0.022696631029248238,
-0.11379513144493103,
0.02767481468617916,
-0.08676552027463913,
-0.007281787693500519,
-0.16468532383441925,
-0.09092767536640167,
0.044155992567539215,
0.051773007959127426,
-0.04521748051047325,
-0.013366804458200932,
0.031219327822327614,
0.030361700803041458,
0.0041130660101771355,
-0.024895818904042244,
-0.04446423053741455,
-0.013617577031254768,
0.026906991377472878,
0.05094943940639496,
0.08998165279626846,
-0.12912318110466003,
0.03171977028250694,
-0.04459848627448082,
-0.0009685937548056245,
-0.16809329390525818,
0.0802302286028862,
-0.08109953254461288,
-0.017285402864217758,
-0.11303915828466415,
-0.12447361648082733,
0.06577405333518982,
0.0007911521825008094,
0.038922738283872604,
0.09455975145101547,
-0.10910414904356003,
-0.06056993827223778,
0.1290944516658783,
-0.07945328205823898,
-0.001954971579834819,
0.2010449767112732,
0.013239121064543724,
-0.028846967965364456,
0.09642387181520462,
0.025577973574399948,
0.10218571126461029,
-0.0975208505988121,
0.01562897488474846,
0.0725899338722229,
0.01741645485162735,
-0.0017951738554984331,
0.06063389778137207,
-0.02052411437034607,
-0.03947017341852188,
0.02005046233534813,
-0.02087622694671154,
0.018717147409915924,
-0.025420155376195908,
-0.027985814958810806,
-0.026388533413410187,
-0.06468266248703003,
0.1151585578918457,
0.03690387308597565,
0.05522292107343674,
-0.06826377660036087,
-0.04905084893107414,
0.08979833871126175,
0.05090758576989174,
-0.06301982700824738,
0.05417848378419876,
-0.11112278699874878,
0.05857815593481064,
-0.06558191031217575,
0.021870216354727745,
-0.14765812456607819,
-0.0068045370280742645,
0.042577967047691345,
-0.000822618545498699,
0.07597798109054565,
0.01973903365433216,
0.06954387575387955,
0.03681414574384689,
-0.06144212186336517,
0.1027001217007637,
0.05284148082137108,
-0.02643751911818981,
-0.00512835755944252,
-0.0236565712839365,
-0.052850980311632156,
-0.04210621863603592,
0.04139981418848038,
-0.007384743075817823,
-0.0009595939191058278,
-0.03276452049612999,
0.1027350127696991,
-0.07336989045143127,
0.05504848435521126,
0.03352174535393715,
0.0606292299926281,
-0.05521383136510849,
-0.019581368193030357,
0.06055491045117378,
-0.027290329337120056,
-0.03901972621679306,
0.07343632727861404,
0.0409354530274868,
-0.03315003216266632,
0.1173299252986908,
-0.0014176135882735252,
0.020308323204517365,
-0.02602662704885006,
-0.011845758184790611,
0.013682910241186619,
-0.029253235086798668,
-0.05167961120605469,
0.17136332392692566,
0.006889706943184137,
0.10140764713287354,
-0.08367649465799332,
0.003457588842138648,
0.015440758317708969,
-0.08932098001241684,
-0.07185572385787964,
0.0647207573056221,
0.03924901410937309,
-0.10714711993932724,
0.07553530484437943,
0.07773340493440628,
-0.04706490784883499,
0.10675019770860672,
-0.024060849100351334,
-0.05589959770441055,
0.043495044112205505,
-0.000780008384026587,
0.03477294743061066,
-0.0245478767901659,
-0.08805222064256668,
-0.053718291223049164,
0.08691442012786865,
-0.05523474141955376,
-0.005410599056631327,
-0.08615285903215408,
0.0531386137008667,
0.027638917788863182,
-0.050496071577072144,
-0.06052282825112343,
0.022641025483608246,
0.013017847202718258,
0.03606995940208435,
0.018860923126339912,
-0.019910359755158424,
0.03552301600575447,
0.02056724950671196,
-0.012846684083342552,
0.1344115138053894,
-0.12433724850416183,
-0.31502366065979004,
-0.23051564395427704,
-0.19628797471523285,
-0.16369526088237762,
0.06982870399951935,
0.07374478131532669,
-0.09979576617479324,
-0.0812637209892273,
0.007452546153217554,
0.09155222028493881,
-0.03816182166337967,
-0.010021948255598545,
0.04660113528370857,
-0.001224704086780548,
-0.01564558781683445,
-0.15758025646209717,
-0.020161040127277374,
0.03850700706243515,
-0.11160482466220856,
0.09037923067808151,
-0.06971943378448486,
0.05697345733642578,
0.046648234128952026,
-0.043251365423202515,
0.019789941608905792,
-0.011532358825206757,
0.1209411546587944,
0.0008143784361891448,
0.04155575856566429,
0.2336573600769043,
-0.007137857843190432,
0.06564296036958694,
0.0821060985326767,
0.06246017664670944,
-0.015023780055344105,
0.038375914096832275,
0.014107072725892067,
-0.06306605786085129,
-0.1805969625711441,
-0.0661960169672966,
-0.06504950672388077,
0.04921683669090271,
0.07597684860229492,
0.05441565811634064,
-0.012743962928652763,
0.08683101087808609,
-0.0435074120759964,
0.09972967952489853,
-0.001335506560280919,
0.06481222808361053,
0.20497842133045197,
0.0017045983113348484,
0.09533507376909256,
-0.052853476256132126,
-0.10887232422828674,
0.10355803370475769,
0.03093562461435795,
0.10223459452390671,
-0.004351774696260691,
0.10241726040840149,
0.051340196281671524,
0.021180247887969017,
0.09911765903234482,
0.21059764921665192,
-0.04650767147541046,
0.025086572393774986,
-0.007138934917747974,
-0.05842554196715355,
-0.039083920419216156,
-0.022052980959415436,
0.09528534859418869,
-0.06142585724592209,
-0.011479710228741169,
-0.05072616785764694,
-0.0013006492517888546,
0.21696636080741882,
0.06805446743965149,
-0.15428249537944794,
-0.07560805976390839,
0.03066953644156456,
-0.09187238663434982,
-0.10209622979164124,
0.011923376470804214,
0.03619954735040665,
-0.1270344853401184,
0.10206206887960434,
0.011448048055171967,
0.10906688123941422,
-0.03571107238531113,
0.017908355221152306,
-0.11761754751205444,
0.060088422149419785,
0.032775234431028366,
0.10913492739200592,
-0.2147914320230484,
0.12364494055509567,
0.01777956262230873,
0.02938302792608738,
-0.11953984200954437,
0.07760155946016312,
0.04123862460255623,
0.03851409628987312,
0.08522079885005951,
-0.003164564026519656,
0.15842904150485992,
-0.11212238669395447,
-0.0795692503452301,
0.045338038355112076,
0.0735899806022644,
0.018744878470897675,
0.07547333836555481,
-0.005825279746204615,
-0.037694890052080154,
-0.030482422560453415,
0.026103222742676735,
-0.18347470462322235,
-0.18654941022396088,
0.07098059356212616,
0.0201957356184721,
-0.08184802532196045,
-0.021754156798124313,
-0.09551876783370972,
-0.03845017030835152,
0.15692554414272308,
0.09151308983564377,
-0.143485426902771,
-0.08639361709356308,
-0.06968856602907181,
0.16915316879749298,
-0.09564816206693649,
0.10420311242341995,
-0.05639056861400604,
0.12388739734888077,
-0.07501853257417679,
-0.09433671087026596,
-0.03159341588616371,
-0.09959445148706436,
-0.053538791835308075,
0.05645362287759781,
0.1468813121318817,
0.001978527521714568,
0.04262261465191841,
0.0657568871974945,
-0.009405821561813354,
-0.016502737998962402,
-0.07961742579936981,
-0.047858841717243195,
0.02488190494477749,
0.10595228523015976,
0.09056122601032257,
-0.08273263275623322,
-0.13621041178703308,
-0.01883971318602562,
0.006982535123825073,
0.19719116389751434,
0.17849113047122955,
-0.00810907781124115,
0.055617574602365494,
0.2612603008747101,
-0.011340153403580189,
-0.25724223256111145,
-0.1951792687177658,
0.010244883596897125,
0.03754676878452301,
-0.1008199155330658,
-0.18248866498470306,
0.09123985469341278,
0.0019652284681797028,
-0.006673259660601616,
-0.03877394273877144,
-0.16329212486743927,
-0.08709749579429626,
0.19676601886749268,
0.03471711650490761,
0.10432855039834976,
-0.10284522920846939,
-0.060621313750743866,
-0.13164886832237244,
-0.211935892701149,
0.10645097494125366,
-0.017482325434684753,
0.11508925259113312,
-0.029689835384488106,
0.09497413039207458,
0.02243705280125141,
0.0008185749175027013,
0.1239306852221489,
-0.007498784922063351,
-0.06073348969221115,
-0.07910273224115372,
0.0018896064721047878,
0.07322607934474945,
0.005891542881727219,
0.14361156523227692,
-0.05695761367678642,
-0.014398531056940556,
-0.0015439511043950915,
-0.08539032936096191,
-0.05927564203739166,
0.10136387497186661,
-0.00048804975813254714,
-0.07787641882896423,
-0.04246663302183151,
-0.009097635746002197,
-0.055851031094789505,
-0.008643072098493576,
0.04783014953136444,
-0.011208690702915192,
0.0076353829354047775,
0.15875445306301117,
0.17615346610546112,
-0.13165557384490967,
0.05137196183204651,
-0.02715580351650715,
-0.0807603970170021,
0.03939281031489372,
-0.008817452937364578,
0.05278850346803665,
0.0649697408080101,
0.024923309683799744,
0.07365213334560394,
0.040114764124155045,
-0.0361052080988884,
0.012790490873157978,
0.08033725619316101,
-0.0491425096988678,
-0.20406323671340942,
-0.024632880464196205,
-0.07188732177019119,
-0.06984498351812363,
0.09056027233600616,
0.1179908886551857,
-0.018870331346988678,
-0.09230507910251617,
0.004747388418763876,
0.01789199188351631,
-0.046572331339120865,
0.11190049350261688,
0.05975498631596565,
0.02622692473232746,
-0.12243843823671341,
0.0713357925415039,
0.10866811871528625,
-0.0796048641204834,
0.009747745469212532,
0.09731876850128174,
-0.06491056084632874,
-0.0884702280163765,
-0.002581947250291705,
-0.035619501024484634,
-0.09751180559396744,
-0.04928518086671829,
-0.03372391685843468,
-0.10492401570081711,
0.021041683852672577,
0.06816449761390686,
0.07634741067886353,
-0.03242301195859909,
-0.06750454753637314,
0.02254978008568287,
-0.0648842379450798,
0.045380234718322754,
0.10567311942577362,
0.07071671634912491,
-0.06830723583698273,
0.0603594072163105,
-0.04190512374043465,
0.14687299728393555,
-0.05257190018892288,
-0.03154080733656883,
-0.06973027437925339,
-0.01588703691959381,
-0.2520449757575989,
0.024866510182619095,
-0.12490544468164444,
-0.007390898652374744,
0.003268469125032425,
-0.06370517611503601,
-0.019033636897802353,
0.050330787897109985,
-0.07915591448545456,
-0.01875348389148712,
-0.022824829444289207,
0.06818236410617828,
-0.09912505000829697,
-0.005738799925893545,
0.07834182679653168,
-0.038479603826999664,
0.10106565803289413,
0.06580325961112976,
-0.09161601215600967,
0.06110382452607155,
-0.0771830826997757,
-0.11279341578483582,
0.03481948748230934,
0.06792614609003067,
0.06758197396993637,
-0.05056242272257805,
0.03241226077079773,
0.07496479153633118,
0.05531056970357895,
0.012724647298455238,
0.14489468932151794,
-0.06930941343307495,
0.009088579565286636,
-0.03521591052412987,
-0.07649388164281845,
-0.018016478046774864,
0.027515403926372528,
0.14350096881389618,
0.10000788420438766,
0.08592061698436737,
-0.0778348296880722,
0.04804487153887749,
-0.017261020839214325,
0.01537996344268322,
-0.06322962045669556,
-0.11964675039052963,
0.04621893912553787,
-0.062130704522132874,
0.005567767191678286,
0.04372822865843773,
0.11484736949205399,
-0.01568019762635231,
0.1150505542755127,
-0.020560970529913902,
0.03916046395897865,
0.05859104543924332,
-0.026242312043905258,
0.161214679479599,
0.04439787194132805,
-0.039282068610191345,
-0.06396333128213882,
0.013987239450216293,
0.05718272924423218,
0.05172364413738251,
0.07616200298070908,
0.07101963460445404,
0.03288201615214348,
0.07685334235429764,
0.07715616375207901,
0.04067269340157509,
-0.08758440613746643,
-0.16638068854808807,
0.07520003616809845,
0.06532032042741776,
-0.1040264144539833,
0.0843426063656807,
0.08305197209119797,
-0.0747118592262268,
0.057755645364522934,
0.014811353757977486,
-0.07491316646337509,
-0.1195698231458664,
-0.10891791433095932,
-0.06086965650320053,
-0.07227498292922974,
-0.03217144310474396,
-0.0853879451751709,
0.019702348858118057,
0.009572288952767849,
0.08165501058101654,
-0.02599404938519001,
0.14702816307544708,
-0.14755789935588837,
-0.06951277703046799,
0.0657082349061966,
-0.021353675052523613,
0.048520930111408234,
0.0777980387210846,
-0.0024876026436686516,
-0.05546071380376816,
0.06624852865934372,
0.0398353710770607,
0.0515989325940609,
0.03326389938592911,
0.032357607036828995,
-0.057952508330345154,
-0.04922150447964668,
-0.06014100834727287,
0.02439333125948906,
0.04638785496354103,
0.18616989254951477,
0.0382096990942955,
-0.027950884774327278,
0.0051881419494748116,
0.08764856308698654,
-0.04111709073185921,
-0.22247976064682007,
-0.10798770934343338,
0.206253781914711,
0.020435549318790436,
0.025371883064508438,
0.021502582356333733,
-0.08703331649303436,
-0.10231801122426987,
0.22189746797084808,
0.17161738872528076,
0.06398271024227142,
0.022024378180503845,
0.006682999897748232,
0.01869034767150879,
-0.0017328273970633745,
0.11014748364686966,
0.06405294686555862,
0.1977323591709137,
-0.0336327999830246,
-0.02715197764337063,
-0.010677128098905087,
-0.01315580029040575,
-0.25675609707832336,
0.053147830069065094,
-0.004595269914716482,
-0.05924282595515251,
0.019562531262636185,
0.07785438746213913,
-0.05542594566941261,
-0.0778820812702179,
-0.08015460520982742,
-0.03397965058684349,
-0.08643247187137604,
0.020984698086977005,
0.00936712697148323,
0.018541773781180382,
0.07499102503061295,
-0.014867201447486877,
0.0697709321975708,
0.13575775921344757,
0.026569746434688568,
-0.08803322166204453,
0.02320956252515316,
0.17318788170814514,
-0.02305551804602146,
0.10820525139570236,
0.040362436324357986,
0.06761561334133148,
0.09117096662521362,
0.015233923681080341,
-0.09394260495901108,
0.029225220903754234,
0.03653690963983536,
-0.026416011154651642,
0.0977715253829956,
0.11373516172170639,
-0.03262058645486832,
-0.06681172549724579,
-0.04705702140927315,
-0.04222390800714493,
0.011347208172082901,
0.14178897440433502,
0.06497737765312195,
-0.09977130591869354,
0.08065362274646759,
-0.17808888852596283,
0.05216357484459877,
0.13750863075256348,
-0.007213623262941837,
-0.039198167622089386,
-0.07862238585948944,
0.06182735413312912,
0.03344185650348663,
-0.06713641434907913,
-0.1085558757185936,
-0.15356096625328064,
-0.040368761867284775,
-0.1131104901432991,
0.06748837977647781,
-0.1618250161409378,
-0.003654818283393979,
-0.009875868447124958,
0.04007245972752571,
-0.11595635861158371,
0.03155537322163582,
0.08183518797159195,
-0.006609224248677492,
0.0264592245221138,
-0.10072457045316696,
-0.043708689510822296,
0.017417289316654205,
-0.13763324916362762,
-0.03174397721886635
] |
null | null | transformers |
# distilbert-base-en-fr-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": ["multilingual", "en", "fr"], "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"en",
"fr",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual",
"en",
"fr"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
64,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.0421128123998642,
0.039364393800497055,
-0.0050183809362351894,
0.09919294714927673,
0.08511476218700409,
-0.04951752722263336,
0.12582574784755707,
0.07798779010772705,
-0.01985991932451725,
0.006573955994099379,
0.047301825135946274,
0.02694629691541195,
0.020131660625338554,
0.09297609329223633,
-0.05738335847854614,
-0.24424521625041962,
0.0031371242366731167,
0.06276467442512512,
-0.04319531470537186,
0.06552165001630783,
0.1449844241142273,
-0.07234779745340347,
0.06282362341880798,
0.02972140908241272,
-0.0517849400639534,
0.07323407381772995,
-0.030818553641438484,
-0.10615762323141098,
0.09248622506856918,
0.08570128679275513,
0.10691221058368683,
0.03629966825246811,
0.06936419010162354,
-0.05347497761249542,
0.018213843926787376,
0.008624537847936153,
0.021071678027510643,
0.010054710321128368,
0.01578577421605587,
-0.07489631325006485,
0.027483969926834106,
-0.1263747364282608,
-0.0060368431732058525,
0.05990488827228546,
-0.01860898546874523,
-0.15330013632774353,
-0.04864318668842316,
0.07059815526008606,
0.06767706573009491,
0.03219064325094223,
0.016811203211545944,
0.16895057260990143,
-0.045225631445646286,
0.07222902029752731,
0.18583284318447113,
-0.2217426747083664,
-0.05275361239910126,
0.05276858061552048,
0.04702569171786308,
0.008354711346328259,
-0.043084945529699326,
0.03843548521399498,
0.06762507557868958,
0.07149479538202286,
-0.02369898185133934,
-0.10675434023141861,
-0.04884636774659157,
-0.08505725860595703,
-0.09175188094377518,
-0.022127555683255196,
0.15834800899028778,
-0.03921453282237053,
-0.12120070308446884,
-0.06390303373336792,
-0.04008408263325691,
0.18272259831428528,
-0.06187732517719269,
-0.008508515544235706,
-0.00006158737232908607,
-0.027009211480617523,
-0.02986028790473938,
-0.12065979838371277,
-0.14106206595897675,
-0.03344010189175606,
-0.09917706996202469,
0.223128542304039,
0.06124977394938469,
0.02656838856637478,
-0.038061462342739105,
-0.0016951864818111062,
-0.08081142604351044,
-0.08585383743047714,
-0.01927545666694641,
-0.09703966975212097,
0.07525960355997086,
0.02556988038122654,
-0.07443760335445404,
-0.11496752500534058,
0.11572026461362839,
0.1380944848060608,
-0.08423596620559692,
0.0008742550271563232,
-0.04888244718313217,
-0.022770673036575317,
0.052809637039899826,
0.08398982882499695,
-0.03416804224252701,
0.020826850086450577,
0.0908021554350853,
-0.03902818635106087,
0.039338380098342896,
0.01023503951728344,
-0.13044391572475433,
-0.07893915474414825,
0.017555996775627136,
0.12742061913013458,
0.0068182023242115974,
0.03939863666892052,
0.02330736815929413,
-0.016461297869682312,
0.134995698928833,
-0.14289113879203796,
0.04101976379752159,
-0.002190497936680913,
0.052509862929582596,
0.17403201758861542,
0.016097774729132652,
-0.034190163016319275,
-0.1325473189353943,
-0.047695599496364594,
0.003467209404334426,
-0.012965459376573563,
-0.01823289692401886,
-0.11516989767551422,
0.04754630848765373,
-0.0673513188958168,
0.0007264410960488021,
-0.18115386366844177,
-0.08719994872808456,
0.05344541370868683,
0.04093649238348007,
-0.020901696756482124,
-0.009774480015039444,
0.0381728895008564,
0.0072784628719091415,
-0.012944427318871021,
-0.024712489917874336,
-0.060257311910390854,
-0.023101970553398132,
0.028072044253349304,
0.05898232012987137,
0.07473229616880417,
-0.11241977661848068,
0.017585957422852516,
-0.06723621487617493,
0.0038755787536501884,
-0.1840970665216446,
0.05104430392384529,
-0.0866486057639122,
-0.0026925401762127876,
-0.10111165791749954,
-0.12008148431777954,
0.05321865528821945,
0.00803805235773325,
0.017697645351290703,
0.11679969727993011,
-0.0818333551287651,
-0.052766334265470505,
0.16137443482875824,
-0.11309643089771271,
-0.024702662602066994,
0.2042093425989151,
0.02243591472506523,
-0.05321761220693588,
0.10937442630529404,
0.04000304639339447,
0.10413343459367752,
-0.11993458867073059,
-0.012136313132941723,
0.08565672487020493,
0.007646326906979084,
-0.016333574429154396,
0.0786474272608757,
-0.015629293397068977,
-0.04315086826682091,
0.015481316484510899,
-0.026972634717822075,
0.0348101481795311,
-0.019514668732881546,
-0.030840391293168068,
-0.03470586612820625,
-0.08059847354888916,
0.11038590222597122,
0.03710293397307396,
0.035875845700502396,
-0.08682504296302795,
-0.061301033943891525,
0.08021346479654312,
0.06288684904575348,
-0.06708650290966034,
0.04252651706337929,
-0.10096794366836548,
0.05834304541349411,
-0.07587272673845291,
0.01928459107875824,
-0.13527122139930725,
-0.036573149263858795,
0.04201658070087433,
-0.03079884871840477,
0.06345243752002716,
0.005050957668572664,
0.0788256898522377,
0.062090858817100525,
-0.07779239863157272,
0.06990770995616913,
0.05162176117300987,
-0.022464128211140633,
-0.001891002175398171,
-0.036091193556785583,
-0.04339847341179848,
-0.04992394521832466,
0.07521691918373108,
-0.05733143165707588,
0.014207166619598866,
-0.015313910320401192,
0.09827207028865814,
-0.053609129041433334,
0.05857230722904205,
0.047227051109075546,
0.044478386640548706,
-0.053603239357471466,
-0.023841332644224167,
0.05230223387479782,
-0.025808006525039673,
-0.04117085412144661,
0.06652495265007019,
0.008409623056650162,
0.01690136268734932,
0.12062641978263855,
0.01788708195090294,
0.013418403454124928,
-0.015813877806067467,
-0.015710489824414253,
0.015196986496448517,
-0.041224364191293716,
-0.058610234409570694,
0.11838667094707489,
0.011906436644494534,
0.09856077283620834,
-0.09631641209125519,
0.002489486476406455,
0.01753424108028412,
-0.09882247447967529,
-0.07457394152879715,
0.06533550471067429,
-0.0007381673785857856,
-0.10299739986658096,
0.08559537678956985,
0.10301786661148071,
-0.059807825833559036,
0.08973819762468338,
-0.0312536247074604,
-0.05249006673693657,
0.050183843821287155,
0.020810144022107124,
0.045476604253053665,
-0.013060307130217552,
-0.04001299664378166,
-0.03349068760871887,
0.08568581193685532,
-0.06093854457139969,
-0.010652046650648117,
-0.08702652901411057,
0.03911526873707771,
0.030843187123537064,
-0.050967901945114136,
-0.025576407089829445,
0.015424998477101326,
0.01065091509371996,
0.04274194315075874,
-0.00025839576846919954,
-0.022838782519102097,
0.030554525554180145,
0.02285885065793991,
-0.025340288877487183,
0.14678920805454254,
-0.11261063814163208,
-0.32713180780410767,
-0.20775048434734344,
-0.13972875475883484,
-0.1573205590248108,
0.06255221366882324,
0.0816817358136177,
-0.10378125309944153,
-0.09762976318597794,
-0.02397879958152771,
0.06775908917188644,
-0.015525308437645435,
-0.010434086434543133,
0.03559788689017296,
0.021346569061279297,
0.0018909191712737083,
-0.15702120959758759,
-0.012983514927327633,
0.03982635214924812,
-0.10609948635101318,
0.08428926020860672,
-0.04950226470828056,
0.0796223059296608,
0.053994905203580856,
-0.04781566560268402,
0.0002566222392488271,
-0.008915018290281296,
0.10293959826231003,
0.0020780391059815884,
0.05393565818667412,
0.2381458431482315,
-0.0037629485595971346,
0.060730285942554474,
0.08540453761816025,
0.06346643716096878,
-0.011599628254771233,
0.042493365705013275,
0.021919481456279755,
-0.05395445227622986,
-0.19611701369285583,
-0.06463240087032318,
-0.048123568296432495,
0.05501333251595497,
0.060053057968616486,
0.058568164706230164,
-0.002056336961686611,
0.09159276634454727,
-0.06294000148773193,
0.0589982308447361,
0.014020920731127262,
0.07344464957714081,
0.18934406340122223,
0.011718777008354664,
0.0931922197341919,
-0.06514841318130493,
-0.11700315773487091,
0.1072307750582695,
0.02182810939848423,
0.0764215737581253,
-0.015080275945365429,
0.09472770988941193,
0.04261111840605736,
0.017124421894550323,
0.09195282310247421,
0.2237797975540161,
-0.03084876574575901,
0.013058905489742756,
0.00020898687944281846,
-0.07225126773118973,
-0.019748661667108536,
-0.022257953882217407,
0.054398152977228165,
-0.03273917734622955,
-0.027721725404262543,
-0.03568064793944359,
0.025863058865070343,
0.193476602435112,
0.055765628814697266,
-0.166306734085083,
-0.08750848472118378,
0.03347950056195259,
-0.07900997251272202,
-0.08712415397167206,
0.017381543293595314,
0.05113232508301735,
-0.1112276092171669,
0.1136331558227539,
0.005784138571470976,
0.10202226787805557,
-0.031113717705011368,
0.01824069209396839,
-0.154435396194458,
0.07436500489711761,
0.02999785915017128,
0.11054302752017975,
-0.18584102392196655,
0.11760871857404709,
0.02683665230870247,
0.05403030291199684,
-0.10189437121152878,
0.06930413842201233,
0.047791481018066406,
0.07198122143745422,
0.10430099815130234,
-0.010287611745297909,
0.13573317229747772,
-0.1236523985862732,
-0.08885562419891357,
0.04696466028690338,
0.06800027191638947,
0.029791977256536484,
0.08661118894815445,
-0.009009424597024918,
-0.05415251851081848,
-0.017124293372035027,
-0.0010506276739761233,
-0.2045803964138031,
-0.17528294026851654,
0.04750644415616989,
0.035059843212366104,
-0.07129839062690735,
-0.04246857017278671,
-0.09799325466156006,
-0.051399245858192444,
0.14786463975906372,
0.08397586643695831,
-0.14318957924842834,
-0.08568223565816879,
-0.08713259547948837,
0.15197135508060455,
-0.09537015855312347,
0.09709260612726212,
-0.06285271793603897,
0.14096562564373016,
-0.08906847983598709,
-0.07369249314069748,
-0.03661567345261574,
-0.11601480096578598,
-0.06277856975793839,
0.05976133421063423,
0.15786053240299225,
-0.007271626498550177,
0.03712693601846695,
0.06686213612556458,
-0.018210427835583687,
0.0064032371155917645,
-0.0949147418141365,
-0.05503711476922035,
0.017820920795202255,
0.10749045759439468,
0.08483553677797318,
-0.09287521243095398,
-0.1617448329925537,
-0.017885368317365646,
0.009015318006277084,
0.19783437252044678,
0.2199571281671524,
-0.006334709003567696,
0.03678951412439346,
0.275418221950531,
0.006519162096083164,
-0.26709744334220886,
-0.18147426843643188,
-0.012988423928618431,
0.018049614503979683,
-0.06987916678190231,
-0.14300182461738586,
0.1083911806344986,
0.021435176953673363,
-0.015938259661197662,
-0.034617312252521515,
-0.14349974691867828,
-0.08803250640630722,
0.1931452453136444,
0.06393501907587051,
0.09471384435892105,
-0.12457045167684555,
-0.05533221364021301,
-0.13070251047611237,
-0.1856456995010376,
0.10774677991867065,
-0.0760638490319252,
0.10081285238265991,
-0.016233427450060844,
0.03652152419090271,
0.02693319506943226,
-0.013102687895298004,
0.12143871188163757,
-0.02074717916548252,
-0.03583974391222,
-0.07168631255626678,
0.016047388315200806,
0.09860773384571075,
0.005417094565927982,
0.17013783752918243,
-0.08118630200624466,
-0.010573204606771469,
0.03398536518216133,
-0.08736731857061386,
-0.0567927323281765,
0.12415820360183716,
-0.005575359333306551,
-0.07844545692205429,
-0.035200443118810654,
-0.0035926687996834517,
-0.04531705752015114,
-0.004707122687250376,
0.0684504434466362,
-0.008207874372601509,
0.02132853865623474,
0.18912319839000702,
0.18111087381839752,
-0.11924780160188675,
0.053219784051179886,
-0.018001079559326172,
-0.08973604440689087,
0.03584630787372589,
-0.01632002182304859,
0.053422603756189346,
0.05418833717703819,
0.01745769940316677,
0.0672052800655365,
0.035087261348962784,
-0.04398507997393608,
0.004627414979040623,
0.0845458060503006,
-0.07112178951501846,
-0.21958668529987335,
-0.021538566797971725,
-0.0644269660115242,
-0.08114545792341232,
0.10267914086580276,
0.12195315957069397,
-0.03249320760369301,
-0.08218206465244293,
-0.005423991475254297,
0.0171796977519989,
-0.03521796688437462,
0.10322771221399307,
0.08552492409944534,
0.02792850136756897,
-0.10716696083545685,
0.08738547563552856,
0.10476449877023697,
-0.10696686804294586,
0.001983658177778125,
0.10383635014295578,
-0.07876001298427582,
-0.10267337411642075,
0.03551877662539482,
-0.028371663764119148,
-0.08488723635673523,
-0.07545795291662216,
-0.047266073524951935,
-0.11286624521017075,
0.004965419881045818,
0.08781841397285461,
0.07389065623283386,
-0.038090940564870834,
-0.027982797473669052,
0.02669878490269184,
-0.09030448645353317,
0.07394804805517197,
0.10597158968448639,
0.06368379294872284,
-0.09563722461462021,
0.05231031775474548,
-0.03156699985265732,
0.13091781735420227,
-0.04876355454325676,
-0.014498632401227951,
-0.06777925789356232,
-0.02463637664914131,
-0.24679109454154968,
0.038487959653139114,
-0.12349833548069,
0.0023378480691462755,
-0.006461963523179293,
-0.05403997376561165,
-0.012757905758917332,
0.051376134157180786,
-0.06878027319908142,
-0.014136945828795433,
-0.013314337469637394,
0.06996321678161621,
-0.11883735656738281,
-0.025708390399813652,
0.06563207507133484,
-0.04275074228644371,
0.09615645557641983,
0.06498746573925018,
-0.08301420509815216,
0.07202555239200592,
-0.10114973038434982,
-0.1051204726099968,
0.041167136281728745,
0.06770160049200058,
0.052664995193481445,
-0.05270681157708168,
0.02574581652879715,
0.07980266213417053,
0.04651699960231781,
0.012732310220599174,
0.13429076969623566,
-0.06651206314563751,
0.021540580317378044,
-0.025877729058265686,
-0.07608223706483841,
-0.014181191101670265,
0.02454284578561783,
0.1432318389415741,
0.06232637166976929,
0.0972798690199852,
-0.09189087897539139,
0.04725707694888115,
-0.03915751352906227,
0.022159751504659653,
-0.0638236328959465,
-0.13454777002334595,
0.009748308919370174,
-0.03292858228087425,
0.0032787108793854713,
0.04501917213201523,
0.10337541252374649,
-0.031008930876851082,
0.14356130361557007,
-0.013140998780727386,
0.009012855589389801,
0.07914707809686661,
-0.014064514078199863,
0.16825184226036072,
0.03598795458674431,
-0.04503079876303673,
-0.06368086487054825,
-0.004789641126990318,
0.07330688089132309,
0.007352895103394985,
0.08124563097953796,
0.10015040636062622,
0.006508351769298315,
0.08178656548261642,
0.06792674213647842,
0.037433870136737823,
-0.09236045181751251,
-0.16726553440093994,
0.07652408629655838,
0.037301257252693176,
-0.09220992773771286,
0.08894189447164536,
0.12332446873188019,
-0.0645017921924591,
0.05011646822094917,
0.014112753793597221,
-0.06519405543804169,
-0.12431427091360092,
-0.10584144294261932,
-0.07161570340394974,
-0.06602922827005386,
-0.029430782422423363,
-0.08797282725572586,
-0.0037285136058926582,
-0.01170090027153492,
0.07648423314094543,
-0.029309052973985672,
0.1915653944015503,
-0.1301482915878296,
-0.04877052083611488,
0.05645907670259476,
-0.02231932431459427,
0.03020934760570526,
0.09663823246955872,
0.0011524418368935585,
-0.03868291899561882,
0.04675011709332466,
0.029048973694443703,
0.04972139373421669,
0.029545694589614868,
0.04589205980300903,
-0.05572245642542839,
-0.06354338675737381,
-0.05274859070777893,
0.03434675931930542,
0.050760623067617416,
0.1808805614709854,
0.038487598299980164,
-0.03260211646556854,
0.008024610579013824,
0.09543245285749435,
-0.03813432157039642,
-0.22797445952892303,
-0.08980216830968857,
0.20259161293506622,
0.0259051863104105,
0.032457079738378525,
0.023652801290154457,
-0.09724756330251694,
-0.08016807585954666,
0.21481704711914062,
0.15977348387241364,
0.07439359277486801,
0.039372023195028305,
-0.019120320677757263,
0.015958398580551147,
-0.017688998952507973,
0.09378709644079208,
0.07435787469148636,
0.19145064055919647,
-0.038125086575746536,
-0.009828726761043072,
-0.004746855702251196,
0.00004701192301581614,
-0.27076825499534607,
0.048273246735334396,
-0.012806184589862823,
-0.04763662442564964,
0.02035241574048996,
0.07981285452842712,
-0.03206611052155495,
-0.076077900826931,
-0.08994902670383453,
-0.02821357175707817,
-0.077202208340168,
0.014013328589498997,
0.009394506923854351,
0.010842102579772472,
0.06354740262031555,
-0.019402770325541496,
0.050468962639570236,
0.12215503305196762,
0.02309204265475273,
-0.07994944602251053,
0.028672263026237488,
0.14496280252933502,
-0.006587458774447441,
0.13603627681732178,
0.049389567226171494,
0.06980694085359573,
0.09880169481039047,
-0.0103452755138278,
-0.10851520299911499,
0.05748280510306358,
0.046208806335926056,
-0.03363942354917526,
0.10116710513830185,
0.1108255684375763,
-0.04308303818106651,
-0.03452762961387634,
-0.04619115591049194,
-0.06319385766983032,
0.006492174230515957,
0.1569744199514389,
0.038391102105379105,
-0.09581154584884644,
0.08570561558008194,
-0.17148371040821075,
0.056529223918914795,
0.1264083981513977,
-0.011964352801442146,
-0.05007980391383171,
-0.07220354676246643,
0.08011827617883682,
0.05767785385251045,
-0.06753461807966232,
-0.07961632311344147,
-0.15752637386322021,
-0.021564850583672523,
-0.09020255506038666,
0.07971165329217911,
-0.18047313392162323,
-0.00731608085334301,
-0.019606368616223335,
0.03936732932925224,
-0.14112333953380585,
0.014651174657046795,
0.09649840742349625,
-0.008962851017713547,
0.023096395656466484,
-0.11553625017404556,
-0.052298009395599365,
0.03445528447628021,
-0.13749060034751892,
-0.03427152708172798
] |
null | null | transformers |
# distilbert-base-en-fr-da-ja-vi-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-da-ja-vi-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-da-ja-vi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-da-ja-vi-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-da-ja-vi-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-da-ja-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-da-ja-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-da-ja-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.02625957503914833,
0.05226535350084305,
-0.004734233021736145,
0.10252727568149567,
0.1011134535074234,
-0.0406261645257473,
0.09820334613323212,
0.1054871678352356,
-0.03685111925005913,
-0.015024636872112751,
0.048735737800598145,
0.03697523474693298,
0.040215373039245605,
0.07194924354553223,
-0.04386904090642929,
-0.2734358012676239,
-0.011129826307296753,
0.09396673738956451,
-0.03425859287381172,
0.06010597199201584,
0.15326356887817383,
-0.06343740224838257,
0.06704295426607132,
0.039074141532182693,
-0.07772493362426758,
0.09082695841789246,
-0.03876877203583717,
-0.10315980762243271,
0.08390616625547409,
0.09381280094385147,
0.09979984164237976,
0.027006937190890312,
0.059620752930641174,
-0.03926292434334755,
0.012129170820116997,
0.005958926398307085,
0.032376453280448914,
0.010568853467702866,
-0.001574099063873291,
-0.043986737728118896,
0.030795637518167496,
-0.13070552051067352,
-0.013619519770145416,
0.0603814497590065,
-0.012621240690350533,
-0.13678592443466187,
-0.05121992900967598,
0.03922751918435097,
0.05761988088488579,
0.026120761409401894,
0.02066739648580551,
0.14857499301433563,
-0.04473751038312912,
0.06414622813463211,
0.18689727783203125,
-0.20675146579742432,
-0.054708849638700485,
0.06786880642175674,
0.05527395382523537,
0.0009320630342699587,
-0.026684775948524475,
0.03957236558198929,
0.054397448897361755,
0.07436249405145645,
-0.043506089597940445,
-0.11527790129184723,
-0.04839593917131424,
-0.06766876578330994,
-0.06664134562015533,
-0.02358994260430336,
0.1785089075565338,
-0.05927520990371704,
-0.1035996749997139,
-0.0638284906744957,
-0.024546129629015923,
0.18190689384937286,
-0.07433372735977173,
-0.01437042374163866,
0.007663683965802193,
-0.027477731928229332,
-0.018625391647219658,
-0.12892551720142365,
-0.1340387463569641,
-0.03441382944583893,
-0.11018908768892288,
0.1489078253507614,
0.06666818261146545,
0.02184157632291317,
-0.06301453709602356,
-0.009164244867861271,
-0.0794999822974205,
-0.0855453759431839,
-0.020484890788793564,
-0.09543297439813614,
0.0802346020936966,
0.030096551403403282,
-0.08410456031560898,
-0.14020892977714539,
0.1083773598074913,
0.10620224475860596,
-0.030422741547226906,
0.0056545487605035305,
-0.05870667099952698,
-0.02095784991979599,
0.07018207758665085,
0.10657641291618347,
-0.03962068259716034,
0.00975736603140831,
0.07744307816028595,
-0.07046084851026535,
0.012756947427988052,
0.006863260176032782,
-0.14908833801746368,
-0.09724194556474686,
-0.005840812344104052,
0.11083799600601196,
0.015754427760839462,
0.039337996393442154,
0.017536818981170654,
-0.04171361029148102,
0.13184499740600586,
-0.1347879320383072,
0.04638616368174553,
-0.020848965272307396,
0.04682507738471031,
0.21860374510288239,
0.006599931512027979,
-0.03676067292690277,
-0.1631632000207901,
-0.06378402560949326,
-0.0027406157460063696,
-0.008251766674220562,
-0.027730388566851616,
-0.11467854678630829,
0.04119718819856644,
-0.08887866139411926,
0.009044472128152847,
-0.1750788688659668,
-0.0857643187046051,
0.047002293169498444,
0.05073242634534836,
-0.0369488000869751,
-0.02786402963101864,
0.03783976286649704,
0.02259308286011219,
-0.000008943068678490818,
-0.026356413960456848,
-0.035330042243003845,
-0.018536755815148354,
0.023009013384580612,
0.04420047625899315,
0.08729089051485062,
-0.1252303123474121,
0.039879705756902695,
-0.04238590970635414,
-0.01026907004415989,
-0.17982499301433563,
0.06486441195011139,
-0.08919829875230789,
-0.016194045543670654,
-0.12067566812038422,
-0.12032463401556015,
0.08926170319318771,
0.007256148848682642,
0.02274893969297409,
0.09370821714401245,
-0.11545465141534805,
-0.057684171944856644,
0.13884687423706055,
-0.07784447073936462,
0.0045032505877316,
0.19077828526496887,
0.02238314412534237,
-0.02588818408548832,
0.10740534216165543,
0.04719929024577141,
0.1222047507762909,
-0.11148053407669067,
0.010553102940320969,
0.08365331590175629,
0.023050151765346527,
-0.032796069979667664,
0.0667869821190834,
-0.009919997304677963,
-0.044095441699028015,
0.0257048849016428,
-0.02450716122984886,
0.023160533979535103,
-0.010538313537836075,
-0.027635470032691956,
-0.02913041226565838,
-0.06461737304925919,
0.10579090565443039,
0.04932744801044464,
0.05985860526561737,
-0.0715116411447525,
-0.05424952134490013,
0.09855982661247253,
0.06443946808576584,
-0.06523901969194412,
0.05442702770233154,
-0.10508673638105392,
0.0347210168838501,
-0.07904181629419327,
0.02716832421720028,
-0.13425573706626892,
0.0025302183348685503,
0.044323090463876724,
-0.034913480281829834,
0.06136809289455414,
0.04322515055537224,
0.062054865062236786,
0.019960079342126846,
-0.06893359869718552,
0.10754311829805374,
0.04446994140744209,
-0.022630875930190086,
-0.0068450551480054855,
-0.017429031431674957,
-0.04846307262778282,
-0.041384194046258926,
0.03092801384627819,
-0.010803286917507648,
0.0007446384406648576,
-0.030527910217642784,
0.09911686182022095,
-0.05873700603842735,
0.06545975059270859,
0.04852130264043808,
0.0652107372879982,
-0.049845486879348755,
-0.014127019792795181,
0.06160701438784599,
-0.02619454450905323,
-0.014762382954359055,
0.07550988346338272,
0.053912870585918427,
-0.02557111158967018,
0.11835608631372452,
0.021333565935492516,
0.03287709504365921,
-0.009076699614524841,
-0.005587001331150532,
0.009992234408855438,
-0.023088905960321426,
-0.05538026615977287,
0.16057255864143372,
0.010101578198373318,
0.10865160077810287,
-0.09194159507751465,
0.0018322605174034834,
0.016255060210824013,
-0.08446012437343597,
-0.07307551801204681,
0.060145534574985504,
0.054446976631879807,
-0.10206729173660278,
0.0802106112241745,
0.07943744212388992,
-0.054930511862039566,
0.10995598882436752,
-0.028850087895989418,
-0.06071128323674202,
0.057310041040182114,
-0.01663261093199253,
0.04269946366548538,
-0.02215893380343914,
-0.08175154030323029,
-0.04773733392357826,
0.09307673573493958,
-0.05743759870529175,
-0.00040596441249363124,
-0.07086631655693054,
0.042275071144104004,
0.03461349755525589,
-0.04785019904375076,
-0.03836588189005852,
0.024503814056515694,
0.014428949914872646,
0.03625403717160225,
0.020208975300192833,
-0.012051131576299667,
0.020931053906679153,
0.029218899086117744,
-0.007917455397546291,
0.1290602684020996,
-0.13112878799438477,
-0.35010766983032227,
-0.21415141224861145,
-0.16159184277057648,
-0.15586400032043457,
0.059117283672094345,
0.08119256794452667,
-0.11217483878135681,
-0.09309098869562149,
0.0006615179008804262,
0.07637791335582733,
-0.03255549445748329,
-0.020236073061823845,
0.047855082899332047,
0.014142122119665146,
-0.010209240950644016,
-0.15975767374038696,
-0.014489112421870232,
0.05135210603475571,
-0.09019115567207336,
0.07736339420080185,
-0.07745110988616943,
0.07283048331737518,
0.046754803508520126,
-0.0447520837187767,
0.008104645647108555,
-0.0128330672159791,
0.09211001545190811,
0.0019959560595452785,
0.054795145988464355,
0.24251598119735718,
0.009230866096913815,
0.05393436923623085,
0.08470955491065979,
0.05772589519619942,
-0.009649364277720451,
0.030947979539632797,
0.024025587365031242,
-0.048381298780441284,
-0.18972434103488922,
-0.05939195305109024,
-0.06666978448629379,
0.04997055232524872,
0.07723360508680344,
0.05026215314865112,
-0.023484282195568085,
0.08741074055433273,
-0.045864056795835495,
0.09582655876874924,
-0.011324409395456314,
0.0686861127614975,
0.21105848252773285,
-0.0007354117697104812,
0.08872125297784805,
-0.06295198202133179,
-0.10906591266393661,
0.1091938316822052,
0.05539551377296448,
0.06920857727527618,
-0.008601776324212551,
0.12294845283031464,
0.0420864075422287,
0.014610612764954567,
0.09990473091602325,
0.20251129567623138,
-0.0388813242316246,
0.029326440766453743,
-0.01906995289027691,
-0.05788707733154297,
-0.02840461954474449,
-0.02813655138015747,
0.09104091674089432,
-0.06820128113031387,
-0.020041577517986298,
-0.06221647933125496,
-0.00351154082454741,
0.20755913853645325,
0.05621464550495148,
-0.14002123475074768,
-0.07703455537557602,
0.031291358172893524,
-0.09038547426462173,
-0.10306234657764435,
0.014432655647397041,
0.029691152274608612,
-0.11674166470766068,
0.10586550831794739,
0.01107067707926035,
0.11533848941326141,
-0.037427209317684174,
0.023012040182948112,
-0.12890660762786865,
0.05560826137661934,
0.04944701865315437,
0.11775929480791092,
-0.21446610987186432,
0.10285916179418564,
0.022783009335398674,
0.04377342388033867,
-0.1193915531039238,
0.07915012538433075,
0.027708107605576515,
0.056983526796102524,
0.08791212737560272,
-0.007048702333122492,
0.16394375264644623,
-0.10185171663761139,
-0.0847310945391655,
0.050999049097299576,
0.04626190662384033,
0.026183078065514565,
0.0709506943821907,
-0.011229507625102997,
-0.04397721216082573,
-0.031530801206827164,
0.0260873194783926,
-0.17845048010349274,
-0.19632022082805634,
0.0740596354007721,
0.03411966562271118,
-0.0847768634557724,
-0.015542099252343178,
-0.09584156423807144,
-0.0276168379932642,
0.1566905379295349,
0.08563918620347977,
-0.14339834451675415,
-0.08655524253845215,
-0.08040469139814377,
0.16148889064788818,
-0.09075191617012024,
0.0976576954126358,
-0.05808939039707184,
0.1393553912639618,
-0.08161604404449463,
-0.09577182680368423,
-0.041943665593862534,
-0.09878039360046387,
-0.03602655231952667,
0.05723792314529419,
0.13510121405124664,
-0.018935812637209892,
0.038272012025117874,
0.0746133029460907,
-0.01642691157758236,
-0.015409448184072971,
-0.0741112008690834,
-0.0629849061369896,
0.04547439515590668,
0.12177740782499313,
0.06322821974754333,
-0.08684828877449036,
-0.13500748574733734,
-0.01022939570248127,
0.0034297150559723377,
0.20774440467357635,
0.1686067134141922,
-0.01037340983748436,
0.06898108124732971,
0.2521035671234131,
-0.012813810259103775,
-0.2627164125442505,
-0.18618161976337433,
0.014731326140463352,
0.029247598722577095,
-0.10339198261499405,
-0.18431249260902405,
0.0964445248246193,
0.01029746700078249,
-0.004833487793803215,
-0.049199532717466354,
-0.15631787478923798,
-0.0831160917878151,
0.17524869740009308,
0.043185751885175705,
0.11133814603090286,
-0.1061236709356308,
-0.04801533743739128,
-0.13677726686000824,
-0.21819284558296204,
0.11179470270872116,
-0.029233679175376892,
0.116705022752285,
-0.03067007288336754,
0.0779661014676094,
0.025305340066552162,
-0.003364094067364931,
0.12324569374322891,
-0.011032968759536743,
-0.06337245553731918,
-0.07550889998674393,
0.004726368933916092,
0.07020262628793716,
0.009306403808295727,
0.1619492471218109,
-0.06344746053218842,
-0.016506729647517204,
-0.013492880389094353,
-0.0882987380027771,
-0.06622644513845444,
0.10776844620704651,
0.0022910721600055695,
-0.07492104172706604,
-0.04022428020834923,
-0.006471856497228146,
-0.0425366535782814,
-0.01493716612458229,
0.06102509796619415,
-0.014244717545807362,
-0.008859182707965374,
0.15723086893558502,
0.17208795249462128,
-0.13891193270683289,
0.031142868101596832,
-0.018998850136995316,
-0.08240491151809692,
0.052117493003606796,
-0.027377545833587646,
0.05280357971787453,
0.060601115226745605,
0.004736002534627914,
0.06177541986107826,
0.02501819096505642,
-0.03741268068552017,
0.0008311913697980344,
0.07474115490913391,
-0.04604298248887062,
-0.18736088275909424,
-0.026678605005145073,
-0.05511459335684776,
-0.06762409955263138,
0.0807856023311615,
0.12447521090507507,
-0.022459639236330986,
-0.10167540609836578,
0.009097670204937458,
0.018250711262226105,
-0.03510375693440437,
0.10559172183275223,
0.07220863550901413,
0.022128550335764885,
-0.12024161964654922,
0.08264940977096558,
0.11854364722967148,
-0.11796165257692337,
0.018923627212643623,
0.1065329909324646,
-0.06250759959220886,
-0.10185504704713821,
0.04526107758283615,
-0.015381175093352795,
-0.0901225134730339,
-0.05085073038935661,
-0.03516922891139984,
-0.10577918589115143,
0.02433638833463192,
0.06371443718671799,
0.06828007102012634,
-0.03751864284276962,
-0.05548116937279701,
0.010448090732097626,
-0.08505072444677353,
0.04892488569021225,
0.09715509414672852,
0.06443773210048676,
-0.079413503408432,
0.03701786324381828,
-0.04500872269272804,
0.15121608972549438,
-0.04286693409085274,
-0.011972170323133469,
-0.07175976783037186,
-0.028231048956513405,
-0.25481298565864563,
0.04524773731827736,
-0.12425592541694641,
-0.002816627034917474,
-0.002845413750037551,
-0.056929271668195724,
-0.015080144628882408,
0.04650344327092171,
-0.07900204509496689,
-0.016369707882404327,
-0.02399744838476181,
0.07983408123254776,
-0.0874653086066246,
-0.009199189022183418,
0.06757023185491562,
-0.02906353399157524,
0.09491010755300522,
0.04821419715881348,
-0.08969545364379883,
0.06894253939390182,
-0.057005930691957474,
-0.11919697374105453,
0.03119124472141266,
0.07821310311555862,
0.06460992991924286,
-0.04538234695792198,
0.03455953299999237,
0.08052868396043777,
0.05151134729385376,
0.005307312589138746,
0.1414688527584076,
-0.06947426497936249,
0.0010796396527439356,
-0.028032422065734863,
-0.07582253962755203,
-0.014096926897764206,
0.036345355212688446,
0.1542491763830185,
0.0829448327422142,
0.07951300591230392,
-0.07994949072599411,
0.0542229600250721,
-0.017766613513231277,
0.012222801335155964,
-0.07069983333349228,
-0.13146859407424927,
0.04469306021928787,
-0.05919409170746803,
0.004938873928040266,
0.04195088520646095,
0.09950058907270432,
-0.001888910192064941,
0.13491010665893555,
-0.015916796401143074,
0.007847173139452934,
0.05775521323084831,
-0.015688300132751465,
0.16860312223434448,
0.04086747393012047,
-0.04137161746621132,
-0.054705411195755005,
0.012165584601461887,
0.06011468172073364,
0.07254009693861008,
0.059401195496320724,
0.1022360697388649,
0.025088224560022354,
0.07902023196220398,
0.06261515617370605,
0.04014423117041588,
-0.09458598494529724,
-0.14685823023319244,
0.07237869501113892,
0.06753749400377274,
-0.10613700747489929,
0.07681474834680557,
0.08519335836172104,
-0.07735232263803482,
0.06402648985385895,
0.004643215332180262,
-0.07114613056182861,
-0.11377798020839691,
-0.12077893316745758,
-0.07123619318008423,
-0.0677751824259758,
-0.03607986867427826,
-0.09158435463905334,
0.010447004809975624,
-0.018035707995295525,
0.07138296961784363,
-0.03876376524567604,
0.15359072387218475,
-0.11983668059110641,
-0.0756053775548935,
0.07357426732778549,
-0.02111753262579441,
0.03225420415401459,
0.07021678239107132,
0.020355144515633583,
-0.04322783276438713,
0.06994432210922241,
0.030526379123330116,
0.054174236953258514,
0.0288274884223938,
0.02370571903884411,
-0.06198282539844513,
-0.05422390624880791,
-0.05477474629878998,
0.028239285573363304,
0.055027008056640625,
0.18021290004253387,
0.03431762754917145,
-0.031223051249980927,
0.009906082414090633,
0.08925620466470718,
-0.022404715418815613,
-0.21712638437747955,
-0.1041942834854126,
0.18917237222194672,
0.03568720072507858,
0.022801583632826805,
0.02399282343685627,
-0.07811162620782852,
-0.10301908850669861,
0.24280214309692383,
0.1615307778120041,
0.07571035623550415,
0.022078175097703934,
-0.005563423503190279,
0.019421186298131943,
-0.006071071606129408,
0.11933792382478714,
0.06697855144739151,
0.17723989486694336,
-0.04027554392814636,
-0.024965884163975716,
-0.00027868433971889317,
-0.008953955955803394,
-0.2706213593482971,
0.05990156531333923,
-0.00009010213398141786,
-0.07388809323310852,
0.02706425078213215,
0.06910154968500137,
-0.03519536554813385,
-0.06469153612852097,
-0.08604217320680618,
-0.04883916676044464,
-0.08563628047704697,
0.013158581219613552,
0.014920762740075588,
0.006065629422664642,
0.06391730159521103,
-0.012409432791173458,
0.06529434025287628,
0.15411494672298431,
0.020019972696900368,
-0.08674847334623337,
0.027174558490514755,
0.17043493688106537,
-0.026919644325971603,
0.09298217296600342,
0.041532911360263824,
0.055983766913414,
0.09041939675807953,
0.014205455780029297,
-0.10703801363706589,
0.02864004671573639,
0.03403102234005928,
-0.01645984686911106,
0.10688319802284241,
0.11166884750127792,
-0.046853553503751755,
-0.051223304122686386,
-0.0500495545566082,
-0.04863913729786873,
0.0033872092608362436,
0.14526289701461792,
0.0606873594224453,
-0.08385796844959259,
0.09190268069505692,
-0.18232229351997375,
0.055135954171419144,
0.1346665918827057,
-0.0043731555342674255,
-0.05666859447956085,
-0.08353697508573532,
0.07152169942855835,
0.039096586406230927,
-0.06550321727991104,
-0.10667567700147629,
-0.145452618598938,
-0.04281230643391609,
-0.11823641508817673,
0.08686987310647964,
-0.14741520583629608,
0.004442169796675444,
-0.008358538150787354,
0.03681435063481331,
-0.1314535290002823,
0.02897220104932785,
0.07592926174402237,
-0.017382880672812462,
0.01926303468644619,
-0.11595302820205688,
-0.04392722249031067,
0.021097905933856964,
-0.13792294263839722,
-0.033232059329748154
] |
null | null | transformers |
# distilbert-base-en-fr-de-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-de-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-de-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-de-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-de-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-de-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.0303390771150589,
0.0359717532992363,
-0.005069344770163298,
0.10471797734498978,
0.09554370492696762,
-0.02941998280584812,
0.12624768912792206,
0.08421073853969574,
-0.012860738672316074,
0.0010928347473964095,
0.0548538900911808,
0.02835589088499546,
0.0333775095641613,
0.07857806980609894,
-0.04314304143190384,
-0.2766486704349518,
-0.01078549399971962,
0.06923279911279678,
-0.03454199433326721,
0.06517330557107925,
0.13674388825893402,
-0.06201372668147087,
0.06754258275032043,
0.03854873776435852,
-0.07102994620800018,
0.08303127437829971,
-0.03729929029941559,
-0.09626198559999466,
0.08727748692035675,
0.08515782654285431,
0.09563253074884415,
0.027712935581803322,
0.07209845632314682,
-0.03610405698418617,
0.011147146113216877,
0.002871293807402253,
0.021194159984588623,
0.008088476955890656,
-0.012332270853221416,
-0.05853135511279106,
0.06314589828252792,
-0.11689256876707077,
-0.006756236776709557,
0.05343984067440033,
-0.02224273979663849,
-0.11584983021020889,
-0.05751112475991249,
0.048277974128723145,
0.06145666912198067,
0.0209214985370636,
0.016176939010620117,
0.13260594010353088,
-0.043385278433561325,
0.06762242317199707,
0.18524977564811707,
-0.2126624584197998,
-0.05778272822499275,
0.0748540386557579,
0.05345477536320686,
-0.006254620850086212,
-0.02298440970480442,
0.04911163076758385,
0.057701971381902695,
0.08672048896551132,
-0.055855266749858856,
-0.10944647341966629,
-0.0052588507533073425,
-0.07457946240901947,
-0.0812339335680008,
-0.03874549642205238,
0.1591670662164688,
-0.06471248716115952,
-0.11401254683732986,
-0.06456189602613449,
-0.03649996966123581,
0.1642758697271347,
-0.06452349573373795,
-0.007297678850591183,
-0.0015174071304500103,
-0.025661248713731766,
-0.05306733399629593,
-0.13519452512264252,
-0.12643484771251678,
-0.04400802403688431,
-0.11521779745817184,
0.19054479897022247,
0.06630770117044449,
0.031449299305677414,
-0.056632477790117264,
0.00880932155996561,
-0.06756515055894852,
-0.09190207719802856,
-0.022624459117650986,
-0.09083803743124008,
0.07605963200330734,
0.03021356090903282,
-0.09111081063747406,
-0.083218052983284,
0.1129617765545845,
0.13594040274620056,
-0.038282111287117004,
0.008253710344433784,
-0.05417528375983238,
-0.016726961359381676,
0.08288108557462692,
0.10186652094125748,
-0.043536197394132614,
0.010485822334885597,
0.06654615700244904,
-0.06583504378795624,
0.014449082314968109,
0.00032102986006066203,
-0.13926488161087036,
-0.08417297899723053,
0.003428434254601598,
0.11353117972612381,
0.01640077494084835,
0.043885525315999985,
0.014454425312578678,
-0.03306913003325462,
0.11168763786554337,
-0.14032669365406036,
0.047038447111845016,
-0.02044805698096752,
0.03725392371416092,
0.18526026606559753,
0.005818255711346865,
-0.037560708820819855,
-0.15063448250293732,
-0.0553273931145668,
0.0003447661583777517,
-0.004974021576344967,
-0.025250837206840515,
-0.11506139487028122,
0.026763761416077614,
-0.09084872901439667,
-0.005273185204714537,
-0.1626114696264267,
-0.09764934331178665,
0.04402709752321243,
0.047466959804296494,
-0.04585101827979088,
-0.012936701066792011,
0.028881331905722618,
0.029665494337677956,
0.0009008210035972297,
-0.02527233399450779,
-0.04963846132159233,
-0.01543798204511404,
0.02623474784195423,
0.05036605894565582,
0.08979085832834244,
-0.13352444767951965,
0.031418219208717346,
-0.04369356110692024,
-0.0009502008324488997,
-0.16565008461475372,
0.08414949476718903,
-0.08051028847694397,
-0.019818684086203575,
-0.11040445417165756,
-0.1253407746553421,
0.06842778623104095,
0.0034757337998598814,
0.03849761188030243,
0.09564395993947983,
-0.11726266145706177,
-0.05996644124388695,
0.13319382071495056,
-0.07989849150180817,
0.00011532651842571795,
0.20046404004096985,
0.013208911754190922,
-0.028823936358094215,
0.09974582493305206,
0.02522236481308937,
0.10168597102165222,
-0.09670062363147736,
0.014669954776763916,
0.07264992594718933,
0.016241950914263725,
0.0035993445198982954,
0.058180760592222214,
-0.02202684059739113,
-0.03401824086904526,
0.019008921459317207,
-0.024244273081421852,
0.015687836334109306,
-0.024941274896264076,
-0.025788679718971252,
-0.02553914114832878,
-0.06548187136650085,
0.11392664164304733,
0.03559136018157005,
0.05508996173739433,
-0.06905576586723328,
-0.04687521234154701,
0.0988081619143486,
0.051178477704524994,
-0.06600675731897354,
0.05401483178138733,
-0.10970930755138397,
0.05662582442164421,
-0.061072204262018204,
0.020476454868912697,
-0.14771835505962372,
-0.007021021097898483,
0.04518057778477669,
-0.002460202667862177,
0.07479918748140335,
0.023728668689727783,
0.0679270401597023,
0.03794455900788307,
-0.06022932380437851,
0.10173219442367554,
0.048731449991464615,
-0.025516169145703316,
-0.004331456031650305,
-0.023290198296308517,
-0.05321803316473961,
-0.043234020471572876,
0.03643113374710083,
-0.0010533258318901062,
0.0015740288654342294,
-0.028051774948835373,
0.10623873770236969,
-0.07366344332695007,
0.0565248467028141,
0.032486896961927414,
0.06258941441774368,
-0.054753851145505905,
-0.02212187461555004,
0.058215588331222534,
-0.027802886441349983,
-0.04015011340379715,
0.06827157735824585,
0.04142680764198303,
-0.03505463898181915,
0.11953296512365341,
-0.0004337721911724657,
0.02214394509792328,
-0.020507993176579475,
-0.012275321409106255,
0.014154373668134212,
-0.02857876569032669,
-0.054593537002801895,
0.1720152497291565,
0.004517343360930681,
0.09916137158870697,
-0.08499287068843842,
0.0024142481852322817,
0.013071602210402489,
-0.08489874750375748,
-0.07365210354328156,
0.06136619299650192,
0.042643580585718155,
-0.10615486651659012,
0.07682926952838898,
0.07861791551113129,
-0.04492315649986267,
0.10935445129871368,
-0.026456467807292938,
-0.05627861246466637,
0.041744329035282135,
-0.0017164995661005378,
0.03330119699239731,
-0.021956628188490868,
-0.08799281716346741,
-0.05445481836795807,
0.08457835763692856,
-0.05439937114715576,
-0.0030445626471191645,
-0.08620510995388031,
0.053831908851861954,
0.028076419606804848,
-0.05183449760079384,
-0.059212636202573776,
0.02306976728141308,
0.012335696257650852,
0.03486885130405426,
0.017665119841694832,
-0.02102186158299446,
0.03680899739265442,
0.020779874175786972,
-0.011461031623184681,
0.13470712304115295,
-0.12561501562595367,
-0.3158318102359772,
-0.22413323819637299,
-0.18847481906414032,
-0.166002094745636,
0.07142876088619232,
0.07507536560297012,
-0.09814107418060303,
-0.0820239782333374,
0.006937501486390829,
0.0961502194404602,
-0.03977572172880173,
-0.008562056347727776,
0.045243747532367706,
-0.0006481216405518353,
-0.019194023683667183,
-0.16073770821094513,
-0.02184825949370861,
0.039079293608665466,
-0.11377151310443878,
0.08705298602581024,
-0.07067284733057022,
0.05567244812846184,
0.04359805956482887,
-0.04291989654302597,
0.01936834119260311,
-0.012163829989731312,
0.11980509012937546,
0.0011732700513675809,
0.0423080176115036,
0.2344854474067688,
-0.004693212918937206,
0.06345177441835403,
0.08060283213853836,
0.06241070479154587,
-0.017256515100598335,
0.03800271078944206,
0.01547644380480051,
-0.06048136577010155,
-0.17844274640083313,
-0.0652906745672226,
-0.06390930712223053,
0.053151872009038925,
0.07380998879671097,
0.05236005038022995,
-0.0059658740647137165,
0.08565091341733932,
-0.04590657353401184,
0.103943832218647,
-0.0011117446701973677,
0.06473422050476074,
0.20125743746757507,
0.00033644569339230657,
0.09614012390375137,
-0.052840832620859146,
-0.10975133627653122,
0.10327918827533722,
0.028723612427711487,
0.09979964792728424,
-0.0016829156083986163,
0.10399722307920456,
0.05291735380887985,
0.01758696138858795,
0.09749777615070343,
0.21147273480892181,
-0.04450206831097603,
0.027987178415060043,
-0.0068302457220852375,
-0.059355173259973526,
-0.035569217056035995,
-0.024056483060121536,
0.09773646295070648,
-0.06170787289738655,
-0.015550277195870876,
-0.05128994956612587,
0.0011001552920788527,
0.2157261222600937,
0.07001259922981262,
-0.1531396359205246,
-0.07420229911804199,
0.03423381224274635,
-0.08938155323266983,
-0.1014801487326622,
0.013631542213261127,
0.033826280385255814,
-0.12673568725585938,
0.10265340656042099,
0.016162820160388947,
0.10927522927522659,
-0.03882357478141785,
0.019729427993297577,
-0.11573474109172821,
0.058323752135038376,
0.03365926817059517,
0.10506855696439743,
-0.21606339514255524,
0.1187581941485405,
0.018240002915263176,
0.033711519092321396,
-0.1215614303946495,
0.07985811680555344,
0.04106494411826134,
0.041447073221206665,
0.0848323404788971,
-0.005017491057515144,
0.1616300642490387,
-0.10558313131332397,
-0.08013930916786194,
0.04489186406135559,
0.07261450588703156,
0.015108500607311726,
0.07704193145036697,
-0.002625484252348542,
-0.03582867234945297,
-0.031027184799313545,
0.02209838107228279,
-0.19120123982429504,
-0.18489396572113037,
0.07142358273267746,
0.017367621883749962,
-0.0795087218284607,
-0.022282689809799194,
-0.0958312451839447,
-0.03799634054303169,
0.15897361934185028,
0.08456443250179291,
-0.14639990031719208,
-0.08479290455579758,
-0.06559067219495773,
0.16712942719459534,
-0.09315254539251328,
0.10224675387144089,
-0.05278000235557556,
0.123713918030262,
-0.07578659802675247,
-0.09572717547416687,
-0.03327200934290886,
-0.09845758974552155,
-0.05383671447634697,
0.05628999322652817,
0.14797161519527435,
0.0022910030093044043,
0.04125342518091202,
0.06743542104959488,
-0.01268507819622755,
-0.012417091056704521,
-0.08030900359153748,
-0.04982385411858559,
0.02700650319457054,
0.10918983072042465,
0.09184814989566803,
-0.08239659667015076,
-0.13867056369781494,
-0.0182853564620018,
0.010302304290235043,
0.19365878403186798,
0.17668166756629944,
-0.006442153360694647,
0.05343753844499588,
0.25800222158432007,
-0.011919721961021423,
-0.25723913311958313,
-0.1909557431936264,
0.008614057675004005,
0.038683176040649414,
-0.10252535343170166,
-0.18474061787128448,
0.08987646549940109,
0.004989666398614645,
-0.0038940240629017353,
-0.03550355136394501,
-0.1669958233833313,
-0.0869634822010994,
0.19450533390045166,
0.03515210747718811,
0.10167107731103897,
-0.10350359976291656,
-0.060448307543992996,
-0.13239945471286774,
-0.2133101522922516,
0.10862010717391968,
-0.028202088549733162,
0.11290541291236877,
-0.02908693067729473,
0.09199892729520798,
0.022552819922566414,
0.002253657905384898,
0.12618093192577362,
-0.0058799381367862225,
-0.058272864669561386,
-0.0786142498254776,
0.0002829303266480565,
0.07684359699487686,
0.006410037633031607,
0.14386194944381714,
-0.058997802436351776,
-0.01392422430217266,
0.0009800837142392993,
-0.0865280032157898,
-0.05805180221796036,
0.1021956205368042,
-0.0050297947600483894,
-0.07943008095026016,
-0.04142691567540169,
-0.008793463930487633,
-0.05493234843015671,
-0.008208701387047768,
0.043043430894613266,
-0.010224652476608753,
-0.00016550750297028571,
0.1523837149143219,
0.17822541296482086,
-0.1279185265302658,
0.052991222590208054,
-0.02729218080639839,
-0.08136575669050217,
0.040569715201854706,
-0.004340947140008211,
0.0515737384557724,
0.06447654962539673,
0.024212555959820747,
0.0738474577665329,
0.04293956235051155,
-0.035263411700725555,
0.012901500798761845,
0.07795098423957825,
-0.049277305603027344,
-0.20640788972377777,
-0.024603910744190216,
-0.07896530628204346,
-0.06568373739719391,
0.0958404541015625,
0.11915155500173569,
-0.01817980594933033,
-0.092981718480587,
0.0030051139183342457,
0.017867276445031166,
-0.04801541194319725,
0.10888402909040451,
0.056312303990125656,
0.02468896470963955,
-0.12250404804944992,
0.0719904899597168,
0.10773851722478867,
-0.08247938752174377,
0.008820653893053532,
0.09547443687915802,
-0.06532154232263565,
-0.0891585573554039,
-0.002539711305871606,
-0.03346118703484535,
-0.09526010602712631,
-0.04927067458629608,
-0.03719579055905342,
-0.1076158732175827,
0.020284125581383705,
0.07199911028146744,
0.07650849968194962,
-0.028413869440555573,
-0.06750501692295074,
0.025520136579871178,
-0.06597592681646347,
0.04360048472881317,
0.10533223301172256,
0.07095534354448318,
-0.06764774769544601,
0.06519973278045654,
-0.042479634284973145,
0.14441387355327606,
-0.05175282806158066,
-0.03011123277246952,
-0.06900492310523987,
-0.017807302996516228,
-0.25407180190086365,
0.022446634247899055,
-0.12564611434936523,
-0.009271389804780483,
0.004534539766609669,
-0.0614599771797657,
-0.01786521077156067,
0.052042342722415924,
-0.07692895084619522,
-0.02004696987569332,
-0.021136080846190453,
0.06752146035432816,
-0.09912068396806717,
-0.005788515787571669,
0.0750732570886612,
-0.04244604334235191,
0.10075107216835022,
0.06588372588157654,
-0.08871143311262131,
0.06082143634557724,
-0.07005544006824493,
-0.11157631129026413,
0.03360452130436897,
0.06890948116779327,
0.06808700412511826,
-0.045364558696746826,
0.030485572293400764,
0.07478215545415878,
0.054536014795303345,
0.011427290737628937,
0.14045372605323792,
-0.06704387068748474,
0.012730589136481285,
-0.03154807537794113,
-0.07346449792385101,
-0.019306717440485954,
0.028081245720386505,
0.14588961005210876,
0.10098610073328018,
0.08333759754896164,
-0.07694802433252335,
0.04781758412718773,
-0.014896327629685402,
0.016065187752246857,
-0.06255598366260529,
-0.11863947659730911,
0.046942416578531265,
-0.06147310882806778,
0.00814088061451912,
0.04317815229296684,
0.11619096994400024,
-0.015506094321608543,
0.11780884861946106,
-0.021075215190649033,
0.03397687152028084,
0.06413943320512772,
-0.021454762667417526,
0.1663915365934372,
0.043100159615278244,
-0.03986344486474991,
-0.07026619464159012,
0.012673362158238888,
0.057473137974739075,
0.05029665678739548,
0.07936014235019684,
0.07204347848892212,
0.029474709182977676,
0.07908032834529877,
0.07657380402088165,
0.04188600182533264,
-0.08743466436862946,
-0.17245899140834808,
0.0826164186000824,
0.06388890743255615,
-0.10316965728998184,
0.07904289662837982,
0.07724171131849289,
-0.07543051987886429,
0.05699601024389267,
0.019177710637450218,
-0.07573595643043518,
-0.11849407106637955,
-0.10336229205131531,
-0.05893697962164879,
-0.06864721328020096,
-0.03371822461485863,
-0.08756308257579803,
0.01921110413968563,
-0.0022068708203732967,
0.0820738896727562,
-0.029089732095599174,
0.1480923444032669,
-0.14799563586711884,
-0.06837806850671768,
0.0677662268280983,
-0.02017928659915924,
0.04754478111863136,
0.07689415663480759,
-0.0029997352976351976,
-0.05871722102165222,
0.06731319427490234,
0.037833888083696365,
0.050303421914577484,
0.030327504500746727,
0.030108539387583733,
-0.05650591850280762,
-0.047462161630392075,
-0.05829374119639397,
0.021778298541903496,
0.043115004897117615,
0.19127850234508514,
0.04032310098409653,
-0.031861063092947006,
0.00667834235355258,
0.07802601158618927,
-0.0398903489112854,
-0.22509391605854034,
-0.10704470425844193,
0.20498280227184296,
0.0253653172403574,
0.027491068467497826,
0.024945475161075592,
-0.0895407497882843,
-0.10385917127132416,
0.21653568744659424,
0.17171162366867065,
0.06498115509748459,
0.023137688636779785,
0.007106053177267313,
0.018696507439017296,
-0.0017651199596002698,
0.1066555380821228,
0.06218180060386658,
0.19987265765666962,
-0.032468076795339584,
-0.028704965487122536,
-0.009034987539052963,
-0.014472391456365585,
-0.25880590081214905,
0.04944052919745445,
-0.0030551624950021505,
-0.059497982263565063,
0.020902803167700768,
0.07840261608362198,
-0.05610354617238045,
-0.07395390421152115,
-0.0738096609711647,
-0.03293650969862938,
-0.0841410681605339,
0.022214988246560097,
0.005893185269087553,
0.015452232211828232,
0.07627760618925095,
-0.014912921003997326,
0.07002568244934082,
0.14153268933296204,
0.025665458291769028,
-0.0899256244301796,
0.027172816917300224,
0.1725602000951767,
-0.01872289553284645,
0.10734612494707108,
0.03972803056240082,
0.07216694205999374,
0.09061124920845032,
0.016859395429491997,
-0.0933745726943016,
0.028950955718755722,
0.03702858090400696,
-0.026055317372083664,
0.0968453586101532,
0.11201319098472595,
-0.03436856344342232,
-0.07217857241630554,
-0.04850149527192116,
-0.045231662690639496,
0.011443140916526318,
0.1482151448726654,
0.06138923391699791,
-0.10197935998439789,
0.08103415369987488,
-0.17831608653068542,
0.05055754631757736,
0.13760621845722198,
-0.005866368301212788,
-0.03773771971464157,
-0.07628098130226135,
0.06259603798389435,
0.03594000265002251,
-0.06535215675830841,
-0.1087292805314064,
-0.15267236530780792,
-0.039221834391355515,
-0.11292661726474762,
0.06847018748521805,
-0.15846726298332214,
-0.004111045505851507,
-0.00797191634774208,
0.04040824994444847,
-0.1170005053281784,
0.02979949489235878,
0.0801483616232872,
-0.007109621074050665,
0.026225609704852104,
-0.09984991699457169,
-0.04555723816156387,
0.017091061919927597,
-0.13636751472949982,
-0.03381526842713356
] |
null | null | transformers |
# distilbert-base-en-fr-de-no-da-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-de-no-da-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-de-no-da-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-de-no-da-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-de-no-da-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-de-no-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-de-no-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-de-no-da-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.028959693387150764,
0.05789985880255699,
-0.0045460606925189495,
0.10291696339845657,
0.09455666691064835,
-0.042379364371299744,
0.10731770098209381,
0.10058261454105377,
-0.03166620805859566,
-0.013093340210616589,
0.048127029091119766,
0.03171733766794205,
0.03576158732175827,
0.06817332655191422,
-0.04067821055650711,
-0.2784150242805481,
-0.009605796076357365,
0.09308137744665146,
-0.03495309129357338,
0.059047896414995193,
0.14824144542217255,
-0.06493302434682846,
0.06541837751865387,
0.03825674578547478,
-0.06802299618721008,
0.08681418001651764,
-0.04513513669371605,
-0.10407507419586182,
0.08225024491548538,
0.09207677841186523,
0.09528138488531113,
0.02995215356349945,
0.060895901173353195,
-0.040363993495702744,
0.01049857959151268,
0.0037460962776094675,
0.030277548357844353,
0.010530317202210426,
-0.004051556345075369,
-0.05243527889251709,
0.034878186881542206,
-0.129970982670784,
-0.009053350426256657,
0.05614868924021721,
-0.010904824361205101,
-0.1318967491388321,
-0.04687260091304779,
0.0516587533056736,
0.05450354889035225,
0.031863223761320114,
0.020826615393161774,
0.15237699449062347,
-0.05086756497621536,
0.06421591341495514,
0.18608000874519348,
-0.2082444131374359,
-0.05230800062417984,
0.06155600771307945,
0.04953289031982422,
0.00028279481921344995,
-0.028617562726140022,
0.037098463624715805,
0.054228197783231735,
0.07805072516202927,
-0.04957307130098343,
-0.11084237694740295,
-0.03525562584400177,
-0.07425135374069214,
-0.06612563133239746,
-0.024073464795947075,
0.1742134690284729,
-0.05117841437458992,
-0.10817211121320724,
-0.06338964402675629,
-0.02524390071630478,
0.17821642756462097,
-0.06963564455509186,
-0.01720188930630684,
0.009724250994622707,
-0.02553500235080719,
-0.04174848273396492,
-0.13244011998176575,
-0.1341739147901535,
-0.027061913162469864,
-0.11702078580856323,
0.16633635759353638,
0.06310626119375229,
0.023995332419872284,
-0.054630085825920105,
-0.001339223119430244,
-0.07080484926700592,
-0.08649852871894836,
-0.019027985632419586,
-0.09472329169511795,
0.08405406773090363,
0.03174959495663643,
-0.09122251719236374,
-0.11359460651874542,
0.1077299416065216,
0.1297936588525772,
-0.037419915199279785,
0.004761548712849617,
-0.04944130405783653,
-0.0194496288895607,
0.07074896991252899,
0.10284662991762161,
-0.0434277281165123,
-0.001745408633723855,
0.07589386403560638,
-0.07325662672519684,
0.01965460553765297,
0.004780914168804884,
-0.1483263522386551,
-0.09500725567340851,
0.001823923783376813,
0.10866279155015945,
0.022061558440327644,
0.04013758897781372,
0.016819579526782036,
-0.0401824451982975,
0.1354416012763977,
-0.13651779294013977,
0.041108060628175735,
-0.023636531084775925,
0.0387423112988472,
0.22176900506019592,
0.010182133875787258,
-0.03603830933570862,
-0.16170178353786469,
-0.05876000598073006,
-0.0023925439454615116,
-0.008311130106449127,
-0.024911576882004738,
-0.10645276308059692,
0.04046760872006416,
-0.08944029361009598,
0.006569299381226301,
-0.1704794317483902,
-0.09238679707050323,
0.04687200114130974,
0.050368115305900574,
-0.0359133742749691,
-0.026282208040356636,
0.03451161831617355,
0.026031913235783577,
-0.0033146990463137627,
-0.02863178960978985,
-0.04095958545804024,
-0.020972346886992455,
0.022895745933055878,
0.041614752262830734,
0.08685892075300217,
-0.1362263709306717,
0.037302687764167786,
-0.054022982716560364,
-0.011089455336332321,
-0.1776953488588333,
0.07252290099859238,
-0.0846346989274025,
-0.012821883894503117,
-0.1154254600405693,
-0.12501005828380585,
0.07091446220874786,
0.00958743691444397,
0.023448579013347626,
0.091536745429039,
-0.1063581183552742,
-0.06104039400815964,
0.13418269157409668,
-0.07646459341049194,
0.00470335315912962,
0.19134336709976196,
0.019547855481505394,
-0.029320381581783295,
0.11148829758167267,
0.042356520891189575,
0.11779426783323288,
-0.09880577027797699,
0.0036649431567639112,
0.0919005274772644,
0.019478410482406616,
-0.03297790512442589,
0.06216566264629364,
-0.017319997772574425,
-0.03349437192082405,
0.029255319386720657,
-0.021959617733955383,
0.02108067274093628,
-0.012361915782094002,
-0.02784031629562378,
-0.030953742563724518,
-0.06738696247339249,
0.1084628626704216,
0.04674079269170761,
0.061132486909627914,
-0.07392110675573349,
-0.06564328819513321,
0.1052277609705925,
0.05932600051164627,
-0.06886333972215652,
0.05568854510784149,
-0.10128437727689743,
0.04472264647483826,
-0.0745958760380745,
0.019655663520097733,
-0.1470322161912918,
-0.006945009808987379,
0.03828637674450874,
-0.0185843538492918,
0.07053115963935852,
0.04273160919547081,
0.06392322480678558,
0.02396421693265438,
-0.07371063530445099,
0.10825061053037643,
0.05228602513670921,
-0.0216579157859087,
-0.008202235214412212,
-0.013554217293858528,
-0.04565468430519104,
-0.0388316810131073,
0.03470941260457039,
-0.00517900288105011,
0.00044887856347486377,
-0.02900283969938755,
0.10703492909669876,
-0.06452887505292892,
0.06643636524677277,
0.0413476787507534,
0.0661579817533493,
-0.05190286040306091,
-0.017070826143026352,
0.06479059904813766,
-0.021577263250947,
-0.031226713210344315,
0.06526647508144379,
0.04327381029725075,
-0.03270845487713814,
0.12407738715410233,
0.007074026390910149,
0.026078781113028526,
-0.01400513295084238,
-0.010633439756929874,
0.011074560694396496,
-0.01990630105137825,
-0.05729430541396141,
0.16739681363105774,
0.006758229807019234,
0.10461544990539551,
-0.0894891545176506,
-0.0009211015421897173,
0.007080100476741791,
-0.0832032859325409,
-0.07062791287899017,
0.05859099328517914,
0.042705100029706955,
-0.08773365616798401,
0.08334218710660934,
0.08448264747858047,
-0.05620105192065239,
0.1037348061800003,
-0.029575098305940628,
-0.0610722154378891,
0.05616104230284691,
-0.01808413676917553,
0.035414230078458786,
-0.02910504676401615,
-0.07218947261571884,
-0.04395094886422157,
0.09292583912611008,
-0.05619113892316818,
0.005379045382142067,
-0.07647813856601715,
0.047589417546987534,
0.032830554991960526,
-0.04690995812416077,
-0.03418362885713577,
0.017783842980861664,
0.013375929556787014,
0.03579789772629738,
0.01860208995640278,
-0.018191218376159668,
0.03214302659034729,
0.029632193967700005,
-0.009260247461497784,
0.1306493878364563,
-0.12362369894981384,
-0.3366866111755371,
-0.2131071835756302,
-0.15817134082317352,
-0.15975321829319,
0.06009963899850845,
0.08312859386205673,
-0.10450033843517303,
-0.08973738551139832,
-0.004585521761327982,
0.06301692128181458,
-0.034272439777851105,
-0.020460152998566628,
0.04735282436013222,
0.014984432607889175,
-0.009491024538874626,
-0.16104091703891754,
-0.019375422969460487,
0.046966444700956345,
-0.09396728873252869,
0.07859432697296143,
-0.0794747993350029,
0.06629522144794464,
0.05091893672943115,
-0.044275522232055664,
0.005660137161612511,
-0.012337787076830864,
0.09061531722545624,
0.005130835343152285,
0.052603669464588165,
0.23263950645923615,
0.00413857027888298,
0.06077044457197189,
0.07928699254989624,
0.06007128581404686,
-0.010858012363314629,
0.03405269607901573,
0.02598389983177185,
-0.05284997448325157,
-0.18614813685417175,
-0.0634220689535141,
-0.05854937434196472,
0.043030306696891785,
0.06808877736330032,
0.05033288523554802,
-0.005892463959753513,
0.08984502404928207,
-0.046076126396656036,
0.09183979779481888,
-0.014275765977799892,
0.0676250010728836,
0.21196159720420837,
0.0035187869798392057,
0.09858089685440063,
-0.06342606246471405,
-0.11055006831884384,
0.11037642508745193,
0.046075012534856796,
0.08132617920637131,
-0.010233883745968342,
0.11624421924352646,
0.040435321629047394,
0.0066909184679389,
0.09756285697221756,
0.20209960639476776,
-0.03164856880903244,
0.02875777706503868,
-0.01660744845867157,
-0.05853580683469772,
-0.027730528265237808,
-0.02565726451575756,
0.09853668510913849,
-0.06900326162576675,
-0.02017829939723015,
-0.059497103095054626,
-0.000512433354742825,
0.22024011611938477,
0.052754465490579605,
-0.15030759572982788,
-0.08017713576555252,
0.03049120493233204,
-0.08899730443954468,
-0.08852487802505493,
0.016734277829527855,
0.02260669134557247,
-0.11875822395086288,
0.10541082918643951,
0.017936933785676956,
0.11276236921548843,
-0.04543610289692879,
0.02265215665102005,
-0.13195542991161346,
0.05896857753396034,
0.047415852546691895,
0.11480311304330826,
-0.19942910969257355,
0.10697032511234283,
0.018758434802293777,
0.043993446975946426,
-0.12365492433309555,
0.07568462193012238,
0.03685914725065231,
0.045338667929172516,
0.0888887494802475,
-0.007255448028445244,
0.1397937685251236,
-0.10745061933994293,
-0.09468162059783936,
0.04899758845567703,
0.05477059632539749,
0.024976009503006935,
0.07035618275403976,
-0.007786834612488747,
-0.04278112202882767,
-0.02505270391702652,
0.02007969096302986,
-0.18478436768054962,
-0.1933058351278305,
0.06974601000547409,
0.029780754819512367,
-0.08769010007381439,
-0.01302345097064972,
-0.10218879580497742,
-0.028081808239221573,
0.16635702550411224,
0.08491592109203339,
-0.14894931018352509,
-0.0839414894580841,
-0.0757972002029419,
0.16254135966300964,
-0.09051250666379929,
0.09345917403697968,
-0.05517556890845299,
0.1327465921640396,
-0.07272423058748245,
-0.0957474336028099,
-0.03767578303813934,
-0.09748820215463638,
-0.0388512946665287,
0.0591103620827198,
0.1383829116821289,
-0.00896879006177187,
0.04196614399552345,
0.07086900621652603,
-0.016557982191443443,
-0.01220354251563549,
-0.08033982664346695,
-0.06368858367204666,
0.0426834337413311,
0.12543773651123047,
0.0703187808394432,
-0.095305435359478,
-0.13445742428302765,
-0.00974043644964695,
0.00883405189961195,
0.2116526961326599,
0.17146973311901093,
-0.011084253899753094,
0.060788437724113464,
0.2650969326496124,
-0.010127566754817963,
-0.26094871759414673,
-0.18278934061527252,
0.010390493087470531,
0.025393623858690262,
-0.0986400693655014,
-0.18114714324474335,
0.10633661597967148,
0.022612230852246284,
-0.001807955908589065,
-0.04172959178686142,
-0.15633326768875122,
-0.08635073155164719,
0.18699724972248077,
0.03492315486073494,
0.11315473169088364,
-0.10933618247509003,
-0.05032053589820862,
-0.1417119950056076,
-0.20864418148994446,
0.11465895175933838,
-0.023275846615433693,
0.1184193566441536,
-0.02884887158870697,
0.07399270683526993,
0.02422109805047512,
-0.002461247844621539,
0.1238662600517273,
-0.004176013637334108,
-0.06036775931715965,
-0.07814355194568634,
0.009560634382069111,
0.08459340780973434,
0.0090769212692976,
0.16090649366378784,
-0.06094609946012497,
-0.016517922282218933,
-0.005305482540279627,
-0.0905894860625267,
-0.06337527930736542,
0.10711157321929932,
0.0028991918079555035,
-0.0769498199224472,
-0.04227916896343231,
-0.0031178081408143044,
-0.04188509285449982,
-0.011586851440370083,
0.04691370204091072,
-0.01663392037153244,
-0.009049643762409687,
0.1539890021085739,
0.17798848450183868,
-0.13781379163265228,
0.022650040686130524,
-0.025902992114424706,
-0.08730881661176682,
0.043420031666755676,
-0.019482901319861412,
0.05016956850886345,
0.06782293319702148,
0.00691998889669776,
0.05908489599823952,
0.03050076775252819,
-0.033588603138923645,
0.002693651244044304,
0.07585178315639496,
-0.043600745499134064,
-0.18795552849769592,
-0.02381277270615101,
-0.06911079585552216,
-0.07259219884872437,
0.07874353229999542,
0.12197241932153702,
-0.01966441422700882,
-0.09628631919622421,
0.008390367031097412,
0.013995089568197727,
-0.037933263927698135,
0.10351582616567612,
0.07227931171655655,
0.01795112155377865,
-0.11563126742839813,
0.09128155559301376,
0.1164301186800003,
-0.11077316850423813,
0.01940547488629818,
0.09630077332258224,
-0.06462625414133072,
-0.09885785728693008,
0.03143712878227234,
-0.029403408989310265,
-0.10107558220624924,
-0.057604413479566574,
-0.03791261836886406,
-0.1037258431315422,
0.023099370300769806,
0.056649334728717804,
0.07065022736787796,
-0.037033550441265106,
-0.05780559405684471,
0.015646032989025116,
-0.07648037374019623,
0.04488227143883705,
0.10344412177801132,
0.06321004033088684,
-0.0678618773818016,
0.04621618986129761,
-0.03990950807929039,
0.14329582452774048,
-0.045379314571619034,
-0.0196028184145689,
-0.06806729733943939,
-0.027021363377571106,
-0.2722071409225464,
0.040114909410476685,
-0.12707018852233887,
-0.005211337935179472,
-0.0011617520358413458,
-0.055532731115818024,
-0.016664009541273117,
0.045730430632829666,
-0.07775937020778656,
-0.018224960193037987,
-0.017893169075250626,
0.07152900844812393,
-0.09211485832929611,
-0.007927038706839085,
0.06935444474220276,
-0.03228246048092842,
0.09310820698738098,
0.055760614573955536,
-0.09147032350301743,
0.061415139585733414,
-0.06376831233501434,
-0.11987391859292984,
0.028824346140027046,
0.07640941441059113,
0.060023050755262375,
-0.040347326546907425,
0.03080282360315323,
0.08662519603967667,
0.0564783476293087,
0.009125197306275368,
0.136977419257164,
-0.07149706780910492,
0.00363373220898211,
-0.025790637359023094,
-0.0794064998626709,
-0.019177047535777092,
0.02653009444475174,
0.1591513752937317,
0.0831848606467247,
0.08553065359592438,
-0.08010468631982803,
0.05120288208127022,
-0.020207863301038742,
0.013355162926018238,
-0.06553217768669128,
-0.12632742524147034,
0.055297017097473145,
-0.059057727456092834,
0.006802236195653677,
0.04409998655319214,
0.11414175480604172,
-0.015726573765277863,
0.14060541987419128,
-0.015042390674352646,
0.016164733096957207,
0.0645064190030098,
-0.016551518812775612,
0.1772312968969345,
0.04568224772810936,
-0.0422058142721653,
-0.0578882172703743,
0.013266957364976406,
0.06049799174070358,
0.05862293392419815,
0.07935921847820282,
0.09831405431032181,
0.023608878254890442,
0.08413207530975342,
0.0613933764398098,
0.04638314247131348,
-0.09990958124399185,
-0.15224063396453857,
0.07956123352050781,
0.06490235775709152,
-0.10403069108724594,
0.07579091936349869,
0.08132605254650116,
-0.0764077752828598,
0.06082729622721672,
0.010925901122391224,
-0.07263513654470444,
-0.11449188739061356,
-0.11816201359033585,
-0.06630469113588333,
-0.06607542186975479,
-0.03508835285902023,
-0.0900873988866806,
0.0021175506990402937,
0.0004154701018705964,
0.0746145024895668,
-0.04017629101872444,
0.15303072333335876,
-0.14451347291469574,
-0.06848575174808502,
0.07135050743818283,
-0.02278173342347145,
0.035597968846559525,
0.06848330795764923,
0.008509465493261814,
-0.049069490283727646,
0.07602226734161377,
0.030564816668629646,
0.052809685468673706,
0.030493976548314095,
0.02409619465470314,
-0.061035919934511185,
-0.05026724934577942,
-0.058285489678382874,
0.02876177988946438,
0.05464385822415352,
0.18548958003520966,
0.03495870158076286,
-0.032974205911159515,
0.010439572855830193,
0.0825544148683548,
-0.02998782880604267,
-0.2251700758934021,
-0.10288482159376144,
0.19866827130317688,
0.03300315886735916,
0.018905408680438995,
0.026492012664675713,
-0.08896424621343613,
-0.10079102218151093,
0.23075255751609802,
0.1690969318151474,
0.0687633529305458,
0.022515026852488518,
-0.002239149296656251,
0.017849404364824295,
-0.008267765864729881,
0.11388686299324036,
0.06789586693048477,
0.1854698657989502,
-0.04237227141857147,
-0.03228182718157768,
0.00024118974397424608,
-0.009377116337418556,
-0.27649372816085815,
0.05741835758090019,
-0.002611058298498392,
-0.06971748173236847,
0.0206729918718338,
0.06955522298812866,
-0.04490844905376434,
-0.0644020065665245,
-0.07897813618183136,
-0.04571035876870155,
-0.08877098560333252,
0.02165892906486988,
-0.0024809741880744696,
0.01019093208014965,
0.0657641589641571,
-0.010924169793725014,
0.06502126157283783,
0.15216264128684998,
0.016986675560474396,
-0.09195557981729507,
0.03281428664922714,
0.16649644076824188,
-0.010638637468218803,
0.09723763912916183,
0.04273691400885582,
0.06945013999938965,
0.09467292577028275,
0.021701186895370483,
-0.10014699399471283,
0.03462032601237297,
0.03547012433409691,
-0.019526803866028786,
0.1100151389837265,
0.10199802368879318,
-0.04637422785162926,
-0.05646331235766411,
-0.04415501281619072,
-0.04294189438223839,
0.007594795897603035,
0.1556483954191208,
0.061620377004146576,
-0.0903446152806282,
0.08296279609203339,
-0.1819673627614975,
0.06036396324634552,
0.1339622586965561,
-0.004680856131017208,
-0.057074759155511856,
-0.07678583264350891,
0.06836029142141342,
0.037446003407239914,
-0.08164724707603455,
-0.1092069149017334,
-0.15024863183498383,
-0.03498407080769539,
-0.10635142773389816,
0.08534486591815948,
-0.15385159850120544,
-0.0037444133777171373,
-0.003320208750665188,
0.03663502261042595,
-0.126858189702034,
0.025243129581212997,
0.07143940031528473,
-0.012495108880102634,
0.019361497834324837,
-0.10115136951208115,
-0.04761148989200592,
0.015628205612301826,
-0.14444419741630554,
-0.03300302103161812
] |
null | null | transformers |
# distilbert-base-en-fr-es-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-es-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-es-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-es-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-es-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.030851811170578003,
0.033067889511585236,
-0.005047603510320187,
0.10513675212860107,
0.09630744159221649,
-0.029286343604326248,
0.124435193836689,
0.08510372787714005,
-0.007523709908127785,
0.0007957110647112131,
0.055381931364536285,
0.025385702028870583,
0.032814815640449524,
0.0810478925704956,
-0.04422881081700325,
-0.2738436460494995,
-0.010865078307688236,
0.06820107251405716,
-0.0342758409678936,
0.06605489552021027,
0.13626228272914886,
-0.062382183969020844,
0.06844139099121094,
0.03995240479707718,
-0.07267274707555771,
0.08394965529441833,
-0.036853328347206116,
-0.09728682786226273,
0.08720096200704575,
0.08737871050834656,
0.09566979110240936,
0.025856396183371544,
0.0723268985748291,
-0.03695857524871826,
0.011061306111514568,
0.0013869876274839044,
0.02052737958729267,
0.009697002358734608,
-0.011725234799087048,
-0.060406915843486786,
0.06215085834264755,
-0.11327614635229111,
-0.007444111630320549,
0.05231597274541855,
-0.0213471669703722,
-0.11221756041049957,
-0.056953314691782,
0.04828384146094322,
0.06141350418329239,
0.022571412846446037,
0.01638900116086006,
0.13386821746826172,
-0.04415660724043846,
0.06967819482088089,
0.18898048996925354,
-0.21171724796295166,
-0.05783229321241379,
0.07111841440200806,
0.05050165578722954,
-0.00633896654471755,
-0.023672619834542274,
0.047606926411390305,
0.05892033129930496,
0.08565562218427658,
-0.05536491796374321,
-0.10905004292726517,
-0.010839934460818768,
-0.07414735853672028,
-0.08121141791343689,
-0.039976585656404495,
0.16284431517124176,
-0.06228628009557724,
-0.11357814818620682,
-0.06277642399072647,
-0.03804771602153778,
0.1643500179052353,
-0.06152139976620674,
-0.0055502490140497684,
-0.002482387702912092,
-0.027660464867949486,
-0.05197342857718468,
-0.13689786195755005,
-0.12847694754600525,
-0.043714169412851334,
-0.114468052983284,
0.19116093218326569,
0.06716645509004593,
0.0333404578268528,
-0.054387178272008896,
0.007160433102399111,
-0.06728123128414154,
-0.0911572054028511,
-0.022414658218622208,
-0.08882711082696915,
0.07302327454090118,
0.029699530452489853,
-0.09007945656776428,
-0.08221150934696198,
0.11158926039934158,
0.13432200253009796,
-0.04054631292819977,
0.008978920988738537,
-0.05019409582018852,
-0.01520761102437973,
0.08341200649738312,
0.10054122656583786,
-0.04002467915415764,
0.014181188307702541,
0.0653846487402916,
-0.06769911199808121,
0.013154115527868271,
-0.001273397239856422,
-0.13969413936138153,
-0.082840196788311,
0.0015368431340903044,
0.110199935734272,
0.013426142744719982,
0.04355110973119736,
0.014753950759768486,
-0.03139963746070862,
0.10845065116882324,
-0.1409451961517334,
0.04815901815891266,
-0.020708918571472168,
0.03589202091097832,
0.1832786351442337,
0.0084167355671525,
-0.0378660149872303,
-0.15019986033439636,
-0.053312450647354126,
-0.0002868270385079086,
-0.003974065184593201,
-0.025671180337667465,
-0.11311084032058716,
0.027690764516592026,
-0.09083349257707596,
-0.0046906424686312675,
-0.162867471575737,
-0.09852231293916702,
0.0436563603579998,
0.048871491104364395,
-0.044831231236457825,
-0.013882244005799294,
0.029356468468904495,
0.02947309985756874,
0.002656451426446438,
-0.02612571232020855,
-0.046439237892627716,
-0.015354612842202187,
0.024848420172929764,
0.049974169582128525,
0.08875676244497299,
-0.13200441002845764,
0.03088473342359066,
-0.044980984181165695,
-0.0017377805197611451,
-0.16295145452022552,
0.0819636881351471,
-0.08159232139587402,
-0.020984383299946785,
-0.10850778222084045,
-0.12412258237600327,
0.0676518902182579,
0.004467269405722618,
0.036058209836483,
0.09679616242647171,
-0.1123456060886383,
-0.0596117228269577,
0.13268893957138062,
-0.08018665760755539,
-0.0006275610066950321,
0.2007070779800415,
0.013293986208736897,
-0.030313128605484962,
0.09783705323934555,
0.027521152049303055,
0.09880203753709793,
-0.0961880162358284,
0.015008389949798584,
0.07450827211141586,
0.018155014142394066,
0.00006104589556343853,
0.05930783972144127,
-0.022092238068580627,
-0.03593979403376579,
0.019041409716010094,
-0.022651920095086098,
0.016985338181257248,
-0.026955829933285713,
-0.02500249072909355,
-0.0271102637052536,
-0.06536117196083069,
0.11075512319803238,
0.03495597466826439,
0.05769040808081627,
-0.06967858225107193,
-0.04809771850705147,
0.09735795855522156,
0.05117490515112877,
-0.06542803347110748,
0.05492619425058365,
-0.10977299511432648,
0.05823560431599617,
-0.059430960565805435,
0.019732972607016563,
-0.1490178108215332,
-0.0073218317702412605,
0.04510011896491051,
-0.0018085817573592067,
0.07521814852952957,
0.020517027005553246,
0.06776735931634903,
0.03882850706577301,
-0.05984954908490181,
0.10061520338058472,
0.04970908910036087,
-0.026884635910391808,
-0.0056724403984844685,
-0.024124767631292343,
-0.05466786026954651,
-0.043406132608652115,
0.03700489178299904,
-0.005228243302553892,
0.0006593837169930339,
-0.029196713119745255,
0.10635340213775635,
-0.07332472503185272,
0.055073078721761703,
0.031414277851581573,
0.06152148172259331,
-0.055813077837228775,
-0.020377473905682564,
0.05806395784020424,
-0.02640152908861637,
-0.03993251174688339,
0.06879248470067978,
0.04430779442191124,
-0.03230297192931175,
0.11791549623012543,
-0.00007030337292235345,
0.0213939156383276,
-0.022313281893730164,
-0.012699560262262821,
0.014626951888203621,
-0.03180356323719025,
-0.053703486919403076,
0.17154672741889954,
0.0046198396012187,
0.10133472084999084,
-0.0848129391670227,
0.001363008632324636,
0.013466009870171547,
-0.08880554139614105,
-0.0734211653470993,
0.06435268372297287,
0.04436039179563522,
-0.10745811462402344,
0.07826241850852966,
0.07557431608438492,
-0.046422988176345825,
0.11119299381971359,
-0.026047227904200554,
-0.05685789883136749,
0.042048677802085876,
-0.00014883113908581436,
0.031801722943782806,
-0.022936271503567696,
-0.08951138705015182,
-0.05365009605884552,
0.08469424396753311,
-0.05387669429183006,
-0.00235949014313519,
-0.0871317908167839,
0.05357168987393379,
0.029547829180955887,
-0.05132875218987465,
-0.05859669670462608,
0.021297834813594818,
0.010931450873613358,
0.035099778324365616,
0.014436515979468822,
-0.01898563653230667,
0.03553737699985504,
0.02015063725411892,
-0.013617373071610928,
0.13525497913360596,
-0.12547630071640015,
-0.31415826082229614,
-0.22757546603679657,
-0.1910487860441208,
-0.16424724459648132,
0.07063188403844833,
0.07615562528371811,
-0.09775605797767639,
-0.08182348310947418,
0.0055433656089007854,
0.09491143375635147,
-0.03812675178050995,
-0.00874871015548706,
0.04776010289788246,
-0.0021704852115362883,
-0.020038116723299026,
-0.15930801630020142,
-0.022030135616660118,
0.037525009363889694,
-0.11468319594860077,
0.08774123340845108,
-0.0706816241145134,
0.05593985319137573,
0.04262657091021538,
-0.0434427447617054,
0.01953030563890934,
-0.01218289416283369,
0.12107719480991364,
0.002195194363594055,
0.04186118394136429,
0.2336786538362503,
-0.00591310253366828,
0.06401238590478897,
0.07799745351076126,
0.06228700280189514,
-0.01639578863978386,
0.03800744190812111,
0.015159064903855324,
-0.06202639639377594,
-0.18072763085365295,
-0.06552722305059433,
-0.06406193226575851,
0.049415137618780136,
0.07423108071088791,
0.05312739685177803,
-0.008641298860311508,
0.08720076829195023,
-0.045609403401613235,
0.1020706295967102,
-0.0024680697824805975,
0.06358455866575241,
0.1964976191520691,
0.0005403738468885422,
0.09448390454053879,
-0.052811767905950546,
-0.10763613879680634,
0.10436294227838516,
0.02862194925546646,
0.1041288897395134,
-0.002306333975866437,
0.10402490943670273,
0.05341319739818573,
0.020815657451748848,
0.09801900386810303,
0.21266736090183258,
-0.045688338577747345,
0.027335643768310547,
-0.006855613086372614,
-0.05833941325545311,
-0.0363326221704483,
-0.02308465540409088,
0.09594730287790298,
-0.058677539229393005,
-0.016224564984440804,
-0.049349095672369,
0.00020397499611135572,
0.2173042744398117,
0.06658513098955154,
-0.1521698385477066,
-0.07404300570487976,
0.033983372151851654,
-0.09120434522628784,
-0.10095764696598053,
0.013659197837114334,
0.04012710601091385,
-0.12795209884643555,
0.10254956781864166,
0.016473105177283287,
0.10899482667446136,
-0.035642948001623154,
0.018105313181877136,
-0.11617990583181381,
0.05753418803215027,
0.03366703912615776,
0.10671228170394897,
-0.21288320422172546,
0.12469562888145447,
0.017838282510638237,
0.03292282298207283,
-0.12126777321100235,
0.08025100827217102,
0.040029820054769516,
0.040288034826517105,
0.08736634254455566,
-0.003575601615011692,
0.15576820075511932,
-0.10774996131658554,
-0.07897685468196869,
0.04465797170996666,
0.07316546887159348,
0.016288630664348602,
0.07808323204517365,
-0.0031982515938580036,
-0.035513151437044144,
-0.030633272603154182,
0.02525905892252922,
-0.18882930278778076,
-0.18788081407546997,
0.068177729845047,
0.019036198034882545,
-0.0850270688533783,
-0.02343147248029709,
-0.09620837867259979,
-0.03804776817560196,
0.157849982380867,
0.08649732172489166,
-0.14563150703907013,
-0.08608231693506241,
-0.06526855379343033,
0.16665972769260406,
-0.09508473426103592,
0.10192056000232697,
-0.0527908019721508,
0.12555086612701416,
-0.07527079433202744,
-0.09435483068227768,
-0.03355254605412483,
-0.10022150725126266,
-0.05384685471653938,
0.056543443351984024,
0.14886952936649323,
0.0028028253000229597,
0.04200708866119385,
0.06698113679885864,
-0.011835970915853977,
-0.013208364136517048,
-0.08105739951133728,
-0.04824226349592209,
0.026631314307451248,
0.10683929175138474,
0.09516945481300354,
-0.08376538008451462,
-0.13892340660095215,
-0.017639731988310814,
0.007412021979689598,
0.19582529366016388,
0.17951704561710358,
-0.006420018617063761,
0.054247744381427765,
0.2581660747528076,
-0.014240322634577751,
-0.2557668387889862,
-0.19211609661579132,
0.011751669459044933,
0.03923480957746506,
-0.10113262385129929,
-0.1842445582151413,
0.09177246689796448,
0.007224004715681076,
-0.004538996145129204,
-0.03871728479862213,
-0.16551180183887482,
-0.08698227256536484,
0.1930212825536728,
0.036485642194747925,
0.10071411728858948,
-0.10290536284446716,
-0.06170285493135452,
-0.13103094696998596,
-0.2112555205821991,
0.11046312004327774,
-0.02599920891225338,
0.11299198865890503,
-0.027844863012433052,
0.09244541078805923,
0.022585207596421242,
0.0029414226301014423,
0.1255408227443695,
-0.006547342520207167,
-0.05814287066459656,
-0.07781233638525009,
0.000555814360268414,
0.07305300980806351,
0.006347788032144308,
0.14411889016628265,
-0.057548996061086655,
-0.014413004741072655,
-0.0018144240602850914,
-0.08558828383684158,
-0.05849212780594826,
0.10277219116687775,
-0.0033363269176334143,
-0.07734119892120361,
-0.04113851860165596,
-0.010673733428120613,
-0.05319119989871979,
-0.008167230524122715,
0.04821232706308365,
-0.009678306989371777,
0.003710301360115409,
0.1579379290342331,
0.175332710146904,
-0.13123346865177155,
0.0514996200799942,
-0.02831408381462097,
-0.0809323713183403,
0.03937514126300812,
-0.005142800509929657,
0.05087393522262573,
0.06441850960254669,
0.024975042790174484,
0.07480814307928085,
0.0422997772693634,
-0.03568502888083458,
0.013295029290020466,
0.07922783493995667,
-0.05041879415512085,
-0.20489844679832458,
-0.026088448241353035,
-0.0769171342253685,
-0.06520908325910568,
0.09228338301181793,
0.11814569681882858,
-0.01801733858883381,
-0.09223591536283493,
0.001003451645374298,
0.018343839794397354,
-0.046878963708877563,
0.11017642170190811,
0.05692907050251961,
0.025436295196413994,
-0.12258591502904892,
0.07349688559770584,
0.10746093094348907,
-0.08078005164861679,
0.009810768999159336,
0.09695709496736526,
-0.06521589308977127,
-0.08796904236078262,
-0.0010752774542197585,
-0.0326363667845726,
-0.09643855690956116,
-0.05074030160903931,
-0.036158543080091476,
-0.10690805315971375,
0.0211537666618824,
0.07412321865558624,
0.07766520231962204,
-0.03137828782200813,
-0.0665261298418045,
0.02619159035384655,
-0.06473088264465332,
0.04326288402080536,
0.10665780305862427,
0.07053973525762558,
-0.06978331506252289,
0.06377064436674118,
-0.04123862087726593,
0.1457296758890152,
-0.05176867917180061,
-0.030360950157046318,
-0.07006435841321945,
-0.016641436144709587,
-0.2472083419561386,
0.024678200483322144,
-0.12430614978075027,
-0.01001687627285719,
0.006197945214807987,
-0.06307727098464966,
-0.01997348479926586,
0.05291140452027321,
-0.07906337827444077,
-0.019645893946290016,
-0.020697489380836487,
0.06902018189430237,
-0.09922194480895996,
-0.006916392128914595,
0.07683181017637253,
-0.041996680200099945,
0.09889593720436096,
0.06795951724052429,
-0.09027322381734848,
0.06314520537853241,
-0.07720265537500381,
-0.11193740367889404,
0.03524143621325493,
0.07022388279438019,
0.06869591027498245,
-0.045673806220293045,
0.031690049916505814,
0.07559265941381454,
0.055226437747478485,
0.010869759134948254,
0.13989011943340302,
-0.06771265715360641,
0.010464542545378208,
-0.03175951912999153,
-0.07511065155267715,
-0.019199570640921593,
0.027860982343554497,
0.14616963267326355,
0.09983956068754196,
0.08572417497634888,
-0.07666321098804474,
0.047574855387210846,
-0.016866495832800865,
0.0174669548869133,
-0.06118593364953995,
-0.11857083439826965,
0.04409991577267647,
-0.06175003573298454,
0.0067127603106200695,
0.0430026613175869,
0.11840720474720001,
-0.016335023567080498,
0.11851450800895691,
-0.02136366069316864,
0.034510284662246704,
0.0646827220916748,
-0.023282796144485474,
0.16417983174324036,
0.04195190221071243,
-0.03928926959633827,
-0.06649645417928696,
0.012743517756462097,
0.05805899202823639,
0.04736906662583351,
0.07917352020740509,
0.06839544326066971,
0.02910473197698593,
0.08080776035785675,
0.07684013247489929,
0.04196333512663841,
-0.08370006084442139,
-0.17689791321754456,
0.08137673139572144,
0.06334517896175385,
-0.10232701897621155,
0.08093820512294769,
0.07769171893596649,
-0.07657404243946075,
0.057957764714956284,
0.017814306542277336,
-0.07541055232286453,
-0.12047364562749863,
-0.10741637647151947,
-0.059804122895002365,
-0.07022583484649658,
-0.03202249854803085,
-0.08905768394470215,
0.021299783140420914,
0.002593609504401684,
0.08237030357122421,
-0.026448749005794525,
0.14662015438079834,
-0.1507565975189209,
-0.06829533725976944,
0.06541639566421509,
-0.021223939955234528,
0.04787464439868927,
0.073805071413517,
-0.0033328556455671787,
-0.057144634425640106,
0.06676428020000458,
0.03760676085948944,
0.05130977928638458,
0.03136325627565384,
0.031227057799696922,
-0.055317264050245285,
-0.046953942626714706,
-0.05834358558058739,
0.020235056057572365,
0.04443458467721939,
0.18643885850906372,
0.03928467258810997,
-0.030906500294804573,
0.005032915156334639,
0.08459224551916122,
-0.042630281299352646,
-0.221474751830101,
-0.10731083899736404,
0.19992046058177948,
0.02610318921506405,
0.027920810505747795,
0.02453693561255932,
-0.08923656493425369,
-0.10464102029800415,
0.21809114515781403,
0.17002908885478973,
0.06555014848709106,
0.023062814027071,
0.004991049878299236,
0.019176485016942024,
-0.0010733130620792508,
0.10677687078714371,
0.0630580261349678,
0.19987793266773224,
-0.032952114939689636,
-0.02640487626194954,
-0.008960518054664135,
-0.013155345804989338,
-0.258365273475647,
0.0521198995411396,
-0.003732604207471013,
-0.05863010883331299,
0.019497958943247795,
0.07642434537410736,
-0.056422892957925797,
-0.07824341207742691,
-0.07588619738817215,
-0.033766720443964005,
-0.08466199040412903,
0.02252459153532982,
0.009711743332445621,
0.01728971116244793,
0.07746805250644684,
-0.014600714668631554,
0.06883847713470459,
0.1367504745721817,
0.027364211156964302,
-0.09325385838747025,
0.025216318666934967,
0.17261946201324463,
-0.024573439732193947,
0.11104784905910492,
0.04094469174742699,
0.07278112322092056,
0.08936017751693726,
0.014860924333333969,
-0.09270397573709488,
0.02888181433081627,
0.03607069328427315,
-0.027842827141284943,
0.09682890772819519,
0.11293637752532959,
-0.0341414213180542,
-0.07056506723165512,
-0.04931410029530525,
-0.046743057668209076,
0.011428137309849262,
0.14807459712028503,
0.06308162212371826,
-0.10013735294342041,
0.08015940338373184,
-0.1793805956840515,
0.05120754614472389,
0.13829714059829712,
-0.006528541445732117,
-0.03880752995610237,
-0.0764864981174469,
0.06446903944015503,
0.03615749254822731,
-0.06487026065587997,
-0.10654126852750778,
-0.15521252155303955,
-0.03978545591235161,
-0.11216887831687927,
0.06843925267457962,
-0.15656782686710358,
-0.004165046848356724,
-0.009733954444527626,
0.039205387234687805,
-0.11803796142339706,
0.029700007289648056,
0.08415696769952774,
-0.005875169299542904,
0.02650563418865204,
-0.1014031171798706,
-0.044693473726511,
0.017777500674128532,
-0.13466955721378326,
-0.03393907845020294
] |
null | null | transformers |
# distilbert-base-en-fr-es-de-zh-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-es-de-zh-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-es-de-zh-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-es-de-zh-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-es-de-zh-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-es-de-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-es-de-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-es-de-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03885442018508911,
0.01831604354083538,
-0.0038000429049134254,
0.08854320645332336,
0.08557915687561035,
-0.042574480175971985,
0.09289131313562393,
0.10051869601011276,
-0.009633693844079971,
-0.011347766034305096,
0.03640449047088623,
0.023686910048127174,
0.03673149645328522,
0.060902148485183716,
-0.03867612034082413,
-0.26768815517425537,
-0.006829044781625271,
0.10423389822244644,
-0.04595271497964859,
0.051074299961328506,
0.15289853513240814,
-0.070598304271698,
0.06382754445075989,
0.05033160746097565,
-0.054160259664058685,
0.09049048274755478,
-0.05089272931218147,
-0.09744691848754883,
0.08573725074529648,
0.09882664680480957,
0.07969263941049576,
0.044722072780132294,
0.06427823752164841,
-0.06085667759180069,
0.011167510412633419,
-0.005392144434154034,
0.018602129071950912,
0.002587049501016736,
-0.005760539323091507,
-0.05569048225879669,
0.05254901573061943,
-0.1494552344083786,
-0.03341269865632057,
0.06536047905683517,
0.013565517030656338,
-0.14552582800388336,
-0.055508919060230255,
0.07270451635122299,
0.04771098494529724,
0.022546986117959023,
0.02087126486003399,
0.15560896694660187,
-0.0533277690410614,
0.057986434549093246,
0.2170407921075821,
-0.22913645207881927,
-0.0443699024617672,
0.062271758913993835,
0.07119984179735184,
-0.0017258631996810436,
-0.03733421117067337,
0.051312945783138275,
0.06160932034254074,
0.0656341016292572,
-0.05375085398554802,
-0.10961934179067612,
0.0179964080452919,
-0.06060094013810158,
-0.08004996925592422,
-0.023218074813485146,
0.17902009189128876,
-0.042063597589731216,
-0.10557813197374344,
-0.06920366734266281,
-0.02623939700424671,
0.17637793719768524,
-0.06321363151073456,
0.0021806086879223585,
-0.007981149479746819,
-0.030037712305784225,
-0.039109956473112106,
-0.12899011373519897,
-0.1393628716468811,
-0.030527975410223007,
-0.0960569828748703,
0.18814639747142792,
0.07735306024551392,
0.027944114059209824,
-0.05056009814143181,
0.00792649295181036,
-0.05034692957997322,
-0.09493411332368851,
-0.029477009549736977,
-0.10479170829057693,
0.06425435841083527,
0.04079848527908325,
-0.07924676686525345,
-0.1101962998509407,
0.12646222114562988,
0.14990271627902985,
-0.023111708462238312,
0.020302530378103256,
-0.02446664683520794,
-0.020839637145400047,
0.07796236127614975,
0.10492334514856339,
-0.034777406603097916,
-0.026698129251599312,
0.08415233343839645,
-0.06840576231479645,
0.01539353933185339,
-0.004671887494623661,
-0.15636715292930603,
-0.11154674738645554,
0.026953041553497314,
0.11092334985733032,
0.004570957273244858,
0.04400481656193733,
0.03378837928175926,
-0.04231184348464012,
0.11761737614870071,
-0.1255025565624237,
0.028801707550883293,
-0.018881071358919144,
0.0262643713504076,
0.21000288426876068,
0.007288842462003231,
-0.03544528782367706,
-0.16067123413085938,
-0.05598732456564903,
-0.0006462383316829801,
-0.01449943520128727,
-0.01939692720770836,
-0.09469983726739883,
0.03617315739393234,
-0.0908600240945816,
0.016451995819807053,
-0.17445285618305206,
-0.0913068875670433,
0.04697725549340248,
0.04307324066758156,
-0.020988211035728455,
-0.02085750550031662,
0.04298298433423042,
0.032490745186805725,
0.00001468172104068799,
-0.03061259724199772,
-0.028514781966805458,
-0.02832833305001259,
0.028765451163053513,
0.040573883801698685,
0.06859155744314194,
-0.14571857452392578,
0.03216928616166115,
-0.03705000504851341,
-0.0029511386528611183,
-0.12213806807994843,
0.06128362938761711,
-0.09381329268217087,
-0.020414942875504494,
-0.110721655189991,
-0.12637938559055328,
0.08299507945775986,
0.00899503380060196,
0.014955506660044193,
0.07279346883296967,
-0.10230740904808044,
-0.05555979534983635,
0.13065090775489807,
-0.07394102215766907,
-0.005261925980448723,
0.18761837482452393,
0.013376347720623016,
-0.03819854184985161,
0.10860113054513931,
0.055257972329854965,
0.13152286410331726,
-0.1071559265255928,
-0.0019346268381923437,
0.08971376717090607,
0.021046532317996025,
-0.03360765799880028,
0.0661885216832161,
0.00014146680769044906,
-0.034636300057172775,
0.026879897341132164,
-0.022711310535669327,
0.02297344245016575,
-0.01873234659433365,
-0.02632303349673748,
-0.02924790047109127,
-0.07709385454654694,
0.12280929088592529,
0.04383482784032822,
0.06933987885713577,
-0.06803496181964874,
-0.061150457710027695,
0.10017787665128708,
0.07790768146514893,
-0.07046754658222198,
0.054749708622694016,
-0.10922601819038391,
0.05740334466099739,
-0.04816938191652298,
0.02329014241695404,
-0.14273744821548462,
-0.0019918899051845074,
0.037830669432878494,
-0.020212478935718536,
0.07717519998550415,
0.060226164758205414,
0.05137732997536659,
0.029526492580771446,
-0.07134752720594406,
0.09067794680595398,
0.0437321700155735,
-0.015069778077304363,
-0.010796552523970604,
-0.015750857070088387,
-0.06458939611911774,
-0.03305365517735481,
0.04853660985827446,
-0.024514546617865562,
0.001639645779505372,
-0.01697368174791336,
0.10771696269512177,
-0.07438333332538605,
0.07894977927207947,
0.029286352917551994,
0.05162671208381653,
-0.052486520260572433,
-0.00417875312268734,
0.06113537773489952,
-0.01922101341187954,
-0.04168650880455971,
0.053492870181798935,
0.0457986481487751,
-0.03469419851899147,
0.11022540181875229,
0.02160055935382843,
0.04933597892522812,
-0.03336581960320473,
-0.015860047191381454,
0.005062883719801903,
-0.01896296627819538,
-0.0749906674027443,
0.16046328842639923,
-0.000277597428066656,
0.10812477767467499,
-0.10013385117053986,
-0.015318281017243862,
0.010314739309251308,
-0.09431689232587814,
-0.04960321635007858,
0.06457798928022385,
0.03478281944990158,
-0.1246047392487526,
0.07578375935554504,
0.06661424040794373,
-0.05730395391583443,
0.1409701406955719,
-0.0440727099776268,
-0.04874006286263466,
0.05564432963728905,
-0.01765713468194008,
0.02738063409924507,
-0.0005780709907412529,
-0.06844410300254822,
-0.05020105093717575,
0.0921434685587883,
-0.05812465772032738,
0.015591821633279324,
-0.07943589240312576,
0.05617346242070198,
0.027436967939138412,
-0.04882431402802467,
-0.019161241129040718,
0.035522859543561935,
0.005276759620755911,
0.03837795928120613,
0.011798866093158722,
-0.011239237152040005,
0.025480912998318672,
0.02043846622109413,
-0.024866031482815742,
0.12330510467290878,
-0.12164158374071121,
-0.3093809187412262,
-0.2172267735004425,
-0.15794749557971954,
-0.17683501541614532,
0.045836519449949265,
0.08207044750452042,
-0.08627572655677795,
-0.08075898140668869,
0.007367778569459915,
0.06959088891744614,
-0.0317717082798481,
-0.012769012711942196,
0.04007655009627342,
0.013819154351949692,
-0.028372611850500107,
-0.16468825936317444,
-0.026104193180799484,
0.025701314210891724,
-0.09605861455202103,
0.07471358776092529,
-0.09161973744630814,
0.0685604140162468,
0.04721137136220932,
-0.04674462601542473,
0.019585685804486275,
-0.01703396439552307,
0.07980357110500336,
0.005694242659956217,
0.06324055045843124,
0.24730244278907776,
0.003247327171266079,
0.06542500108480453,
0.06367330998182297,
0.04973293095827103,
0.0006891275988891721,
0.030553283169865608,
0.025707993656396866,
-0.06287998706102371,
-0.18304865062236786,
-0.07692968845367432,
-0.06465966999530792,
0.024524834007024765,
0.05957721918821335,
0.054683733731508255,
0.0308401957154274,
0.0800531879067421,
-0.06569160521030426,
0.08813708275556564,
-0.014014043845236301,
0.062893807888031,
0.18803082406520844,
0.013342905789613724,
0.08932558447122574,
-0.06930867582559586,
-0.10406532138586044,
0.1071450337767601,
0.03495420143008232,
0.09994333237409592,
-0.016951557248830795,
0.12069638818502426,
0.05069982260465622,
0.02641194313764572,
0.10659303516149521,
0.2025146633386612,
-0.03939535841345787,
0.02394798770546913,
-0.011224236339330673,
-0.057061441242694855,
-0.0254723709076643,
-0.018581273034214973,
0.10246340185403824,
-0.06739555299282074,
-0.023707546293735504,
-0.05708571895956993,
0.007760484237223864,
0.2089981585741043,
0.03708130121231079,
-0.1116192564368248,
-0.07092694193124771,
0.02689184993505478,
-0.09019473195075989,
-0.08836603909730911,
0.005821383558213711,
0.028324997052550316,
-0.13272108137607574,
0.11862350255250931,
0.02047448791563511,
0.11212197691202164,
-0.033969197422266006,
0.025159034878015518,
-0.14542609453201294,
0.058170631527900696,
0.0486946664750576,
0.12474702298641205,
-0.19602252542972565,
0.09560801088809967,
0.02026251330971718,
0.0440942607820034,
-0.14940506219863892,
0.06479737162590027,
0.04283133149147034,
0.041379619389772415,
0.08269544690847397,
-0.0025412666145712137,
0.13348503410816193,
-0.09616293758153915,
-0.07124465703964233,
0.048768263310194016,
0.05879344791173935,
0.022504953667521477,
0.07174725085496902,
-0.015370531007647514,
-0.04121788591146469,
-0.031896110624074936,
0.04035939276218414,
-0.17851980030536652,
-0.18851713836193085,
0.06825456023216248,
0.01528911106288433,
-0.10588125884532928,
-0.02454787865281105,
-0.09579169005155563,
-0.037362318485975266,
0.1354326605796814,
0.0660104975104332,
-0.1501191258430481,
-0.08638127893209457,
-0.07183337956666946,
0.15530094504356384,
-0.10074640810489655,
0.09354367107152939,
-0.03709985315799713,
0.1390962153673172,
-0.0940498635172844,
-0.10589886456727982,
-0.056617043912410736,
-0.09230763465166092,
-0.04785337671637535,
0.06500463932752609,
0.15427255630493164,
0.002252614125609398,
0.050921157002449036,
0.07609051465988159,
-0.0389368049800396,
-0.006874239072203636,
-0.0879243016242981,
-0.0780515968799591,
0.03594586253166199,
0.10609595477581024,
0.05908554792404175,
-0.09180141240358353,
-0.14549943804740906,
-0.011807037517428398,
-0.004330916795879602,
0.214830219745636,
0.18342125415802002,
-0.012007339857518673,
0.05914345011115074,
0.2574758231639862,
0.0012848475016653538,
-0.2694980204105377,
-0.20114512741565704,
0.012663222849369049,
0.03941674157977104,
-0.1183251366019249,
-0.1625586301088333,
0.10057046264410019,
0.016177751123905182,
-0.0040592835284769535,
-0.0284874327480793,
-0.1592404544353485,
-0.0935186967253685,
0.18078413605690002,
0.0336487740278244,
0.12627814710140228,
-0.10104856640100479,
-0.05585917830467224,
-0.1470373421907425,
-0.18921786546707153,
0.11810832470655441,
-0.04338407143950462,
0.12262950092554092,
-0.02904680371284485,
0.05586547404527664,
0.02030145563185215,
0.004181611817330122,
0.132185697555542,
0.010339302942156792,
-0.06113269180059433,
-0.07819869369268417,
0.0000656670454191044,
0.08658596873283386,
-0.00003594004374463111,
0.15440204739570618,
-0.08675294369459152,
-0.02180449105799198,
-0.01838652230799198,
-0.08286036550998688,
-0.07087957859039307,
0.11459145694971085,
0.005039189010858536,
-0.07793904840946198,
-0.06050286069512367,
-0.0002886014699470252,
-0.03038298338651657,
-0.008073478005826473,
0.06633627414703369,
-0.017056629061698914,
-0.03849336877465248,
0.14602600038051605,
0.17673881351947784,
-0.15284651517868042,
0.02505567856132984,
-0.04167063906788826,
-0.07459303736686707,
0.04973630607128143,
-0.01900660991668701,
0.054058339446783066,
0.07185772806406021,
0.017955219373106956,
0.060400575399398804,
0.0235680490732193,
-0.05899352580308914,
-0.006224384531378746,
0.0785398930311203,
-0.042796097695827484,
-0.17801207304000854,
-0.04639361426234245,
-0.03770561143755913,
-0.0578034371137619,
0.08627592027187347,
0.11290474981069565,
-0.008186623454093933,
-0.09487374871969223,
0.0017839503707364202,
-0.003862122306600213,
-0.04467694088816643,
0.11787014454603195,
0.09032779932022095,
0.03527908772230148,
-0.11888039857149124,
0.0751204788684845,
0.09610806405544281,
-0.04739769920706749,
0.014744850806891918,
0.10529815405607224,
-0.07637196779251099,
-0.09952697902917862,
0.0359775684773922,
-0.009515659883618355,
-0.11097124218940735,
-0.07273439317941666,
-0.042881473898887634,
-0.11083633452653885,
0.01150569599121809,
0.0979713425040245,
0.08090289682149887,
-0.05006817728281021,
-0.046998266130685806,
0.0052396622486412525,
-0.07236329466104507,
0.03434319421648979,
0.11322814971208572,
0.06604544073343277,
-0.07348068058490753,
0.03391263261437416,
-0.03440982103347778,
0.1696537435054779,
-0.05386796593666077,
-0.018991515040397644,
-0.0729704201221466,
-0.022548597306013107,
-0.28952541947364807,
0.04982021823525429,
-0.12971965968608856,
-0.013807544484734535,
-0.0051008546724915504,
-0.05888700857758522,
-0.01365711446851492,
0.05978109687566757,
-0.08129850775003433,
-0.012598995119333267,
-0.022466963157057762,
0.07520925998687744,
-0.07468435913324356,
-0.011616399511694908,
0.06615524739027023,
-0.04112714156508446,
0.09673108905553818,
0.05571392551064491,
-0.08004896342754364,
0.09009899944067001,
-0.059391800314188004,
-0.1237945631146431,
0.021367298439145088,
0.08825365453958511,
0.06030430644750595,
-0.030465142801404,
0.03302409127354622,
0.07583069056272507,
0.053318001329898834,
0.004371921066194773,
0.10210324078798294,
-0.06537841260433197,
0.0029654004611074924,
-0.05393645167350769,
-0.06284070014953613,
-0.01544434018433094,
0.033783093094825745,
0.14596864581108093,
0.10017205029726028,
0.07732418924570084,
-0.07541289925575256,
0.04594392329454422,
-0.017922820523381233,
0.016298240050673485,
-0.06381537020206451,
-0.1371251344680786,
0.07693759351968765,
-0.07086234539747238,
-0.004519000183790922,
0.04776080325245857,
0.10932029783725739,
-0.023087985813617706,
0.12864796817302704,
-0.02621230110526085,
0.05031609907746315,
0.07330650836229324,
-0.015240782871842384,
0.1990140676498413,
0.03177032247185707,
-0.023131588473916054,
-0.05467979609966278,
0.011549299582839012,
0.05339868366718292,
0.0635896548628807,
0.08043739944696426,
0.08559045940637589,
0.02951960451900959,
0.08164134621620178,
0.06819121539592743,
0.040062516927719116,
-0.0858217403292656,
-0.15525546669960022,
0.07585971802473068,
0.04327429085969925,
-0.10206375271081924,
0.0742965117096901,
0.09887924790382385,
-0.08881756663322449,
0.05408370494842529,
0.030757585540413857,
-0.07461763918399811,
-0.10357657819986343,
-0.14752279222011566,
-0.06292557716369629,
-0.05179580673575401,
-0.03244530409574509,
-0.07618752121925354,
-0.016230473294854164,
0.010064691305160522,
0.07635097205638885,
-0.032912734895944595,
0.1429794579744339,
-0.15282315015792847,
-0.08485020697116852,
0.06841500848531723,
-0.02481023781001568,
0.020722519606351852,
0.08271640539169312,
0.016196681186556816,
-0.04253741726279259,
0.055453233420848846,
0.029511190950870514,
0.0481647364795208,
0.027237867936491966,
0.024993646889925003,
-0.05300186946988106,
-0.04166121408343315,
-0.05471770837903023,
0.015235883183777332,
0.06655415892601013,
0.19378584623336792,
0.036822013556957245,
-0.037884421646595,
0.0016471114940941334,
0.06969941407442093,
-0.011971390806138515,
-0.24786260724067688,
-0.09152425080537796,
0.1769951432943344,
0.05227329954504967,
0.012052765116095543,
0.036883626133203506,
-0.08488519489765167,
-0.0784185379743576,
0.23205117881298065,
0.16147835552692413,
0.07438773661851883,
0.03418008238077164,
-0.010618296451866627,
0.021180953830480576,
-0.009927524253726006,
0.10763397067785263,
0.04928302764892578,
0.18770559132099152,
-0.036888718605041504,
-0.022247314453125,
-0.010403008200228214,
-0.012949940748512745,
-0.2716992199420929,
0.07050347328186035,
0.0052949790842831135,
-0.08393378555774689,
0.02149038389325142,
0.061469897627830505,
-0.05287719517946243,
-0.05937189236283302,
-0.07526572048664093,
-0.033896882086992264,
-0.08632659912109375,
0.029093805700540543,
0.0027414755895733833,
0.01155439019203186,
0.061141107231378555,
-0.01690521463751793,
0.06948152929544449,
0.12076173722743988,
0.02295570634305477,
-0.09489890933036804,
0.04531357064843178,
0.18076510727405548,
-0.009843319654464722,
0.10236012190580368,
0.030789513140916824,
0.08026231080293655,
0.09801047295331955,
0.025179775431752205,
-0.08586186170578003,
0.043092742562294006,
0.03417303040623665,
-0.03351965174078941,
0.09771770983934402,
0.10439418256282806,
-0.04159646853804588,
-0.05620557442307472,
-0.052561305463314056,
-0.048777949064970016,
0.0032402200158685446,
0.16784633696079254,
0.06325680762529373,
-0.08088251203298569,
0.10460565239191055,
-0.18174174427986145,
0.0731007531285286,
0.1038270816206932,
-0.012876016087830067,
-0.06196224316954613,
-0.0817514955997467,
0.06883963197469711,
0.04309908673167229,
-0.0721079409122467,
-0.10539232939481735,
-0.1536041796207428,
-0.03652118146419525,
-0.12683092057704926,
0.07196210324764252,
-0.12957246601581573,
-0.005142976529896259,
-0.012967243790626526,
0.03060169145464897,
-0.12723438441753387,
0.035947948694229126,
0.0835641399025917,
-0.014991167932748795,
0.028787659481167793,
-0.12338408827781677,
-0.059757303446531296,
0.00003371398997842334,
-0.15049433708190918,
-0.04039696604013443
] |
null | null | transformers |
# distilbert-base-en-fr-es-pt-it-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-es-pt-it-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-es-pt-it-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": ["multilingual", "en", "fr", "es", "pt", "it"], "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-es-pt-it-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"en",
"fr",
"es",
"pt",
"it",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual",
"en",
"fr",
"es",
"pt",
"it"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #en #fr #es #pt #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-es-pt-it-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-es-pt-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #en #fr #es #pt #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-es-pt-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
65,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #en #fr #es #pt #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-es-pt-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.024924613535404205,
0.05607657879590988,
-0.0049802144058048725,
0.08648888766765594,
0.0966692864894867,
-0.023850617930293083,
0.10363535583019257,
0.10424434393644333,
-0.02721487358212471,
-0.020675698295235634,
0.037642206996679306,
0.047039322555065155,
0.035075437277555466,
0.10029726475477219,
-0.027675461024045944,
-0.26897042989730835,
-0.00875903945416212,
0.0878991112112999,
-0.03393694385886192,
0.06707965582609177,
0.14903005957603455,
-0.06256252527236938,
0.06464097648859024,
0.03520040214061737,
-0.0543547160923481,
0.08455339819192886,
-0.04592246189713478,
-0.10355780273675919,
0.08249147981405258,
0.1046622097492218,
0.09259402006864548,
0.024908974766731262,
0.060747165232896805,
-0.06348041445016861,
0.012776868417859077,
0.02286786213517189,
0.01801164634525776,
0.013324662111699581,
0.01841488480567932,
-0.06569349765777588,
0.05818049982190132,
-0.11528109014034271,
-0.006704214494675398,
0.050565801560878754,
-0.0140407495200634,
-0.1725997030735016,
-0.035752587020397186,
0.09556327015161514,
0.04281752556562424,
0.04517895728349686,
0.011638815514743328,
0.1807810366153717,
-0.043281763792037964,
0.061061810702085495,
0.1882922202348709,
-0.18345099687576294,
-0.05083274468779564,
0.05004078894853592,
0.04969559237360954,
0.004456581547856331,
-0.028880348429083824,
0.02034173533320427,
0.05345207080245018,
0.06210063025355339,
-0.050437357276678085,
-0.1088181659579277,
-0.040455516427755356,
-0.07894843816757202,
-0.09005998820066452,
-0.02945599891245365,
0.19006958603858948,
-0.038583092391490936,
-0.09356764703989029,
-0.05829806998372078,
-0.03250306099653244,
0.18393026292324066,
-0.052523039281368256,
-0.01377127505838871,
0.014529192820191383,
-0.019829047843813896,
-0.04543022811412811,
-0.1211317777633667,
-0.14059947431087494,
-0.019052654504776,
-0.10806883126497269,
0.1488305777311325,
0.07063348591327667,
0.023557111620903015,
-0.04799298569560051,
-0.0004387997614685446,
-0.07176523655653,
-0.07014840841293335,
-0.02239908277988434,
-0.09767012298107147,
0.06076381728053093,
0.008653453551232815,
-0.07217705249786377,
-0.12852683663368225,
0.10157952457666397,
0.15663491189479828,
-0.04775888845324516,
0.00579415587708354,
-0.03802046924829483,
-0.009345519356429577,
0.09242101013660431,
0.07829146087169647,
-0.058490216732025146,
0.015390650369226933,
0.04892648011445999,
-0.09283483773469925,
0.015915900468826294,
0.0145699642598629,
-0.13759449124336243,
-0.0836237445473671,
-0.009177927859127522,
0.08791110664606094,
0.020330237224698067,
0.04584432393312454,
0.02255164459347725,
-0.043352484703063965,
0.1380305141210556,
-0.12432318925857544,
0.03389763832092285,
-0.024772675707936287,
0.0368303544819355,
0.2414703220129013,
0.019329069182276726,
-0.034616466611623764,
-0.15542668104171753,
-0.029904523864388466,
-0.01042549405246973,
-0.0024320536758750677,
-0.02640203945338726,
-0.1102391704916954,
0.05289657786488533,
-0.09313219040632248,
0.012599368579685688,
-0.1602790653705597,
-0.0837186872959137,
0.03661445528268814,
0.05494026839733124,
-0.03149132803082466,
-0.03685698285698891,
0.04286817088723183,
0.03448008745908737,
-0.015387303195893764,
-0.031580571085214615,
-0.025821832939982414,
-0.031143179163336754,
0.022409869357943535,
0.02299848385155201,
0.08333729207515717,
-0.11559876054525375,
0.03805578872561455,
-0.04846594110131264,
-0.0164641086012125,
-0.16499797999858856,
0.06447727233171463,
-0.08112602680921555,
-0.007590726483613253,
-0.12178266793489456,
-0.12691974639892578,
0.04227428510785103,
0.020281122997403145,
0.004712860099971294,
0.08661419153213501,
-0.0622064583003521,
-0.06616681814193726,
0.17056789994239807,
-0.08923356980085373,
-0.006562093272805214,
0.179891437292099,
0.021127628162503242,
-0.008357536979019642,
0.10324493795633316,
0.04276585578918457,
0.11672211438417435,
-0.1142117977142334,
-0.0004110802838113159,
0.1095711961388588,
-0.00011883203114848584,
-0.053874190896749496,
0.07870643585920334,
-0.021343467757105827,
-0.019649548456072807,
0.02120436541736126,
-0.025766752660274506,
0.03869735449552536,
-0.01934707537293434,
-0.022826088592410088,
-0.019246505573391914,
-0.0629853904247284,
0.08100050687789917,
0.04974778741598129,
0.04653182253241539,
-0.05310700461268425,
-0.06508549302816391,
0.1322765052318573,
0.0729968249797821,
-0.0613274909555912,
0.05548601597547531,
-0.08922885358333588,
0.029154015704989433,
-0.06465216726064682,
0.024868857115507126,
-0.1544567495584488,
0.0068623884581029415,
0.023847749456763268,
-0.019734511151909828,
0.0780300498008728,
0.051803361624479294,
0.06514207273721695,
0.00006152541027404368,
-0.07414432615041733,
0.10002779960632324,
0.04660002887248993,
-0.032647229731082916,
-0.003952182829380035,
-0.03396358713507652,
-0.044924456626176834,
-0.034803569316864014,
0.07613083720207214,
-0.030160285532474518,
0.0083460733294487,
-0.03127666190266609,
0.09606821835041046,
-0.05821508169174194,
0.06074771657586098,
0.04497151076793671,
0.04927586019039154,
-0.04807740077376366,
-0.014457693323493004,
0.05919191986322403,
-0.012501285411417484,
-0.025045517832040787,
0.06381440162658691,
0.05295410379767418,
0.011448376812040806,
0.12257180362939835,
-0.025267094373703003,
0.004608992487192154,
-0.020341871306300163,
-0.02200726792216301,
0.0030922694131731987,
-0.04010390862822533,
-0.051433391869068146,
0.12620599567890167,
0.01999668963253498,
0.09540989995002747,
-0.09464601427316666,
-0.003148743649944663,
0.012560616247355938,
-0.08362741023302078,
-0.06498510390520096,
0.06702638417482376,
0.0862141028046608,
-0.0785505473613739,
0.0802995041012764,
0.09084776788949966,
-0.04142974689602852,
0.10481363534927368,
-0.024166321381926537,
-0.07184277474880219,
0.05853911116719246,
-0.013730098493397236,
0.022740522399544716,
-0.04090995714068413,
-0.08904903382062912,
-0.035144783556461334,
0.09606137871742249,
-0.05235296115279198,
0.007966532371938229,
-0.07342500984668732,
0.0372232086956501,
0.030885258689522743,
-0.04034239798784256,
-0.051262009888887405,
0.015519031323492527,
0.013782120309770107,
0.03295323997735977,
0.015180864371359348,
-0.0026862311642616987,
0.02790428139269352,
0.029702121391892433,
-0.021214351058006287,
0.13912728428840637,
-0.109891876578331,
-0.34591144323349,
-0.20113900303840637,
-0.1438058465719223,
-0.1357705295085907,
0.045718129724264145,
0.07435229420661926,
-0.0927639752626419,
-0.08840476721525192,
-0.0015618993202224374,
0.0850277692079544,
-0.04488183557987213,
-0.025234032422304153,
0.028400272130966187,
0.028674207627773285,
-0.009814057499170303,
-0.1498967409133911,
-0.008730985224246979,
0.025496799498796463,
-0.10525249689817429,
0.07933079451322556,
-0.08458326756954193,
0.06860985606908798,
0.07132082432508469,
-0.03746521845459938,
0.015579489059746265,
-0.01580914296209812,
0.09892256557941437,
-0.017816627398133278,
0.051709260791540146,
0.2374424934387207,
0.012839572504162788,
0.05413786321878433,
0.0785098671913147,
0.05329609289765358,
-0.008081885054707527,
0.03700420632958412,
0.04076303541660309,
-0.05327485874295235,
-0.21824529767036438,
-0.05884234607219696,
-0.052562154829502106,
0.025202065706253052,
0.07281775027513504,
0.05257119610905647,
0.0076523772440850735,
0.09745361655950546,
-0.044656623154878616,
0.07720094919204712,
-0.005029252730309963,
0.06281517446041107,
0.19827212393283844,
-0.007825925946235657,
0.09066706150770187,
-0.07405798137187958,
-0.10734223574399948,
0.11971040815114975,
0.04307537153363228,
0.09403978288173676,
-0.0066406335681676865,
0.09878382086753845,
0.05043462663888931,
0.0034013506956398487,
0.08367372304201126,
0.19784291088581085,
-0.013860256411135197,
0.02211269922554493,
-0.020538905635476112,
-0.05037740617990494,
-0.014183980412781239,
-0.0190950408577919,
0.08950987458229065,
-0.08076377958059311,
-0.003446603659540415,
-0.05417255684733391,
0.006306255701929331,
0.2038918435573578,
0.03892951458692551,
-0.13982585072517395,
-0.06524349004030228,
0.01985277235507965,
-0.0799366906285286,
-0.07515609264373779,
0.00959387980401516,
0.021569905802607536,
-0.12521977722644806,
0.1153830960392952,
0.020723097026348114,
0.11623372882604599,
-0.07602089643478394,
0.015365605242550373,
-0.11813193559646606,
0.06551262736320496,
0.04209057241678238,
0.11471006274223328,
-0.1807171106338501,
0.11923616379499435,
0.013727696612477303,
0.038496457040309906,
-0.12071655690670013,
0.06492646783590317,
0.027009250596165657,
0.06772102415561676,
0.09378769248723984,
-0.0015976340509951115,
0.10522902011871338,
-0.09659522771835327,
-0.07778795063495636,
0.04276983067393303,
0.04797825962305069,
0.035788994282484055,
0.0647018551826477,
-0.017814671620726585,
-0.04227717965841293,
-0.021248912438750267,
0.04103950411081314,
-0.1680424064397812,
-0.18888242542743683,
0.05643931031227112,
0.0032640215940773487,
-0.09626015275716782,
-0.012059930711984634,
-0.10044509917497635,
-0.03950463980436325,
0.15138866007328033,
0.08296360075473785,
-0.1529148370027542,
-0.08738598972558975,
-0.06448840349912643,
0.15748293697834015,
-0.09544774889945984,
0.07598275691270828,
-0.04257766529917717,
0.1286151111125946,
-0.07002154737710953,
-0.08907207101583481,
-0.02888457663357258,
-0.09708438068628311,
-0.03632830083370209,
0.062490738928318024,
0.1322340965270996,
-0.008523971773684025,
0.04524162411689758,
0.053907252848148346,
-0.02633410319685936,
-0.014775337651371956,
-0.0904027670621872,
-0.045429978519678116,
0.04384678229689598,
0.09266035258769989,
0.08013474941253662,
-0.08881474286317825,
-0.13536976277828217,
-0.004834182094782591,
-0.0027303830720484257,
0.19807380437850952,
0.17407763004302979,
-0.00850838515907526,
0.048618949949741364,
0.2593391239643097,
-0.023117629811167717,
-0.263403981924057,
-0.16424718499183655,
0.007018488831818104,
-0.004827864468097687,
-0.08464149385690689,
-0.19420337677001953,
0.10279173403978348,
0.043647583574056625,
-0.0018120147287845612,
-0.04828478768467903,
-0.1832570731639862,
-0.08891512453556061,
0.18804988265037537,
0.02940743789076805,
0.10028330981731415,
-0.10915496945381165,
-0.04359833151102066,
-0.14050011336803436,
-0.20074743032455444,
0.12100181728601456,
-0.05694146081805229,
0.10767058283090591,
-0.01754828169941902,
0.04951184242963791,
0.01760714128613472,
-0.001113537116907537,
0.09842826426029205,
0.02319372072815895,
-0.049973439425230026,
-0.07801767438650131,
0.026321502402424812,
0.06705129891633987,
0.023684928193688393,
0.1728322058916092,
-0.027269169688224792,
-0.03263615816831589,
-0.006385511253029108,
-0.09739333391189575,
-0.05950584635138512,
0.1003468781709671,
0.00606530299410224,
-0.07705464959144592,
-0.047376226633787155,
0.005525159649550915,
-0.04273967444896698,
-0.011575164273381233,
0.0779571533203125,
-0.023062195628881454,
0.016605854034423828,
0.1473313271999359,
0.1770925521850586,
-0.1388946771621704,
0.00013527147530112416,
-0.03854956850409508,
-0.08395905792713165,
0.036041952669620514,
-0.03362249210476875,
0.03616371750831604,
0.06856204569339752,
0.010123095475137234,
0.07128147035837173,
0.029961276799440384,
-0.05436433479189873,
-0.0040609571151435375,
0.07953884452581406,
-0.05218058452010155,
-0.2015390247106552,
-0.024568524211645126,
-0.0952662006020546,
-0.08108799904584885,
0.07491893321275711,
0.12069308757781982,
-0.018820155411958694,
-0.09075465053319931,
0.011467177420854568,
0.025097480043768883,
-0.03066255897283554,
0.10904417186975479,
0.08610503375530243,
0.006852422840893269,
-0.12018854916095734,
0.09151189029216766,
0.11827722191810608,
-0.11959902197122574,
0.0045685977675020695,
0.10706180334091187,
-0.06874960660934448,
-0.10662969201803207,
0.03338294103741646,
-0.04482758417725563,
-0.10755695402622223,
-0.07557345181703568,
-0.028128352016210556,
-0.09541640430688858,
0.03197479620575905,
0.04829409718513489,
0.07209058851003647,
-0.04082617908716202,
-0.031433746218681335,
0.009059609845280647,
-0.07966373860836029,
0.04013936221599579,
0.09934119135141373,
0.04566851258277893,
-0.07475127279758453,
0.05245482549071312,
-0.021809695288538933,
0.14051853120326996,
-0.04565076529979706,
-0.024334395304322243,
-0.08496245741844177,
-0.021367836743593216,
-0.21199508011341095,
0.03852462396025658,
-0.13408908247947693,
-0.002137131290510297,
0.0011135272216051817,
-0.05275484547019005,
-0.026969995349645615,
0.036684300750494,
-0.08486820757389069,
-0.015456192195415497,
-0.003235317301005125,
0.08303798735141754,
-0.09979624301195145,
-0.01367501076310873,
0.06381962448358536,
-0.024503009393811226,
0.09204897284507751,
0.05291492119431496,
-0.08744524419307709,
0.06967908143997192,
-0.06050768122076988,
-0.10658590495586395,
0.03397801145911217,
0.07289040088653564,
0.04675700142979622,
-0.029638461768627167,
0.03122689574956894,
0.0797942653298378,
0.050085436552762985,
0.0145680857822299,
0.09379417449235916,
-0.07359597086906433,
0.029206532984972,
-0.04121044650673866,
-0.08422479033470154,
-0.013049549423158169,
0.03330814838409424,
0.14889685809612274,
0.07344274967908859,
0.08963420242071152,
-0.08507512509822845,
0.047995977103710175,
-0.03813020884990692,
0.02357618883252144,
-0.05825072154402733,
-0.11884833872318268,
0.0559953972697258,
-0.05729092285037041,
0.0038975526113063097,
0.04474814981222153,
0.13670074939727783,
-0.004586836323142052,
0.14865146577358246,
-0.00773756206035614,
0.045298635959625244,
0.044952258467674255,
-0.028556380420923233,
0.1409883052110672,
0.0460747629404068,
-0.037973493337631226,
-0.05226957052946091,
0.014498181641101837,
0.04761119559407234,
0.030406421050429344,
0.09021669626235962,
0.0988108292222023,
0.04353891685605049,
0.07912552356719971,
0.06437332183122635,
0.04633147642016411,
-0.08059044182300568,
-0.13132275640964508,
0.08081594109535217,
0.05699407681822777,
-0.09328898787498474,
0.07739969342947006,
0.0866934061050415,
-0.06478793919086456,
0.06099426746368408,
0.013211890123784542,
-0.05875938758254051,
-0.12730064988136292,
-0.12197383493185043,
-0.0626472532749176,
-0.08348286151885986,
-0.033626217395067215,
-0.09066839516162872,
-0.0048514362424612045,
0.015470054931938648,
0.08138639479875565,
-0.035693198442459106,
0.13122721016407013,
-0.13493505120277405,
-0.08532454818487167,
0.05619199946522713,
-0.024169879034161568,
0.034242305904626846,
0.024688489735126495,
0.022318534553050995,
-0.030215933918952942,
0.07838763296604156,
0.027454599738121033,
0.042346883565187454,
0.03488074615597725,
0.026984412223100662,
-0.06725563853979111,
-0.0515071302652359,
-0.05964701622724533,
0.0441763699054718,
0.032842036336660385,
0.16276076436042786,
0.029910074546933174,
-0.03292261064052582,
0.004113183822482824,
0.07454701513051987,
-0.024661505594849586,
-0.21484532952308655,
-0.11715275794267654,
0.1826658695936203,
0.03154003992676735,
0.021096883341670036,
0.03374452143907547,
-0.08273323625326157,
-0.09938755631446838,
0.24875251948833466,
0.1894359141588211,
0.07706066966056824,
0.023748936131596565,
0.01933256909251213,
0.019473720341920853,
0.0022309294436126947,
0.10879141092300415,
0.07034415006637573,
0.18088379502296448,
-0.036782171577215195,
-0.01651880517601967,
-0.0018020427087321877,
0.0009740046807564795,
-0.23675300180912018,
0.03332580626010895,
0.010129635222256184,
-0.06019975244998932,
0.029943538829684258,
0.08865085989236832,
-0.07549134641885757,
-0.0788922980427742,
-0.08904619514942169,
-0.03644241765141487,
-0.08483662456274033,
0.003906548488885164,
-0.012960771098732948,
0.028332773596048355,
0.06278599053621292,
-0.008952314034104347,
0.045504987239837646,
0.16115844249725342,
0.028497884050011635,
-0.1208406612277031,
0.0047988868318498135,
0.1686221957206726,
-0.00695813400670886,
0.09404395520687103,
0.03703892230987549,
0.05163044482469559,
0.08690723031759262,
0.002979543060064316,
-0.09414888173341751,
0.016998952254652977,
0.029658086597919464,
-0.003021612297743559,
0.0943656861782074,
0.07435712963342667,
-0.045116424560546875,
-0.05619370564818382,
-0.029085442423820496,
-0.06015620008111,
0.005184043664485216,
0.11557679623365402,
0.0642564669251442,
-0.09149293601512909,
0.09521070122718811,
-0.18509633839130402,
0.057837214320898056,
0.1428406685590744,
0.0031496428418904543,
-0.05891283228993416,
-0.07630705833435059,
0.06383290141820908,
0.035258058458566666,
-0.07278693467378616,
-0.09710995852947235,
-0.12727312743663788,
-0.041400596499443054,
-0.13029244542121887,
0.08313659578561783,
-0.13733205199241638,
0.006128916051238775,
0.0017556713428348303,
0.029374385252594948,
-0.13383091986179352,
0.020919103175401688,
0.06856430321931839,
0.004042859189212322,
0.016414707526564598,
-0.09720805287361145,
-0.03700926899909973,
0.01754709705710411,
-0.13905808329582214,
-0.01790839061141014
] |
null | null | transformers |
# distilbert-base-en-fr-it-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-it-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-it-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-it-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-it-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.02954149805009365,
0.03374282643198967,
-0.005053969100117683,
0.10378839820623398,
0.09444909542798996,
-0.027865270152688026,
0.12514902651309967,
0.08584503084421158,
-0.010559202171862125,
-0.0002420579403406009,
0.0537564754486084,
0.025151638314127922,
0.03399243950843811,
0.07902000844478607,
-0.041415147483348846,
-0.2745778560638428,
-0.011632341891527176,
0.06819643080234528,
-0.03302143141627312,
0.0677793100476265,
0.1341765969991684,
-0.062206611037254333,
0.0665583461523056,
0.039158862084150314,
-0.07341732829809189,
0.08077242225408554,
-0.03533254936337471,
-0.09651969373226166,
0.08668409287929535,
0.08421817421913147,
0.09560876339673996,
0.025216277688741684,
0.0708782821893692,
-0.03589598461985588,
0.012169256806373596,
0.002992322901263833,
0.02102956920862198,
0.011165501549839973,
-0.010316509753465652,
-0.05745384842157364,
0.06507476419210434,
-0.11129847913980484,
-0.007832677103579044,
0.05481012538075447,
-0.022078774869441986,
-0.11184585094451904,
-0.05869662016630173,
0.0516834557056427,
0.060107745230197906,
0.02084997110068798,
0.0164498221129179,
0.1356353908777237,
-0.04612065479159355,
0.0702974945306778,
0.18571925163269043,
-0.21303220093250275,
-0.05909419059753418,
0.07499322295188904,
0.05100615322589874,
-0.006050005555152893,
-0.025118224322795868,
0.04893532022833824,
0.05546485632658005,
0.08597975224256516,
-0.056444380432367325,
-0.10990234464406967,
-0.010119898244738579,
-0.07550496608018875,
-0.08254047483205795,
-0.04109370708465576,
0.16072216629981995,
-0.06267455220222473,
-0.11267776042222977,
-0.06491316109895706,
-0.037439245730638504,
0.16164933145046234,
-0.06441600620746613,
-0.0030433889478445053,
-0.0030250712297856808,
-0.025700194761157036,
-0.05390293151140213,
-0.13746869564056396,
-0.1275564730167389,
-0.045436594635248184,
-0.11553570628166199,
0.19157858192920685,
0.06566289067268372,
0.03364308923482895,
-0.05573951080441475,
0.008216884918510914,
-0.06342233717441559,
-0.09028010070323944,
-0.022402044385671616,
-0.08914288133382797,
0.073090098798275,
0.029320823028683662,
-0.0894983559846878,
-0.08239402621984482,
0.11282781511545181,
0.13346867263317108,
-0.035830579698085785,
0.008420189842581749,
-0.05364234000444412,
-0.014802608639001846,
0.08293496817350388,
0.10092592239379883,
-0.04368659108877182,
0.015824194997549057,
0.06417588889598846,
-0.06657634675502777,
0.014654354192316532,
-0.001414246391505003,
-0.13738201558589935,
-0.08346111327409744,
0.003729698248207569,
0.11207325011491776,
0.01841082237660885,
0.04665582999587059,
0.015235807746648788,
-0.03336672857403755,
0.10477612912654877,
-0.14174915850162506,
0.0490080825984478,
-0.018834559246897697,
0.037637822329998016,
0.1846187859773636,
0.00712107727304101,
-0.038709595799446106,
-0.14938701689243317,
-0.05464151129126549,
-0.0000932027178350836,
-0.0016481401398777962,
-0.025975201278924942,
-0.11353466659784317,
0.027797335758805275,
-0.09035776555538177,
-0.007463349495083094,
-0.161732017993927,
-0.0960841029882431,
0.044927649199962616,
0.04975384846329689,
-0.04506266489624977,
-0.010668057017028332,
0.031786348670721054,
0.030392395332455635,
0.0020117959938943386,
-0.026011129841208458,
-0.04418546333909035,
-0.015465906821191311,
0.027231445536017418,
0.04795725271105766,
0.09091968089342117,
-0.13155566155910492,
0.03050549328327179,
-0.044254884123802185,
0.000006422475962608587,
-0.16203506290912628,
0.08179741352796555,
-0.08118988573551178,
-0.019632378593087196,
-0.10908492654561996,
-0.12370099872350693,
0.06754086911678314,
0.0026672715321183205,
0.03769361972808838,
0.097294382750988,
-0.11419817060232162,
-0.059883926063776016,
0.13379929959774017,
-0.08079669624567032,
-0.0010451608104631305,
0.20011863112449646,
0.014713752083480358,
-0.02698257565498352,
0.09820914268493652,
0.02816370688378811,
0.10382629185914993,
-0.09539084136486053,
0.01278652623295784,
0.07566504180431366,
0.014919842593371868,
0.0015771797625347972,
0.05827848240733147,
-0.020867977291345596,
-0.03908079117536545,
0.020158346742391586,
-0.02158501371741295,
0.018207227811217308,
-0.026828156784176826,
-0.026773089542984962,
-0.02729513682425022,
-0.06343794614076614,
0.11256641894578934,
0.03637181967496872,
0.05580439791083336,
-0.06740937381982803,
-0.048011474311351776,
0.0957074835896492,
0.05236475542187691,
-0.06383128464221954,
0.05536163970828056,
-0.11022770404815674,
0.058924201875925064,
-0.061049748212099075,
0.02172398753464222,
-0.14976869523525238,
-0.003636328736320138,
0.04443947225809097,
0.00048280946793965995,
0.0748448446393013,
0.01966853067278862,
0.06907244026660919,
0.036654625087976456,
-0.05899417772889137,
0.10019206255674362,
0.050533197820186615,
-0.026701105758547783,
-0.004611310549080372,
-0.02330661006271839,
-0.05707891657948494,
-0.04250263422727585,
0.03898858651518822,
-0.0021704547107219696,
-0.00006465598562499508,
-0.029511597007513046,
0.10375062376260757,
-0.07379329949617386,
0.055262189358472824,
0.03517613559961319,
0.0608268566429615,
-0.054244689643383026,
-0.020823512226343155,
0.06042783334851265,
-0.02505073882639408,
-0.04076176509261131,
0.06969060748815536,
0.04382527619600296,
-0.03334126994013786,
0.11966831982135773,
-0.0007020732737146318,
0.021914895623922348,
-0.022329824045300484,
-0.013230178505182266,
0.014245811849832535,
-0.02789781242609024,
-0.052506960928440094,
0.16706116497516632,
0.006455678027123213,
0.10040570795536041,
-0.08369467407464981,
0.0032646022737026215,
0.01412695087492466,
-0.08796907961368561,
-0.07216281443834305,
0.062273409217596054,
0.043222665786743164,
-0.1062929779291153,
0.07526949793100357,
0.07813579589128494,
-0.04518115893006325,
0.11390078812837601,
-0.026397114619612694,
-0.05562883988022804,
0.03918026015162468,
-0.0019691830966621637,
0.03327086195349693,
-0.024379821494221687,
-0.08993151783943176,
-0.053720589727163315,
0.08469600230455399,
-0.053654443472623825,
-0.004634020384401083,
-0.08711527287960052,
0.05373150110244751,
0.026812421157956123,
-0.051499150693416595,
-0.05831180140376091,
0.020425133407115936,
0.01162776630371809,
0.03595000505447388,
0.016917714849114418,
-0.01718245819211006,
0.03490212559700012,
0.01988155022263527,
-0.01249780599027872,
0.1342208981513977,
-0.12441351264715195,
-0.31366682052612305,
-0.22609056532382965,
-0.1936318278312683,
-0.16488522291183472,
0.068244069814682,
0.07343821972608566,
-0.09633629769086838,
-0.0803205743432045,
0.006167896557599306,
0.09615076333284378,
-0.03972441330552101,
-0.00870489701628685,
0.044718142598867416,
-0.0014771794667467475,
-0.018743067979812622,
-0.15870791673660278,
-0.02120412327349186,
0.03777805343270302,
-0.11664605140686035,
0.09042131900787354,
-0.07181023806333542,
0.05463011935353279,
0.043140899389982224,
-0.0418306402862072,
0.021566439419984818,
-0.012581541202962399,
0.11655380576848984,
0.0015120800817385316,
0.043075595051050186,
0.23390018939971924,
-0.004686430562287569,
0.06360258162021637,
0.07955101132392883,
0.06411214172840118,
-0.01464860700070858,
0.036535535007715225,
0.013430808670818806,
-0.060912832617759705,
-0.1778060346841812,
-0.06609605252742767,
-0.064592644572258,
0.05672416463494301,
0.07513141632080078,
0.05252104252576828,
-0.00979368295520544,
0.08588489890098572,
-0.04461375251412392,
0.10108116269111633,
-0.0036270716227591038,
0.0635051354765892,
0.19583143293857574,
-0.00033884961158037186,
0.09454669058322906,
-0.05390343815088272,
-0.10563391447067261,
0.1050150915980339,
0.027761491015553474,
0.10143828392028809,
-0.001871944172307849,
0.10542640835046768,
0.05373581126332283,
0.02258359268307686,
0.09973689913749695,
0.21208961308002472,
-0.04424279183149338,
0.026511378586292267,
-0.005112313199788332,
-0.05963359773159027,
-0.0383012555539608,
-0.02638247050344944,
0.09890998899936676,
-0.05862637981772423,
-0.013274569995701313,
-0.05022807419300079,
-0.0005001057288609445,
0.2200680524110794,
0.06691660732030869,
-0.1499243825674057,
-0.07366642355918884,
0.031759217381477356,
-0.08978936821222305,
-0.1005294919013977,
0.012797259725630283,
0.03886261209845543,
-0.12921513617038727,
0.10077349841594696,
0.013843236491084099,
0.1081819012761116,
-0.03652011975646019,
0.017104296013712883,
-0.11678614467382431,
0.056735653430223465,
0.03310635685920715,
0.10691991448402405,
-0.2135208398103714,
0.1222490519285202,
0.01933768391609192,
0.03286660462617874,
-0.12060488760471344,
0.07764080166816711,
0.04221516475081444,
0.04040742665529251,
0.08525659888982773,
-0.0035364325158298016,
0.1599142998456955,
-0.11094457656145096,
-0.08068744838237762,
0.043209612369537354,
0.07353034615516663,
0.018066218122839928,
0.07716301083564758,
-0.005733597092330456,
-0.037065330892801285,
-0.0322461873292923,
0.02586551569402218,
-0.18601159751415253,
-0.18455325067043304,
0.06977470219135284,
0.01993536576628685,
-0.08132410794496536,
-0.023305203765630722,
-0.09669499099254608,
-0.03465121239423752,
0.1599610298871994,
0.0855594128370285,
-0.14382174611091614,
-0.08592577278614044,
-0.06418584287166595,
0.16629604995250702,
-0.0941050797700882,
0.10176132619380951,
-0.0557350255548954,
0.12389075756072998,
-0.07573714107275009,
-0.09719941765069962,
-0.03228602185845375,
-0.0986156016588211,
-0.05398313328623772,
0.05675758421421051,
0.15044471621513367,
0.00016875690198503435,
0.04393429309129715,
0.06793145835399628,
-0.01116105541586876,
-0.014405849389731884,
-0.08083848655223846,
-0.04719755798578262,
0.027994368225336075,
0.10738902539014816,
0.09451590478420258,
-0.08244297653436661,
-0.1384517103433609,
-0.015647320076823235,
0.009212655015289783,
0.19849969446659088,
0.1773717850446701,
-0.007529517635703087,
0.05436963215470314,
0.25741732120513916,
-0.013700990006327629,
-0.25890564918518066,
-0.1925322264432907,
0.010883423499763012,
0.03730839118361473,
-0.10315445065498352,
-0.18445630371570587,
0.09148102253675461,
0.004400694277137518,
-0.0047423215582966805,
-0.03602946177124977,
-0.16612891852855682,
-0.08582839369773865,
0.19192996621131897,
0.03636365383863449,
0.09910852462053299,
-0.10336943715810776,
-0.061331022530794144,
-0.12882639467716217,
-0.21093076467514038,
0.11064742505550385,
-0.028014544397592545,
0.1147654801607132,
-0.03009945899248123,
0.09143353998661041,
0.022897478193044662,
0.0009255669428966939,
0.12242705374956131,
-0.008916174992918968,
-0.05898944288492203,
-0.07919789850711823,
-0.00013408594531938434,
0.07586868107318878,
0.005946642253547907,
0.1444069892168045,
-0.05862174183130264,
-0.014002319425344467,
0.0009016492404043674,
-0.08469481766223907,
-0.06010223552584648,
0.10105074197053909,
-0.004359293729066849,
-0.07775962352752686,
-0.04026217386126518,
-0.00798658188432455,
-0.05609409138560295,
-0.007577434182167053,
0.04642646387219429,
-0.010433431714773178,
0.005214438773691654,
0.15531139075756073,
0.17610836029052734,
-0.1322382539510727,
0.05164872482419014,
-0.03043634444475174,
-0.08152290433645248,
0.039961446076631546,
-0.0033407937735319138,
0.04941980913281441,
0.06264254450798035,
0.028348583728075027,
0.07337561994791031,
0.041641172021627426,
-0.035647548735141754,
0.012026668526232243,
0.07879523187875748,
-0.051800020039081573,
-0.20624741911888123,
-0.02571462094783783,
-0.07291363924741745,
-0.06989653408527374,
0.09186431020498276,
0.11694607883691788,
-0.01711757853627205,
-0.09190908819437027,
0.0034197464119642973,
0.017543887719511986,
-0.047378040850162506,
0.10808362066745758,
0.056599944829940796,
0.02616024948656559,
-0.12325859069824219,
0.07160932570695877,
0.10656218975782394,
-0.07982062548398972,
0.00873870961368084,
0.0981716439127922,
-0.06541099399328232,
-0.0896049216389656,
-0.001805836451239884,
-0.033508434891700745,
-0.0904320552945137,
-0.049114618450403214,
-0.03340795263648033,
-0.10629820823669434,
0.020477231591939926,
0.07368917018175125,
0.07735402137041092,
-0.029485074803233147,
-0.06909733265638351,
0.024018196389079094,
-0.06401868164539337,
0.04366043582558632,
0.10127843916416168,
0.06972887367010117,
-0.06872643530368805,
0.06783753633499146,
-0.03971191495656967,
0.14676712453365326,
-0.051841460168361664,
-0.03500893712043762,
-0.07086967676877975,
-0.01619487628340721,
-0.24626924097537994,
0.023938462138175964,
-0.1263674795627594,
-0.008983282372355461,
0.0038414858281612396,
-0.06066180393099785,
-0.02022312954068184,
0.0504164882004261,
-0.0779317170381546,
-0.02136888913810253,
-0.022165535017848015,
0.06747179478406906,
-0.09865684062242508,
-0.004826247226446867,
0.07619927078485489,
-0.04176661744713783,
0.09874227643013,
0.0665779560804367,
-0.08884800970554352,
0.06303742527961731,
-0.07192084193229675,
-0.11379079520702362,
0.032953258603811264,
0.0680445209145546,
0.06812018901109695,
-0.04626458138227463,
0.031002730131149292,
0.07511654496192932,
0.05487929657101631,
0.012881206348538399,
0.14160537719726562,
-0.06852752715349197,
0.013624988496303558,
-0.03204049915075302,
-0.07394465059041977,
-0.020249728113412857,
0.02967832051217556,
0.14406144618988037,
0.09880178421735764,
0.08622637391090393,
-0.07712259143590927,
0.04831827059388161,
-0.01885300502181053,
0.016664555296301842,
-0.06266216188669205,
-0.12052441388368607,
0.044051434844732285,
-0.06303633004426956,
0.006821741815656424,
0.04348911717534065,
0.1144055724143982,
-0.014123528264462948,
0.11739268153905869,
-0.021108213812112808,
0.03725612536072731,
0.06125873327255249,
-0.025200020521879196,
0.166776642203331,
0.04333241283893585,
-0.04063761979341507,
-0.06300331652164459,
0.012932834215462208,
0.05513330176472664,
0.04759259521961212,
0.07854205369949341,
0.06922439485788345,
0.028931166976690292,
0.07752334326505661,
0.07710479199886322,
0.0433589369058609,
-0.08571518957614899,
-0.176070436835289,
0.07814843207597733,
0.06554429978132248,
-0.10410590469837189,
0.08103042095899582,
0.07697819173336029,
-0.07522501051425934,
0.05835637077689171,
0.01765287294983864,
-0.07450026273727417,
-0.11820220947265625,
-0.11004716157913208,
-0.05895897373557091,
-0.07001159340143204,
-0.03295084089040756,
-0.08660702407360077,
0.020662996917963028,
0.004312800709158182,
0.08195608854293823,
-0.026714041829109192,
0.148418128490448,
-0.1502091884613037,
-0.06845029443502426,
0.06734629720449448,
-0.022081051021814346,
0.047208402305841446,
0.0720607191324234,
-0.002302484354004264,
-0.058153022080659866,
0.06649111956357956,
0.03954173997044563,
0.05291011184453964,
0.03095431998372078,
0.0313158854842186,
-0.057147037237882614,
-0.04973293095827103,
-0.05726787820458412,
0.019890910014510155,
0.04585206136107445,
0.1858782321214676,
0.03932783752679825,
-0.03057832084596157,
0.005226843059062958,
0.08331292122602463,
-0.04051098972558975,
-0.223001167178154,
-0.10663724690675735,
0.20206211507320404,
0.020896516740322113,
0.022836528718471527,
0.023762932047247887,
-0.08738745003938675,
-0.10403057187795639,
0.22109217941761017,
0.17049118876457214,
0.06544927507638931,
0.02367456816136837,
0.006778156850486994,
0.018249033018946648,
-0.001252462388947606,
0.11118055135011673,
0.06192725896835327,
0.1963026523590088,
-0.03268305957317352,
-0.025596030056476593,
-0.010956373065710068,
-0.01737026311457157,
-0.2578325867652893,
0.050216760486364365,
-0.002618274185806513,
-0.057485952973365784,
0.01855302043259144,
0.07772601395845413,
-0.056714870035648346,
-0.07550913095474243,
-0.07730673253536224,
-0.032659951597452164,
-0.08405101299285889,
0.020352592691779137,
0.009846110828220844,
0.018393296748399734,
0.07619515061378479,
-0.014511601999402046,
0.07027184218168259,
0.134513720870018,
0.026037415489554405,
-0.09233216941356659,
0.02214094065129757,
0.17479322850704193,
-0.025036325678229332,
0.10995028167963028,
0.04013795405626297,
0.06765150278806686,
0.0896465852856636,
0.014600150287151337,
-0.09469446539878845,
0.02901259995996952,
0.036044586449861526,
-0.028495021164417267,
0.09594713151454926,
0.11285539716482162,
-0.03247792273759842,
-0.07197411358356476,
-0.04970085620880127,
-0.0423862487077713,
0.011861961334943771,
0.14326505362987518,
0.06291728466749191,
-0.10075660794973373,
0.08099620044231415,
-0.17585347592830658,
0.05290619283914566,
0.14016366004943848,
-0.006846387404948473,
-0.038329873234033585,
-0.07895185798406601,
0.06137369945645332,
0.03393661230802536,
-0.06704411655664444,
-0.1094917356967926,
-0.15158487856388092,
-0.041427355259656906,
-0.1141488328576088,
0.06738422811031342,
-0.16008730232715607,
-0.004513387568295002,
-0.00644047511741519,
0.0393795520067215,
-0.11841133236885071,
0.028742967173457146,
0.08368595689535141,
-0.005143338814377785,
0.028146542608737946,
-0.09961451590061188,
-0.043189309537410736,
0.016784727573394775,
-0.137185201048851,
-0.03261427581310272
] |
null | null | transformers |
# distilbert-base-en-fr-lt-no-pl-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-lt-no-pl-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-lt-no-pl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-lt-no-pl-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-lt-no-pl-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-lt-no-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-lt-no-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-lt-no-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.02953706867992878,
0.04850606620311737,
-0.004473986104130745,
0.10334840416908264,
0.09317713230848312,
-0.04124213010072708,
0.10755185037851334,
0.10389199107885361,
-0.03232637047767639,
-0.015142449177801609,
0.046212419867515564,
0.030158396810293198,
0.03206254169344902,
0.06351028382778168,
-0.037739261984825134,
-0.2757531702518463,
-0.010528665035963058,
0.09478168934583664,
-0.035816751420497894,
0.06294800341129303,
0.14643236994743347,
-0.06391599029302597,
0.06570959836244583,
0.041387300938367844,
-0.07025111466646194,
0.08666925877332687,
-0.041603587567806244,
-0.10300920158624649,
0.08167058229446411,
0.0970669612288475,
0.09079547226428986,
0.02656693197786808,
0.06160106137394905,
-0.046254951506853104,
0.010703202337026596,
0.0037764585576951504,
0.028494013473391533,
0.0115092433989048,
-0.004121672827750444,
-0.05593538656830788,
0.03683904558420181,
-0.12767373025417328,
-0.011578704230487347,
0.0574558824300766,
-0.007741130888462067,
-0.12600821256637573,
-0.045729633420705795,
0.05827143043279648,
0.05012652650475502,
0.03171045705676079,
0.0229345690459013,
0.1661328226327896,
-0.05526367574930191,
0.06801352649927139,
0.19406063854694366,
-0.21557380259037018,
-0.05411597713828087,
0.06020962446928024,
0.04585042968392372,
0.0039168125949800014,
-0.025929328054189682,
0.04250958561897278,
0.056968025863170624,
0.07684002816677094,
-0.04731309413909912,
-0.1124216690659523,
-0.04352636635303497,
-0.07108982652425766,
-0.06927067786455154,
-0.023589152842760086,
0.17377972602844238,
-0.052059635519981384,
-0.10392913967370987,
-0.0631200298666954,
-0.022048549726605415,
0.1792900115251541,
-0.06637617945671082,
-0.009576902724802494,
0.008046979084610939,
-0.02775213122367859,
-0.04113415256142616,
-0.134991854429245,
-0.13444256782531738,
-0.026349293068051338,
-0.11596724390983582,
0.16862261295318604,
0.06492573767900467,
0.026567110791802406,
-0.05185528099536896,
-0.0004921405925415456,
-0.07535693794488907,
-0.08267100900411606,
-0.022318119183182716,
-0.09095605462789536,
0.08189228177070618,
0.030013779178261757,
-0.09138363599777222,
-0.10981588810682297,
0.10422927886247635,
0.1256728321313858,
-0.03597773611545563,
0.004965159576386213,
-0.045740384608507156,
-0.016832824796438217,
0.06567178666591644,
0.10157500952482224,
-0.04042647406458855,
0.005024641286581755,
0.07530304789543152,
-0.07441317290067673,
0.017671560868620872,
0.004610400181263685,
-0.1496776044368744,
-0.09478766471147537,
-0.0025143995881080627,
0.10824639350175858,
0.02125789411365986,
0.04333639517426491,
0.01982244849205017,
-0.03998805582523346,
0.12345428764820099,
-0.13848575949668884,
0.043234266340732574,
-0.02463720366358757,
0.03738032653927803,
0.22127756476402283,
0.016605375334620476,
-0.04066827520728111,
-0.1647358536720276,
-0.060892410576343536,
-0.004332669544965029,
-0.001623579184524715,
-0.026290444657206535,
-0.10627094656229019,
0.03958243876695633,
-0.0864371582865715,
0.0016758430283516645,
-0.1694873422384262,
-0.09349378943443298,
0.04642750322818756,
0.05222107097506523,
-0.03259919211268425,
-0.027600932866334915,
0.035101983696222305,
0.026329588145017624,
-0.0030712010338902473,
-0.02963578701019287,
-0.04006119444966316,
-0.020197108387947083,
0.022577570751309395,
0.04041300341486931,
0.08677300065755844,
-0.13513927161693573,
0.03750034421682358,
-0.05450189858675003,
-0.01342782098799944,
-0.17760100960731506,
0.07090482115745544,
-0.08806616067886353,
-0.008747248910367489,
-0.11328791081905365,
-0.12956000864505768,
0.0757952556014061,
0.011898843571543694,
0.019026421010494232,
0.08958172798156738,
-0.101167231798172,
-0.06385800242424011,
0.13436584174633026,
-0.07766930013895035,
0.0010703335283324122,
0.18743513524532318,
0.02041829377412796,
-0.0302693210542202,
0.1112317442893982,
0.04259787127375603,
0.13215923309326172,
-0.09331081807613373,
0.0034239888191223145,
0.09663175791501999,
0.020621081814169884,
-0.04193699359893799,
0.056854285299777985,
-0.012247743085026741,
-0.03972150385379791,
0.03026706725358963,
-0.02986222505569458,
0.023083528503775597,
-0.014965370297431946,
-0.02830890193581581,
-0.0366269052028656,
-0.06819673627614975,
0.10399407893419266,
0.045850515365600586,
0.06316830217838287,
-0.07500497251749039,
-0.06575097143650055,
0.11572301387786865,
0.06177513301372528,
-0.0691322609782219,
0.05836325138807297,
-0.10167066752910614,
0.046483371406793594,
-0.06862637400627136,
0.0189551692456007,
-0.14855414628982544,
-0.009593477472662926,
0.03501582145690918,
-0.01566569320857525,
0.07874945551156998,
0.045492637902498245,
0.06629889458417892,
0.022537248209118843,
-0.07540778815746307,
0.1074526458978653,
0.057575952261686325,
-0.02591582015156746,
-0.0072954390197992325,
-0.02001933380961418,
-0.047138601541519165,
-0.03683396056294441,
0.02946062944829464,
-0.005816981662064791,
0.0014833746245130897,
-0.029062489047646523,
0.10771264880895615,
-0.06617791205644608,
0.0669204592704773,
0.04033810272812843,
0.06587673723697662,
-0.054298900067806244,
-0.016159284859895706,
0.06341275572776794,
-0.022081585600972176,
-0.03559046983718872,
0.07073358446359634,
0.04657703638076782,
-0.0350673533976078,
0.12647876143455505,
0.00508528808131814,
0.02653701789677143,
-0.018603071570396423,
-0.011848115362226963,
0.012397674843668938,
-0.02061779983341694,
-0.0536632239818573,
0.16343049705028534,
0.005502982065081596,
0.10739240795373917,
-0.09160010516643524,
-0.006300822831690311,
0.00469870725646615,
-0.08547069132328033,
-0.06833875179290771,
0.0607597753405571,
0.049250319600105286,
-0.08568304777145386,
0.08224644511938095,
0.07616815716028214,
-0.058159079402685165,
0.10359964519739151,
-0.028444495052099228,
-0.05965490639209747,
0.05937964841723442,
-0.012889428064227104,
0.036806344985961914,
-0.031256597489118576,
-0.06821566075086594,
-0.04440150409936905,
0.09338846057653427,
-0.0563085563480854,
0.005129705183207989,
-0.08318449556827545,
0.046061430126428604,
0.03359881043434143,
-0.049861736595630646,
-0.03551105409860611,
0.015055729076266289,
0.014003497548401356,
0.03787825256586075,
0.012861303053796291,
-0.014152576215565205,
0.02891617640852928,
0.03004458360373974,
-0.011857855133712292,
0.12999305129051208,
-0.125426784157753,
-0.3430488407611847,
-0.21701020002365112,
-0.15983803570270538,
-0.1602017730474472,
0.05544581636786461,
0.0830095186829567,
-0.10945926606655121,
-0.09195316582918167,
-0.007345745339989662,
0.05960762873291969,
-0.03368359059095383,
-0.015850724652409554,
0.04546567425131798,
0.015568454749882221,
-0.007923740893602371,
-0.1634504795074463,
-0.01688854582607746,
0.04606890678405762,
-0.09508064389228821,
0.08139432966709137,
-0.07717127352952957,
0.06241568177938461,
0.05320524796843529,
-0.046763837337493896,
0.00897540058940649,
-0.01382790133357048,
0.08971215039491653,
0.007626169361174107,
0.05101189389824867,
0.23066695034503937,
0.003737633116543293,
0.0627598762512207,
0.07249569892883301,
0.06157715618610382,
-0.010350226424634457,
0.03331310674548149,
0.026123760268092155,
-0.05423272028565407,
-0.19088885188102722,
-0.06464214622974396,
-0.06106235086917877,
0.04060674458742142,
0.06902576982975006,
0.05164198949933052,
-0.005075589753687382,
0.08949119597673416,
-0.04695351421833038,
0.0945756807923317,
-0.01973968744277954,
0.06685705482959747,
0.216068834066391,
0.0019707297906279564,
0.09803032130002975,
-0.06584656983613968,
-0.1084427684545517,
0.11249549686908722,
0.036781519651412964,
0.09041133522987366,
-0.01345208939164877,
0.1138933002948761,
0.04080323129892349,
0.014270701445639133,
0.09692158550024033,
0.20374535024166107,
-0.03583023324608803,
0.027046144008636475,
-0.011350361630320549,
-0.058736592531204224,
-0.025835195556282997,
-0.02400311268866062,
0.10051719844341278,
-0.06587140262126923,
-0.016062716022133827,
-0.05405272915959358,
0.0008644914487376809,
0.21626220643520355,
0.04812581092119217,
-0.14646567404270172,
-0.07620608061552048,
0.02939724735915661,
-0.09140735119581223,
-0.08744633942842484,
0.016439683735370636,
0.03157997876405716,
-0.11608116328716278,
0.11016906797885895,
0.01973808743059635,
0.11520377546548843,
-0.0434490405023098,
0.01965714618563652,
-0.1264876425266266,
0.06269549578428268,
0.047469258308410645,
0.11703501641750336,
-0.1933126449584961,
0.10998643189668655,
0.01880609430372715,
0.038931705057621,
-0.12639938294887543,
0.07361011952161789,
0.03612523898482323,
0.050105512142181396,
0.08760461956262589,
-0.002079985337331891,
0.14281420409679413,
-0.10173279792070389,
-0.09431470185518265,
0.04726805537939072,
0.05832963064312935,
0.03063778765499592,
0.07166964560747147,
-0.012241426855325699,
-0.043891407549381256,
-0.0232919380068779,
0.009977578185498714,
-0.1804492175579071,
-0.19256438314914703,
0.06879368424415588,
0.03406769409775734,
-0.09575577825307846,
-0.014945046976208687,
-0.10593175888061523,
-0.03499111533164978,
0.17683161795139313,
0.09439592063426971,
-0.14737534523010254,
-0.08601944893598557,
-0.07497498393058777,
0.16533589363098145,
-0.09142019599676132,
0.09450225532054901,
-0.05310194194316864,
0.1293230652809143,
-0.07009164243936539,
-0.09592459350824356,
-0.03986580669879913,
-0.0951223075389862,
-0.03567977622151375,
0.06105554476380348,
0.14178228378295898,
-0.013084333389997482,
0.04576544836163521,
0.06971621513366699,
-0.018315639346837997,
-0.011754313483834267,
-0.08528242260217667,
-0.06691857427358627,
0.040821053087711334,
0.11180911958217621,
0.07620108127593994,
-0.097005695104599,
-0.12858067452907562,
-0.008691314607858658,
0.006114734802395105,
0.21632316708564758,
0.1725338250398636,
-0.013694362714886665,
0.06396863609552383,
0.25085940957069397,
-0.011429072357714176,
-0.2605839967727661,
-0.17489434778690338,
0.00884677842259407,
0.02440713532269001,
-0.09588200598955154,
-0.17808835208415985,
0.10593026876449585,
0.014579422771930695,
0.0010974211618304253,
-0.03737773001194,
-0.15603289008140564,
-0.08922389149665833,
0.18410944938659668,
0.03826447203755379,
0.11041377484798431,
-0.10699775815010071,
-0.05398812144994736,
-0.1382860690355301,
-0.20328326523303986,
0.11667006462812424,
-0.025421740487217903,
0.12044796347618103,
-0.030960585922002792,
0.07719879597425461,
0.025311069563031197,
-0.0021204594522714615,
0.1218278631567955,
-0.00566317792981863,
-0.06025882437825203,
-0.08044662326574326,
0.018182439729571342,
0.08370859920978546,
0.010894962586462498,
0.163858562707901,
-0.06925389170646667,
-0.016791466623544693,
-0.009356462396681309,
-0.08961861580610275,
-0.0653662160038948,
0.1071830615401268,
0.004785897675901651,
-0.07613866031169891,
-0.0433058999478817,
-0.005227233748883009,
-0.0413786806166172,
-0.011399471201002598,
0.04571784660220146,
-0.01855778694152832,
-0.00504267355427146,
0.1547699272632599,
0.1825403869152069,
-0.14105860888957977,
0.01714959740638733,
-0.02586858719587326,
-0.08394740521907806,
0.04191611334681511,
-0.02598695456981659,
0.04914827644824982,
0.06803468614816666,
0.011324283666908741,
0.05865173041820526,
0.030010312795639038,
-0.030301518738269806,
-0.0028344737365841866,
0.08293699473142624,
-0.04706154391169548,
-0.19216592609882355,
-0.026301326230168343,
-0.07106338441371918,
-0.07365237921476364,
0.0751529261469841,
0.12282336503267288,
-0.024536147713661194,
-0.09439710527658463,
0.009630715474486351,
0.010246723890304565,
-0.04032621160149574,
0.10425946116447449,
0.07722414284944534,
0.01748817414045334,
-0.11770462244749069,
0.08552242815494537,
0.1115289032459259,
-0.10076512396335602,
0.016005966812372208,
0.10391413420438766,
-0.0647726058959961,
-0.09913988411426544,
0.04134642705321312,
-0.03635280579328537,
-0.10662029683589935,
-0.05584085360169411,
-0.03826545923948288,
-0.10750852525234222,
0.026101741939783096,
0.06115986406803131,
0.07030939310789108,
-0.0399736724793911,
-0.05902555212378502,
0.01578673906624317,
-0.07379499822854996,
0.042147912085056305,
0.1038038432598114,
0.06457759439945221,
-0.07254038006067276,
0.05792823061347008,
-0.03783711791038513,
0.14684630930423737,
-0.04510274901986122,
-0.018134798854589462,
-0.06978446245193481,
-0.023801708593964577,
-0.27316170930862427,
0.0366477407515049,
-0.1225568950176239,
-0.003087037242949009,
0.0016364186303690076,
-0.058014970272779465,
-0.019140440970659256,
0.04743433743715286,
-0.08097602427005768,
-0.019008319824934006,
-0.018456103280186653,
0.07056063413619995,
-0.09281457960605621,
-0.0056818523444235325,
0.07189451158046722,
-0.030763844028115273,
0.09222117066383362,
0.054520029574632645,
-0.09834539890289307,
0.06819020211696625,
-0.06554672122001648,
-0.12365806102752686,
0.03264738619327545,
0.08174987137317657,
0.06186117231845856,
-0.038137614727020264,
0.03294458985328674,
0.08889271318912506,
0.06085046008229256,
0.012032432481646538,
0.13077890872955322,
-0.07310493290424347,
0.003588382387533784,
-0.028525318950414658,
-0.0790545791387558,
-0.01698344759643078,
0.026563556864857674,
0.15502598881721497,
0.0816744938492775,
0.08537545055150986,
-0.07874956727027893,
0.05070905387401581,
-0.02670271508395672,
0.014114581979811192,
-0.0643010064959526,
-0.12766869366168976,
0.05423968285322189,
-0.05910428240895271,
0.007859787903726101,
0.045316122472286224,
0.11500073224306107,
-0.013095743954181671,
0.13360871374607086,
-0.015707960352301598,
0.025400910526514053,
0.06274688243865967,
-0.021547697484493256,
0.17723348736763,
0.04557351768016815,
-0.038841359317302704,
-0.05382917821407318,
0.008685764856636524,
0.06129363924264908,
0.045412562787532806,
0.08532113581895828,
0.08782409876585007,
0.0243199672549963,
0.08326578885316849,
0.06757819652557373,
0.046463705599308014,
-0.09712426364421844,
-0.1561444103717804,
0.07590175420045853,
0.06937387585639954,
-0.10375083982944489,
0.08236698061227798,
0.08221863210201263,
-0.07655889540910721,
0.0640225037932396,
0.012098025530576706,
-0.07443632930517197,
-0.11661169677972794,
-0.12466108053922653,
-0.0674235075712204,
-0.0748918429017067,
-0.03221580758690834,
-0.09325512498617172,
0.0043016718700528145,
-0.0034129598643630743,
0.0771118625998497,
-0.034748174250125885,
0.15119299292564392,
-0.14745235443115234,
-0.06854689121246338,
0.06796522438526154,
-0.023370595648884773,
0.0381045900285244,
0.06406298279762268,
0.010505936108529568,
-0.04892568290233612,
0.0722343921661377,
0.02885567955672741,
0.055860958993434906,
0.03163446858525276,
0.02829965390264988,
-0.05867571756243706,
-0.04859006404876709,
-0.06004900857806206,
0.02654396742582321,
0.05635920166969299,
0.18272997438907623,
0.034190576523542404,
-0.03093799576163292,
0.006722300313413143,
0.08633141219615936,
-0.03578074648976326,
-0.23390108346939087,
-0.09974091500043869,
0.1974448710680008,
0.031187810003757477,
0.0167801883071661,
0.025781741365790367,
-0.08443242311477661,
-0.09914475679397583,
0.24208848178386688,
0.17040331661701202,
0.06740714609622955,
0.025211984291672707,
-0.005930079612880945,
0.017765898257493973,
-0.004505368415266275,
0.11477620154619217,
0.0725422203540802,
0.18488465249538422,
-0.043292924761772156,
-0.03187376633286476,
-0.0019126308616250753,
-0.006887940224260092,
-0.27273765206336975,
0.052242156118154526,
-0.0017975212540477514,
-0.07034847140312195,
0.018588926643133163,
0.06685354560613632,
-0.04668761044740677,
-0.053446780890226364,
-0.0769101157784462,
-0.044131141155958176,
-0.08833268284797668,
0.01944953016936779,
0.008606323972344398,
0.01028716005384922,
0.06314773112535477,
-0.013360039331018925,
0.06243143603205681,
0.1500435173511505,
0.016949156299233437,
-0.10221768170595169,
0.02425924316048622,
0.17059747874736786,
-0.016604356467723846,
0.09245599806308746,
0.04487220197916031,
0.0716777816414833,
0.09148591756820679,
0.019882380962371826,
-0.0992911159992218,
0.030642837285995483,
0.034497108310461044,
-0.032690756022930145,
0.10695987194776535,
0.10069388151168823,
-0.04496445506811142,
-0.0537089928984642,
-0.046202655881643295,
-0.03570861741900444,
0.006482583004981279,
0.16113480925559998,
0.06577526777982712,
-0.09056458622217178,
0.07785286009311676,
-0.18169710040092468,
0.06149808689951897,
0.1392074078321457,
-0.005806539673358202,
-0.05918226018548012,
-0.07908859848976135,
0.06692038476467133,
0.03471026569604874,
-0.0847722515463829,
-0.10729792714118958,
-0.15113268792629242,
-0.03849877789616585,
-0.10025089979171753,
0.0846542939543724,
-0.1513073444366455,
-0.008005169220268726,
-0.0050608208402991295,
0.03493887931108475,
-0.12974363565444946,
0.030223887413740158,
0.08074934035539627,
-0.008736721239984035,
0.021138856187462807,
-0.10587092489004135,
-0.0454772487282753,
0.016021432355046272,
-0.14314284920692444,
-0.03293031081557274
] |
null | null | transformers |
# distilbert-base-en-fr-nl-ru-ar-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-nl-ru-ar-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-nl-ru-ar-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-nl-ru-ar-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-nl-ru-ar-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-nl-ru-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-nl-ru-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-nl-ru-ar-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.02097374014556408,
0.05573640763759613,
-0.004471705295145512,
0.10234866291284561,
0.09310468286275864,
-0.04083535820245743,
0.10272645950317383,
0.0994393453001976,
-0.030279705300927162,
-0.016528574749827385,
0.05090049281716347,
0.028210701420903206,
0.03402802348136902,
0.06771682947874069,
-0.03727760165929794,
-0.27731776237487793,
-0.009475565515458584,
0.08598700910806656,
-0.03606857359409332,
0.06165805831551552,
0.15129639208316803,
-0.06093902513384819,
0.06837254017591476,
0.04183917120099068,
-0.07008665800094604,
0.09435877948999405,
-0.04241643846035004,
-0.10602975636720657,
0.08454295992851257,
0.09566353261470795,
0.09954046458005905,
0.02104191668331623,
0.0673651397228241,
-0.05426404997706413,
0.010995105840265751,
0.0011682038893923163,
0.02619738131761551,
0.013533498160541058,
-0.0018433458171784878,
-0.056785449385643005,
0.05955413356423378,
-0.12449950724840164,
-0.013604174368083477,
0.056448083370923996,
-0.00756054325029254,
-0.13208666443824768,
-0.04583367332816124,
0.06350979954004288,
0.049824267625808716,
0.03054995648562908,
0.022725991904735565,
0.15251386165618896,
-0.05314646661281586,
0.06696908921003342,
0.19600991904735565,
-0.21903400123119354,
-0.053169600665569305,
0.06702452152967453,
0.04367862641811371,
-0.00385593855753541,
-0.031317468732595444,
0.040085311979055405,
0.05590447410941124,
0.0784112811088562,
-0.05181540921330452,
-0.11305774748325348,
-0.05037866160273552,
-0.06865155696868896,
-0.07049812376499176,
-0.024944113567471504,
0.16498377919197083,
-0.05126996338367462,
-0.09903865307569504,
-0.05769740045070648,
-0.022070864215493202,
0.17584604024887085,
-0.07004125416278839,
-0.009584818035364151,
0.0027331048622727394,
-0.027860000729560852,
-0.04055405780673027,
-0.1311008781194687,
-0.1346534639596939,
-0.019717831164598465,
-0.111677385866642,
0.16894781589508057,
0.06494684517383575,
0.02793022431433201,
-0.04613935574889183,
-0.0020182011649012566,
-0.07419627159833908,
-0.08224355429410934,
-0.019890934228897095,
-0.09560703486204147,
0.07892864942550659,
0.03534846380352974,
-0.08928754180669785,
-0.11021127551794052,
0.10807616263628006,
0.13360728323459625,
-0.03934352844953537,
0.007895327173173428,
-0.037808772176504135,
-0.016764622181653976,
0.06143337860703468,
0.104769766330719,
-0.04192566126585007,
-0.004740206990391016,
0.075887531042099,
-0.08022772520780563,
0.01782952807843685,
0.004734174348413944,
-0.1531715989112854,
-0.09383193403482437,
-0.007688736077398062,
0.10574077814817429,
0.013237737119197845,
0.04169124364852905,
0.019078847020864487,
-0.037864819169044495,
0.12787844240665436,
-0.1353430449962616,
0.04196963086724281,
-0.02404608204960823,
0.03695592284202576,
0.21189568936824799,
0.014994909055531025,
-0.036530062556266785,
-0.15691538155078888,
-0.056786421686410904,
0.00024804173153825104,
-0.008457806892693043,
-0.026427678763866425,
-0.10844370722770691,
0.04324902221560478,
-0.08734269440174103,
0.006797607056796551,
-0.17803451418876648,
-0.08366815000772476,
0.04572644084692001,
0.05577820539474487,
-0.03546488285064697,
-0.02168051153421402,
0.034007664769887924,
0.02371940389275551,
0.0004673353978432715,
-0.026194188743829727,
-0.04298795759677887,
-0.01905318722128868,
0.018122002482414246,
0.04252045601606369,
0.08926867693662643,
-0.1340242177248001,
0.03588450327515602,
-0.05420144274830818,
-0.012413502670824528,
-0.1647355705499649,
0.06472332030534744,
-0.09078128635883331,
-0.0115853575989604,
-0.11668234318494797,
-0.12745676934719086,
0.0704740658402443,
0.008456441573798656,
0.022948691621422768,
0.08057151734828949,
-0.09427616000175476,
-0.0618598647415638,
0.13133546710014343,
-0.07726794481277466,
0.0075784591026604176,
0.19142648577690125,
0.0179568100720644,
-0.0294656939804554,
0.10490983724594116,
0.045372385531663895,
0.1283682882785797,
-0.09718385338783264,
0.00032712137908674777,
0.09458738565444946,
0.01979648694396019,
-0.04170813411474228,
0.05890034884214401,
-0.003271187422797084,
-0.03741588070988655,
0.03128654882311821,
-0.016249902546405792,
0.02879052609205246,
-0.01341266930103302,
-0.030491990968585014,
-0.032596148550510406,
-0.06856813281774521,
0.11194118112325668,
0.04825795069336891,
0.05990728735923767,
-0.07394404709339142,
-0.06915793567895889,
0.10029188543558121,
0.06708289682865143,
-0.06619258224964142,
0.05637487769126892,
-0.1061314046382904,
0.044988252222537994,
-0.06785409152507782,
0.021516850218176842,
-0.1449737250804901,
-0.010796255432069302,
0.03464387357234955,
-0.019876064732670784,
0.07483963668346405,
0.04862520098686218,
0.06713027507066727,
0.02027840167284012,
-0.0760146975517273,
0.1071479544043541,
0.05009697377681732,
-0.025014163926243782,
-0.0038409645203500986,
-0.01396853569895029,
-0.05068567395210266,
-0.039554256945848465,
0.02947653830051422,
-0.0192366112023592,
-0.0037986994720995426,
-0.03652087226510048,
0.11126905679702759,
-0.06424195319414139,
0.06849358230829239,
0.03728674352169037,
0.07021649181842804,
-0.056409742683172226,
-0.013394299894571304,
0.06414274871349335,
-0.02706979215145111,
-0.02835654653608799,
0.07023581862449646,
0.049479953944683075,
-0.03383689746260643,
0.11535470932722092,
0.008549450896680355,
0.023365195840597153,
-0.010927426628768444,
-0.012359775602817535,
0.011378215625882149,
-0.020587624981999397,
-0.05203080177307129,
0.1674681454896927,
0.007810696959495544,
0.10393042117357254,
-0.08628016710281372,
-0.003984282724559307,
0.005134199280291796,
-0.09067550301551819,
-0.07000169157981873,
0.06649716943502426,
0.03948475793004036,
-0.09426672756671906,
0.07951394468545914,
0.07910376787185669,
-0.06578127294778824,
0.09892455488443375,
-0.024576760828495026,
-0.061756305396556854,
0.059142835438251495,
-0.015643486753106117,
0.03740837052464485,
-0.03343276306986809,
-0.05591174215078354,
-0.043334297835826874,
0.09315885603427887,
-0.05897216498851776,
0.005157094914466143,
-0.07765291631221771,
0.04411771893501282,
0.03248901665210724,
-0.046751126646995544,
-0.0375792533159256,
0.0238665658980608,
0.014458063058555126,
0.037181101739406586,
0.013808364048600197,
-0.025329425930976868,
0.026389287784695625,
0.028057020157575607,
-0.006545062642544508,
0.13095490634441376,
-0.12252403050661087,
-0.35089418292045593,
-0.22465790808200836,
-0.16499285399913788,
-0.1579691618680954,
0.05447601154446602,
0.08063475042581558,
-0.11336728185415268,
-0.09470071643590927,
-0.0046846903860569,
0.06122482940554619,
-0.028930220752954483,
-0.022035779431462288,
0.04564221575856209,
0.019104192033410072,
-0.006287434138357639,
-0.15922492742538452,
-0.016945676878094673,
0.04522433504462242,
-0.08835764229297638,
0.08064360171556473,
-0.07463836669921875,
0.07199262082576752,
0.05278664827346802,
-0.050320595502853394,
0.007388479076325893,
-0.008320101536810398,
0.09254563599824905,
0.0062259710393846035,
0.05188880115747452,
0.23242422938346863,
-0.0006733827176503837,
0.06303762644529343,
0.07923667132854462,
0.059379346668720245,
-0.00795363076031208,
0.03638489171862602,
0.026955457404255867,
-0.056213296949863434,
-0.1930277943611145,
-0.06653544306755066,
-0.05998131260275841,
0.03709685057401657,
0.06838352978229523,
0.05424239858984947,
-0.01641375944018364,
0.08535141497850418,
-0.04209341108798981,
0.08735611289739609,
-0.017126644030213356,
0.06633073091506958,
0.2188289761543274,
0.0036389657761901617,
0.095865398645401,
-0.07054343819618225,
-0.11447536200284958,
0.11110690236091614,
0.04267805814743042,
0.08600057661533356,
-0.013184932060539722,
0.11490330100059509,
0.038422614336013794,
0.018696686252951622,
0.09929533302783966,
0.20005899667739868,
-0.03637053444981575,
0.023648202419281006,
-0.01172375213354826,
-0.05353644862771034,
-0.026540637016296387,
-0.01877720281481743,
0.09483455866575241,
-0.07097610086202621,
-0.01126521173864603,
-0.05252381041646004,
-0.001949181198142469,
0.2181946337223053,
0.05654093995690346,
-0.1501949578523636,
-0.07966242730617523,
0.0266153234988451,
-0.09196146577596664,
-0.08508551120758057,
0.016998358070850372,
0.032496482133865356,
-0.11731698364019394,
0.10673303157091141,
0.014667858369648457,
0.11437317728996277,
-0.04298028349876404,
0.018110789358615875,
-0.1250980943441391,
0.06796470284461975,
0.049891818314790726,
0.1211082711815834,
-0.18859419226646423,
0.11548815667629242,
0.01581013761460781,
0.0354808047413826,
-0.11720414459705353,
0.07098427414894104,
0.03426063060760498,
0.0435347706079483,
0.08701885491609573,
-0.002749051433056593,
0.11765337735414505,
-0.11920205503702164,
-0.08926690369844437,
0.048822589218616486,
0.059512559324502945,
0.03800605982542038,
0.07287708669900894,
-0.016555624082684517,
-0.04520240053534508,
-0.02289453148841858,
0.014576113782823086,
-0.17973627150058746,
-0.19727393984794617,
0.06528215110301971,
0.04171985387802124,
-0.0920497477054596,
-0.013325581327080727,
-0.10028399527072906,
-0.026273630559444427,
0.17182230949401855,
0.10313817113637924,
-0.14018911123275757,
-0.08539887517690659,
-0.07744070887565613,
0.16803781688213348,
-0.09711085259914398,
0.09425614029169083,
-0.05523839220404625,
0.1319485455751419,
-0.07268497347831726,
-0.09805388748645782,
-0.04160323366522789,
-0.09818537533283234,
-0.034240901470184326,
0.06471206247806549,
0.13529491424560547,
-0.0043813567608594894,
0.045454755425453186,
0.07227545231580734,
-0.016293806955218315,
-0.013676579110324383,
-0.08215563744306564,
-0.0647476315498352,
0.03802012652158737,
0.10513196885585785,
0.0703512504696846,
-0.0980013757944107,
-0.12254215776920319,
-0.008943019434809685,
0.008283529430627823,
0.220065176486969,
0.17126619815826416,
-0.017243823036551476,
0.0664176195859909,
0.25662901997566223,
-0.011292475275695324,
-0.26606857776641846,
-0.18830664455890656,
0.010392291471362114,
0.026194436475634575,
-0.09162036329507828,
-0.175944522023201,
0.10703098028898239,
0.013039992190897465,
-0.0015919365687295794,
-0.04171827808022499,
-0.1572536677122116,
-0.08370249718427658,
0.1924256533384323,
0.031498029828071594,
0.11251042783260345,
-0.09925876557826996,
-0.046127159148454666,
-0.1443481296300888,
-0.20551647245883942,
0.10689741373062134,
-0.017383437603712082,
0.12126047909259796,
-0.030541567131876945,
0.08663837611675262,
0.024115579202771187,
-0.0006323603447526693,
0.1191716343164444,
-0.004933223593980074,
-0.06036479026079178,
-0.08179063349962234,
0.016707921400666237,
0.07634193450212479,
0.009536946192383766,
0.16338735818862915,
-0.06535479426383972,
-0.018123824149370193,
-0.010983068495988846,
-0.08973949402570724,
-0.060848649591207504,
0.11279643326997757,
0.0088575454428792,
-0.07347430288791656,
-0.045074060559272766,
-0.0005654091946780682,
-0.0397057943046093,
-0.009579399600625038,
0.05857710912823677,
-0.012606455944478512,
-0.0028825479093939066,
0.16110846400260925,
0.17069880664348602,
-0.1293322890996933,
0.027013076469302177,
-0.022568564862012863,
-0.08289368450641632,
0.03896825760602951,
-0.022289061918854713,
0.04948720335960388,
0.07008667290210724,
0.004176928196102381,
0.05773377791047096,
0.024566246196627617,
-0.0355219729244709,
0.0020955910440534353,
0.08471597731113434,
-0.042807549238204956,
-0.18597319722175598,
-0.025700952857732773,
-0.06853754073381424,
-0.07397212833166122,
0.07309280335903168,
0.12282242625951767,
-0.026629310101270676,
-0.09547187387943268,
0.00924813561141491,
0.015234066173434258,
-0.04213053733110428,
0.10414616018533707,
0.07992210239171982,
0.01823773980140686,
-0.11352968961000443,
0.08754174411296844,
0.11296728998422623,
-0.10057611763477325,
0.017787212505936623,
0.10172218829393387,
-0.06367118656635284,
-0.099598728120327,
0.04097006842494011,
-0.03914651274681091,
-0.11078397929668427,
-0.06175697222352028,
-0.03572656959295273,
-0.0990014597773552,
0.0223984457552433,
0.054424040019512177,
0.07384226471185684,
-0.04303661733865738,
-0.05668068304657936,
0.01074180193245411,
-0.07505065947771072,
0.04508325830101967,
0.11021964251995087,
0.0638369768857956,
-0.07467818260192871,
0.03714868798851967,
-0.03939499706029892,
0.1483658403158188,
-0.04671745002269745,
-0.015733834356069565,
-0.07388804107904434,
-0.024227377027273178,
-0.2765316665172577,
0.03953144699335098,
-0.12521447241306305,
-0.0010855458676815033,
-0.0025763388257473707,
-0.05972560495138168,
-0.02041192352771759,
0.048295147716999054,
-0.08382007479667664,
-0.018392395228147507,
-0.019056258723139763,
0.0733802318572998,
-0.09352783858776093,
-0.008554879575967789,
0.07395417243242264,
-0.02469855174422264,
0.09165950864553452,
0.05288911238312721,
-0.09295245260000229,
0.07467606663703918,
-0.07516743242740631,
-0.12022770941257477,
0.034324850887060165,
0.07952868193387985,
0.06221146881580353,
-0.045737020671367645,
0.03511596471071243,
0.08589795231819153,
0.05862364172935486,
0.009785966947674751,
0.13003960251808167,
-0.0740857645869255,
0.002020152984187007,
-0.04182347282767296,
-0.08565083146095276,
-0.015250032767653465,
0.02687113545835018,
0.1529739946126938,
0.0850684717297554,
0.09099437296390533,
-0.08441585302352905,
0.0536467581987381,
-0.01701493002474308,
0.015235219150781631,
-0.06495765596628189,
-0.12702658772468567,
0.04811535403132439,
-0.06006060168147087,
0.0026597119867801666,
0.04510745778679848,
0.11281151324510574,
-0.011945998296141624,
0.13150358200073242,
-0.017604798078536987,
0.01600814238190651,
0.05376043543219566,
-0.02151370607316494,
0.16335982084274292,
0.04679682105779648,
-0.041115377098321915,
-0.05459881201386452,
0.007601812016218901,
0.06021368131041527,
0.0567101389169693,
0.0840548425912857,
0.09977243095636368,
0.030510053038597107,
0.08208455890417099,
0.06539757549762726,
0.043959975242614746,
-0.09450351446866989,
-0.1472385972738266,
0.06952987611293793,
0.0652099996805191,
-0.10890694707632065,
0.08652982115745544,
0.08857734501361847,
-0.07545546442270279,
0.06156186759471893,
0.007984749972820282,
-0.07192730158567429,
-0.11953908950090408,
-0.12654231488704681,
-0.07143653184175491,
-0.07286016643047333,
-0.03013385273516178,
-0.08922059088945389,
0.002931940136477351,
0.0026865287218242884,
0.07466956973075867,
-0.03750891983509064,
0.1476091593503952,
-0.14778494834899902,
-0.06860703974962234,
0.06565770506858826,
-0.024599110707640648,
0.03465643525123596,
0.07361678779125214,
0.013047393411397934,
-0.05099150910973549,
0.07011254876852036,
0.028991306200623512,
0.05376271903514862,
0.031234143301844597,
0.02700616791844368,
-0.06304377317428589,
-0.04940100014209747,
-0.061109669506549835,
0.034450896084308624,
0.06063462793827057,
0.1769467443227768,
0.03837848827242851,
-0.029795698821544647,
0.005260924343019724,
0.09053663909435272,
-0.03197544068098068,
-0.22496259212493896,
-0.10370824486017227,
0.19735604524612427,
0.029584189876914024,
0.020044174045324326,
0.02020476758480072,
-0.08356229215860367,
-0.10353805124759674,
0.23925873637199402,
0.17462164163589478,
0.07328306883573532,
0.02497883513569832,
-0.007630101405084133,
0.02042827010154724,
-0.007031281944364309,
0.11791634559631348,
0.07239571958780289,
0.18564598262310028,
-0.04331013560295105,
-0.042215630412101746,
-0.004856902174651623,
-0.007409811019897461,
-0.27064013481140137,
0.05491287633776665,
-0.002210936974734068,
-0.07318717986345291,
0.01702791638672352,
0.07072226703166962,
-0.05735320597887039,
-0.06470154970884323,
-0.08174999058246613,
-0.04520607367157936,
-0.08792968094348907,
0.02095104567706585,
0.0076060909777879715,
0.013648691587150097,
0.06789076328277588,
-0.015606816858053207,
0.05741726607084274,
0.1509459912776947,
0.019599514082074165,
-0.0971946120262146,
0.02613059990108013,
0.16544584929943085,
-0.010826779529452324,
0.09530559927225113,
0.04151955246925354,
0.0664922446012497,
0.09594395756721497,
0.01772809773683548,
-0.09983229637145996,
0.030883746221661568,
0.036291878670454025,
-0.02705680951476097,
0.10625714808702469,
0.10386146605014801,
-0.04675709083676338,
-0.04405078664422035,
-0.042537931352853775,
-0.03863782063126564,
0.0071955579333007336,
0.1440132111310959,
0.0708610936999321,
-0.08768590539693832,
0.08134224265813828,
-0.17992955446243286,
0.061815664172172546,
0.1428002119064331,
-0.006285243202000856,
-0.05985673889517784,
-0.07999956607818604,
0.0688667893409729,
0.035749051719903946,
-0.08229806274175644,
-0.10551761090755463,
-0.14468811452388763,
-0.03820759430527687,
-0.10711614787578583,
0.08244895190000534,
-0.15148355066776276,
-0.0049718464724719524,
-0.009264176711440086,
0.037833072245121,
-0.12550269067287445,
0.033644065260887146,
0.07783852517604828,
-0.011520519852638245,
0.02405264414846897,
-0.10765784233808517,
-0.045234475284814835,
0.010639696381986141,
-0.14417357742786407,
-0.03432593494653702
] |
null | null | transformers |
# distilbert-base-en-fr-uk-el-ro-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-uk-el-ro-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-uk-el-ro-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-uk-el-ro-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-uk-el-ro-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-uk-el-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-uk-el-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-uk-el-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.01710500754415989,
0.040855247527360916,
-0.004495054483413696,
0.10339479148387909,
0.10184671729803085,
-0.03508121520280838,
0.10888608545064926,
0.10195134580135345,
-0.02223137766122818,
-0.018845539540052414,
0.049347132444381714,
0.043454859405756,
0.03575006499886513,
0.06751387566328049,
-0.041567884385585785,
-0.2816602885723114,
-0.014344808645546436,
0.08343350887298584,
-0.029177874326705933,
0.05643145740032196,
0.154329314827919,
-0.06655102223157883,
0.07546490430831909,
0.034637920558452606,
-0.06621698290109634,
0.09994042664766312,
-0.048034023493528366,
-0.10735057294368744,
0.08570317924022675,
0.1038508340716362,
0.10397861897945404,
0.022869570180773735,
0.06682133674621582,
-0.05682721734046936,
0.01046325359493494,
-0.0006158720934763551,
0.023625945672392845,
0.012583651579916477,
-0.0014242972247302532,
-0.06477659940719604,
0.049384791404008865,
-0.12525896728038788,
-0.009035259485244751,
0.052483659237623215,
-0.009293681010603905,
-0.12616947293281555,
-0.04650433361530304,
0.0455152690410614,
0.05577358230948448,
0.030892139300704002,
0.02307119406759739,
0.1626460701227188,
-0.050649888813495636,
0.07191092520952225,
0.21228088438510895,
-0.21568001806735992,
-0.05046946555376053,
0.06172100827097893,
0.056571200489997864,
0.008996732532978058,
-0.03741511330008507,
0.03663225471973419,
0.06054834648966789,
0.07922818511724472,
-0.05814669653773308,
-0.10889612138271332,
-0.07383017987012863,
-0.0666251853108406,
-0.06511812657117844,
-0.02634817734360695,
0.16729174554347992,
-0.05179984122514725,
-0.10322313010692596,
-0.05044664815068245,
-0.023282216861844063,
0.1732376366853714,
-0.06436797976493835,
-0.005584992002695799,
0.012419834733009338,
-0.033511918038129807,
-0.05217437073588371,
-0.13771505653858185,
-0.13678215444087982,
-0.019545331597328186,
-0.12491822242736816,
0.18027915060520172,
0.070810467004776,
0.029628580436110497,
-0.04818517342209816,
-0.0018917402485385537,
-0.06552401185035706,
-0.07882850617170334,
-0.022926192730665207,
-0.09011390805244446,
0.08663859963417053,
0.036456502974033356,
-0.08522152155637741,
-0.09340155124664307,
0.10593153536319733,
0.13499115407466888,
-0.04660375416278839,
0.004397004842758179,
-0.033934127539396286,
-0.014124676585197449,
0.07251159101724625,
0.10366401821374893,
-0.03023514151573181,
-0.003387951059266925,
0.06630924344062805,
-0.07839498668909073,
0.0185838770121336,
0.006543133873492479,
-0.15282678604125977,
-0.08992508053779602,
-0.01274718064814806,
0.10153330117464066,
0.010298092849552631,
0.037350188940763474,
0.0156503077596426,
-0.030374087393283844,
0.12999530136585236,
-0.13793940842151642,
0.045944228768348694,
-0.02596587873995304,
0.032363202422857285,
0.21221105754375458,
0.0195794478058815,
-0.031807124614715576,
-0.15592525899410248,
-0.06576327979564667,
0.003194991033524275,
-0.0020851849112659693,
-0.02723809704184532,
-0.11116459965705872,
0.0378691591322422,
-0.1020798534154892,
0.014609891921281815,
-0.1826503872871399,
-0.09051305055618286,
0.04576892405748367,
0.052316680550575256,
-0.03027970716357231,
-0.021010907366871834,
0.023937439545989037,
0.030597420409321785,
-0.004956541582942009,
-0.029573161154985428,
-0.029685083776712418,
-0.018240397796034813,
0.020455721765756607,
0.04897863790392876,
0.09097317606210709,
-0.1381712257862091,
0.03592108562588692,
-0.05293576046824455,
-0.022045990452170372,
-0.16081513464450836,
0.06583162397146225,
-0.08724763989448547,
-0.011497029103338718,
-0.11905892938375473,
-0.12117388099431992,
0.08820751309394836,
0.01837402954697609,
0.014691752381622791,
0.07552517205476761,
-0.08133550733327866,
-0.06296822428703308,
0.12038058042526245,
-0.07054125517606735,
0.009317100048065186,
0.18868063390254974,
0.015716517344117165,
-0.028247084468603134,
0.11025965213775635,
0.030916592106223106,
0.11183270066976547,
-0.10535707324743271,
-0.002799290930852294,
0.10036133229732513,
0.01395347248762846,
-0.03857211768627167,
0.06625176966190338,
-0.011046724393963814,
-0.033746324479579926,
0.028174107894301414,
-0.017763175070285797,
0.026211563497781754,
-0.020865656435489655,
-0.025437137112021446,
-0.026122238487005234,
-0.06740356981754303,
0.10681284964084625,
0.04961284622550011,
0.06490502506494522,
-0.07971350103616714,
-0.06412172317504883,
0.10651257634162903,
0.06743381917476654,
-0.06770698726177216,
0.05908673256635666,
-0.10798630863428116,
0.03456537425518036,
-0.07876212894916534,
0.012827044352889061,
-0.14653153717517853,
-0.012035273015499115,
0.032082583755254745,
-0.012989487498998642,
0.07639814168214798,
0.051175396889448166,
0.0644962415099144,
0.022656233981251717,
-0.07208134979009628,
0.1026218831539154,
0.05170586705207825,
-0.03173170983791351,
-0.014725664630532265,
-0.017473001033067703,
-0.051207296550273895,
-0.041851483285427094,
0.007566774729639292,
-0.01501391176134348,
-0.004368674010038376,
-0.05062795430421829,
0.10432618111371994,
-0.060340359807014465,
0.07317862659692764,
0.03572244197130203,
0.0682852640748024,
-0.06601265072822571,
-0.012661663815379143,
0.06116814911365509,
-0.030650069937109947,
-0.03018869087100029,
0.07678014785051346,
0.04653666540980339,
-0.046612098813056946,
0.12234807014465332,
-0.002392455469816923,
0.032738395035266876,
-0.00039529651985503733,
-0.01410673838108778,
0.013419872149825096,
-0.027080120518803596,
-0.052165720611810684,
0.1795479953289032,
0.0016217997763305902,
0.10879841446876526,
-0.08886431902647018,
-0.009741513058543205,
0.004290142096579075,
-0.0961570292711258,
-0.07663881778717041,
0.077739417552948,
0.044256627559661865,
-0.08934738487005234,
0.08178943395614624,
0.07413554936647415,
-0.06548325717449188,
0.10757149010896683,
-0.021128790453076363,
-0.06224937364459038,
0.0649845227599144,
-0.019877947866916656,
0.029222974553704262,
-0.035452622920274734,
-0.062025491148233414,
-0.049879495054483414,
0.09429650008678436,
-0.06251763552427292,
0.0035995920188724995,
-0.08119653165340424,
0.04824114963412285,
0.038377273827791214,
-0.049692779779434204,
-0.0425562784075737,
0.018620718270540237,
0.012088983319699764,
0.03375686705112457,
0.005110682919621468,
-0.03053073026239872,
0.027665352448821068,
0.028289584442973137,
-0.0046091326512396336,
0.12913404405117035,
-0.12821806967258453,
-0.3175840973854065,
-0.22037436068058014,
-0.1813603937625885,
-0.14809195697307587,
0.060172464698553085,
0.08895167708396912,
-0.11280632019042969,
-0.09379712492227554,
-0.005121846217662096,
0.06991321593523026,
-0.04065989330410957,
-0.026183059439063072,
0.04527433589100838,
0.017635207623243332,
-0.02161398157477379,
-0.16374672949314117,
-0.013807477429509163,
0.041060227900743484,
-0.09853039681911469,
0.08585073053836823,
-0.08740835636854172,
0.06536058336496353,
0.03967982158064842,
-0.05525047704577446,
0.0041719782166182995,
-0.016948187723755836,
0.09207005053758621,
0.00519868079572916,
0.042178500443696976,
0.23100587725639343,
0.009050342254340649,
0.06378649920225143,
0.07466092705726624,
0.05424291267991066,
-0.008949891664087772,
0.036066509783267975,
0.027343811467289925,
-0.05108211934566498,
-0.21262609958648682,
-0.05271262675523758,
-0.052587609738111496,
0.0375606007874012,
0.0705457255244255,
0.05264521762728691,
-0.02818574756383896,
0.09149599820375443,
-0.046679724007844925,
0.09116577357053757,
-0.017897266894578934,
0.06916037946939468,
0.18775515258312225,
0.006374736316502094,
0.09512418508529663,
-0.06986410915851593,
-0.11245559900999069,
0.10914202779531479,
0.04369743913412094,
0.09698410332202911,
-0.006184085737913847,
0.11631522327661514,
0.03618443012237549,
0.008346553891897202,
0.09651868045330048,
0.2077098935842514,
-0.03513002023100853,
0.029845673590898514,
-0.018474606797099113,
-0.04744531959295273,
-0.028183089569211006,
-0.022927233949303627,
0.09870871156454086,
-0.06095661222934723,
-0.01768888719379902,
-0.04817105829715729,
-0.006099615711718798,
0.21005746722221375,
0.04339715465903282,
-0.15731218457221985,
-0.069907546043396,
0.03033618815243244,
-0.09997434169054031,
-0.08758081495761871,
0.016158869490027428,
0.030452881008386612,
-0.12392871826887131,
0.10647028684616089,
0.021419404074549675,
0.11448704451322556,
-0.04040423035621643,
0.014345155097544193,
-0.1336863487958908,
0.061933089047670364,
0.047373730689287186,
0.11769238859415054,
-0.19414106011390686,
0.11962869018316269,
0.016500523313879967,
0.04310469701886177,
-0.11475799232721329,
0.07336670905351639,
0.0333460234105587,
0.04199108108878136,
0.09182219952344894,
-0.006955199409276247,
0.11909013986587524,
-0.12149230390787125,
-0.08388322591781616,
0.05526522919535637,
0.06230783089995384,
0.020691856741905212,
0.07973601669073105,
-0.012438775040209293,
-0.043047260493040085,
-0.028947630897164345,
-0.002623975044116378,
-0.17573463916778564,
-0.19615332782268524,
0.0517645925283432,
0.036285851150751114,
-0.09288936853408813,
-0.008602635003626347,
-0.1054622083902359,
-0.03978440910577774,
0.1523338109254837,
0.07622574269771576,
-0.14983528852462769,
-0.08378345519304276,
-0.07665453851222992,
0.1596767008304596,
-0.0987188071012497,
0.08666461706161499,
-0.04880877956748009,
0.12826670706272125,
-0.0777229443192482,
-0.09571433812379837,
-0.0388670451939106,
-0.10056052356958389,
-0.042228955775499344,
0.06240636482834816,
0.1303788125514984,
-0.0021007037721574306,
0.04722888395190239,
0.06649626046419144,
-0.0207311250269413,
-0.023360468447208405,
-0.06952167302370071,
-0.06562701612710953,
0.04784826934337616,
0.12471440434455872,
0.0858696699142456,
-0.09157443046569824,
-0.1272398680448532,
-0.01395574864000082,
0.0006144064827822149,
0.21508745849132538,
0.17391227185726166,
-0.006016222294420004,
0.05782865732908249,
0.26177382469177246,
-0.01499109249562025,
-0.2535324990749359,
-0.19892042875289917,
0.014583575539290905,
0.02851084992289543,
-0.08716852962970734,
-0.1724923700094223,
0.1023460105061531,
0.012919403612613678,
0.0029256450943648815,
-0.051348622888326645,
-0.1512237787246704,
-0.08041206002235413,
0.1886807382106781,
0.043136317282915115,
0.11947372555732727,
-0.10139502584934235,
-0.03907053917646408,
-0.14440973103046417,
-0.20470929145812988,
0.10721772164106369,
-0.017370792105793953,
0.12362699210643768,
-0.030153175815939903,
0.09724891185760498,
0.021815314888954163,
0.005783949512988329,
0.1226196363568306,
-0.003308504354208708,
-0.052954550832509995,
-0.07542053610086441,
-0.0012137858429923654,
0.0774940624833107,
0.007481478154659271,
0.15444837510585785,
-0.07464127242565155,
-0.024490660056471825,
-0.02271726168692112,
-0.09078577160835266,
-0.05536237731575966,
0.10454154014587402,
0.007865333929657936,
-0.06720198690891266,
-0.04422016069293022,
-0.010488430969417095,
-0.043189071118831635,
-0.00458063930273056,
0.07715266197919846,
-0.015531128272414207,
-0.011027934961020947,
0.15020743012428284,
0.17649021744728088,
-0.12284617871046066,
0.020519094541668892,
-0.023896800354123116,
-0.08208698034286499,
0.044068947434425354,
-0.028617961332201958,
0.04511375352740288,
0.06829166412353516,
0.0012006505858153105,
0.06027441844344139,
0.027838084846735,
-0.04081924259662628,
0.010631452314555645,
0.0784740298986435,
-0.03272479027509689,
-0.18362875282764435,
-0.018186748027801514,
-0.06970269978046417,
-0.070438914000988,
0.07337931543588638,
0.12033063918352127,
-0.019489606842398643,
-0.10217281430959702,
0.002412201836705208,
0.016289569437503815,
-0.03667967766523361,
0.10549002140760422,
0.07583993673324585,
0.014962680637836456,
-0.11671659350395203,
0.0893012285232544,
0.11621592938899994,
-0.09955065697431564,
0.019171206280589104,
0.10064747929573059,
-0.06001339107751846,
-0.09924999624490738,
0.0451289601624012,
-0.016006212681531906,
-0.11524959653615952,
-0.06531484425067902,
-0.03409134969115257,
-0.09483788162469864,
0.018806004896759987,
0.052240040153265,
0.07575426250696182,
-0.04209994897246361,
-0.05144049599766731,
0.01702645607292652,
-0.0733921080827713,
0.043680448085069656,
0.10416531562805176,
0.06571004539728165,
-0.07698702812194824,
0.03711618855595589,
-0.03690003976225853,
0.1539197564125061,
-0.04305344074964523,
-0.013604358769953251,
-0.06937845796346664,
-0.022141003981232643,
-0.2489355355501175,
0.050298191606998444,
-0.11943543702363968,
-0.003550163237378001,
0.002159208059310913,
-0.0613643079996109,
-0.01991685852408409,
0.04741118475794792,
-0.08261007815599442,
-0.016773976385593414,
-0.008542009629309177,
0.07904338091611862,
-0.08781999349594116,
-0.011965672485530376,
0.07311595231294632,
-0.0247669480741024,
0.08944012969732285,
0.05731261894106865,
-0.08649548143148422,
0.06914110481739044,
-0.07293298840522766,
-0.11833614856004715,
0.032976262271404266,
0.07688873261213303,
0.06919591128826141,
-0.03241289034485817,
0.02960227057337761,
0.07904800772666931,
0.06919548660516739,
0.006188917905092239,
0.13066035509109497,
-0.07846921682357788,
0.013781547546386719,
-0.033876921981573105,
-0.08906035125255585,
-0.01632726565003395,
0.025702152401208878,
0.14788644015789032,
0.08539345115423203,
0.0990627259016037,
-0.0805787444114685,
0.0478527806699276,
-0.01546275895088911,
0.021679991856217384,
-0.062259867787361145,
-0.12770818173885345,
0.041489601135253906,
-0.06534109264612198,
-0.001564635313116014,
0.03792266547679901,
0.11078070849180222,
-0.0033444708678871393,
0.13715654611587524,
-0.020310664549469948,
0.007413042709231377,
0.055398836731910706,
-0.0274578295648098,
0.16071002185344696,
0.04047273099422455,
-0.035343363881111145,
-0.04985575005412102,
0.007234386168420315,
0.07061779499053955,
0.04057065770030022,
0.07951544225215912,
0.1019059270620346,
0.03803523629903793,
0.09151466935873032,
0.06216410920023918,
0.042982593178749084,
-0.0948210284113884,
-0.16504254937171936,
0.08510920405387878,
0.05388864874839783,
-0.103610098361969,
0.08029813319444656,
0.10350767523050308,
-0.07711739093065262,
0.05839826539158821,
0.017182696610689163,
-0.06630276888608932,
-0.12738372385501862,
-0.11204975843429565,
-0.07279166579246521,
-0.07245251536369324,
-0.023293228819966316,
-0.08774597197771072,
0.00781235471367836,
0.012499873526394367,
0.0725678950548172,
-0.028337251394987106,
0.1322803795337677,
-0.1478596180677414,
-0.07152654975652695,
0.0556790828704834,
-0.02678280882537365,
0.0427708774805069,
0.0695655420422554,
0.006638679187744856,
-0.041861798614263535,
0.06544450670480728,
0.029194921255111694,
0.05552595108747482,
0.030027806758880615,
0.035978853702545166,
-0.06291709840297699,
-0.051322419196367264,
-0.06307486444711685,
0.036952100694179535,
0.057934362441301346,
0.17482618987560272,
0.03814900293946266,
-0.02585764229297638,
0.005485612899065018,
0.09761670231819153,
-0.03152288869023323,
-0.21867072582244873,
-0.09682346880435944,
0.19593684375286102,
0.04546578601002693,
0.02598051354289055,
0.021997909992933273,
-0.0871376171708107,
-0.10995196551084518,
0.23312732577323914,
0.17359298467636108,
0.08076529204845428,
0.020785853266716003,
-0.008990735746920109,
0.020602423697710037,
-0.005493068136274815,
0.10455267131328583,
0.07607149332761765,
0.17284651100635529,
-0.047913216054439545,
-0.04208295792341232,
0.0035490537993609905,
0.006996735464781523,
-0.27381008863449097,
0.050321485847234726,
-0.003974585328251123,
-0.07336560636758804,
0.022873038426041603,
0.05981038510799408,
-0.04591807723045349,
-0.0703033059835434,
-0.077199786901474,
-0.03949446603655815,
-0.08052971214056015,
0.025103872641921043,
0.024652888998389244,
0.02302493341267109,
0.07133030146360397,
-0.012368773110210896,
0.0494985431432724,
0.14931441843509674,
0.018770767375826836,
-0.11440004408359528,
0.03294678404927254,
0.16663573682308197,
-0.026315007358789444,
0.09898226708173752,
0.04210526496171951,
0.07466334104537964,
0.09110084176063538,
0.01374797336757183,
-0.09715839475393295,
0.03142162039875984,
0.032443568110466,
-0.014581263065338135,
0.11526129394769669,
0.10613221675157547,
-0.044607166200876236,
-0.05119691789150238,
-0.04612153396010399,
-0.03798937052488327,
0.008113925345242023,
0.15739154815673828,
0.06591235846281052,
-0.0849236324429512,
0.08187128603458405,
-0.1846161037683487,
0.05887475609779358,
0.13578557968139648,
-0.0019473581342026591,
-0.05696806684136391,
-0.07338189333677292,
0.06573990732431412,
0.041764020919799805,
-0.07725021988153458,
-0.10949203372001648,
-0.1422383338212967,
-0.04282630234956741,
-0.11102838069200516,
0.0845823734998703,
-0.15070919692516327,
0.0031034061685204506,
-0.016411952674388885,
0.03349866718053818,
-0.12878088653087616,
0.022422581911087036,
0.08624565601348877,
-0.00999585073441267,
0.022057024762034416,
-0.11424645036458969,
-0.046720121055841446,
0.015792381018400192,
-0.1481282114982605,
-0.03597153723239899
] |
null | null | transformers |
# distilbert-base-en-fr-zh-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-zh-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-zh-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-zh-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-zh-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.05243268981575966,
0.015175608918070793,
-0.003718131221830845,
0.08304808288812637,
0.0859464704990387,
-0.05628301575779915,
0.10481724143028259,
0.0834452360868454,
-0.01072291936725378,
0.00184371299110353,
0.04094557836651802,
0.0196538008749485,
0.02762441895902157,
0.07674559205770493,
-0.05472259595990181,
-0.2412646859884262,
0.00803205743432045,
0.07707048952579498,
-0.0305339228361845,
0.06046314910054207,
0.14668335020542145,
-0.07891814410686493,
0.0526103675365448,
0.03666270896792412,
-0.03769272565841675,
0.07221347093582153,
-0.03395828604698181,
-0.10097477585077286,
0.09660721570253372,
0.08422020822763443,
0.09024082869291306,
0.061874985694885254,
0.07167176902294159,
-0.06602177023887634,
0.018208308145403862,
-0.000661791127640754,
0.014807838015258312,
0.0018923007883131504,
0.013576784171164036,
-0.06807132065296173,
0.038942914456129074,
-0.14628852903842926,
-0.031763117760419846,
0.0668446272611618,
0.006658780854195356,
-0.15869438648223877,
-0.06482081860303879,
0.08140306174755096,
0.05757635086774826,
0.024409309029579163,
0.013004189357161522,
0.18013589084148407,
-0.049974653869867325,
0.06638960540294647,
0.20233114063739777,
-0.24799352884292603,
-0.0437571182847023,
0.06169670820236206,
0.06746848672628403,
-0.0003515496791806072,
-0.05239707604050636,
0.04613862186670303,
0.07243587076663971,
0.05678712576627731,
-0.03183978050947189,
-0.10065042972564697,
0.011502825655043125,
-0.07602447271347046,
-0.0986696109175682,
-0.019169991835951805,
0.16363081336021423,
-0.03728819638490677,
-0.1164693608880043,
-0.07303520292043686,
-0.03407052904367447,
0.18174520134925842,
-0.05131136626005173,
0.00933245662599802,
-0.02364521473646164,
-0.028537079691886902,
-0.043910473585128784,
-0.11263984441757202,
-0.14712406694889069,
-0.03069189563393593,
-0.09162282198667526,
0.2303083837032318,
0.07892606407403946,
0.027601614594459534,
-0.03804320469498634,
0.008999231271445751,
-0.044216301292181015,
-0.09721387922763824,
-0.026239093393087387,
-0.10658901184797287,
0.06214055418968201,
0.0329347662627697,
-0.06210992485284805,
-0.12012238800525665,
0.14120198786258698,
0.13967765867710114,
-0.06028636172413826,
0.012939250096678734,
-0.037733759731054306,
-0.023697629570961,
0.062232606112957,
0.10298260301351547,
-0.03956059366464615,
-0.004985643085092306,
0.10550103336572647,
-0.03563206270337105,
0.03708872199058533,
0.0020671584643423557,
-0.1358671933412552,
-0.09423502534627914,
0.06406448036432266,
0.13729974627494812,
0.0010070614516735077,
0.058698248118162155,
0.03846251964569092,
-0.018411369994282722,
0.10974245518445969,
-0.1327279508113861,
0.028733422979712486,
-0.0026236851699650288,
0.042372751981019974,
0.16232989728450775,
0.003107295837253332,
-0.032427284866571426,
-0.14365360140800476,
-0.04402591660618782,
0.007958166301250458,
-0.021176723763346672,
-0.011936027556657791,
-0.10504846274852753,
0.03850803151726723,
-0.060385532677173615,
0.005302492994815111,
-0.1904652714729309,
-0.08816089481115341,
0.048550017178058624,
0.025920454412698746,
-0.0038927262648940086,
-0.0011842602398246527,
0.041726868599653244,
0.020384173840284348,
-0.011471342295408249,
-0.03746059536933899,
-0.05485457554459572,
-0.032699957489967346,
0.04749559611082077,
0.04487563669681549,
0.05776999145746231,
-0.13043098151683807,
0.0163738913834095,
-0.058177050203084946,
0.005706428084522486,
-0.11131809651851654,
0.04315576329827309,
-0.0923575907945633,
-0.009140617214143276,
-0.09831661731004715,
-0.12209117412567139,
0.07575803995132446,
0.005186043214052916,
0.020364198833703995,
0.09718479216098785,
-0.08859923481941223,
-0.04242765158414841,
0.16333436965942383,
-0.10590732097625732,
-0.028566893190145493,
0.20407839119434357,
0.02016068436205387,
-0.052278000861406326,
0.11913875490427017,
0.06403172761201859,
0.11910798400640488,
-0.12286451458930969,
-0.01990649662911892,
0.07097289711236954,
0.004405080806463957,
-0.0164081659168005,
0.06825539469718933,
-0.0019083094084635377,
-0.06498782336711884,
0.022548021748661995,
-0.02880401723086834,
0.036477264016866684,
-0.029164209961891174,
-0.02783496491611004,
-0.0304995346814394,
-0.084015853703022,
0.1344412863254547,
0.04266980290412903,
0.04806751385331154,
-0.08684933185577393,
-0.059307802468538284,
0.061688635498285294,
0.07516059279441833,
-0.07401762157678604,
0.03909093514084816,
-0.11196629703044891,
0.07077004015445709,
-0.04779629036784172,
0.026857508346438408,
-0.1245073527097702,
-0.03380347788333893,
0.03884512931108475,
-0.014268365688621998,
0.06772966682910919,
0.018370354548096657,
0.06004642695188522,
0.061997268348932266,
-0.07566724717617035,
0.05616886913776398,
0.06058843061327934,
-0.008473189547657967,
-0.0071726334281265736,
-0.021070754155516624,
-0.052908435463905334,
-0.04087262228131294,
0.066985122859478,
-0.050541311502456665,
0.008295747451484203,
-0.002158575691282749,
0.09784170985221863,
-0.06613896042108536,
0.07311893999576569,
0.03964393958449364,
0.043577730655670166,
-0.05137717351317406,
-0.014346951618790627,
0.05537015199661255,
-0.017279010266065598,
-0.04844680801033974,
0.06514954566955566,
0.013332316651940346,
0.004549617413431406,
0.11692532151937485,
0.047139253467321396,
0.03566841781139374,
-0.031055673956871033,
-0.017980730161070824,
0.012637884356081486,
-0.03481446951627731,
-0.07449363172054291,
0.11612057685852051,
0.0018309148726984859,
0.10652238875627518,
-0.10182445496320724,
-0.006524553522467613,
0.016217295080423355,
-0.10536935925483704,
-0.05093666538596153,
0.0680311769247055,
-0.006132893729954958,
-0.14540299773216248,
0.08330231159925461,
0.07849916070699692,
-0.052116867154836655,
0.131598562002182,
-0.05005897954106331,
-0.03257228434085846,
0.05239647999405861,
0.016503451392054558,
0.0380764938890934,
0.006024147383868694,
-0.03765420988202095,
-0.0412813238799572,
0.08109914511442184,
-0.054379552602767944,
-0.00010518294584471732,
-0.09414158016443253,
0.045884620398283005,
0.013071110472083092,
-0.05168718844652176,
-0.008714338764548302,
0.03183935210108757,
0.007905149832367897,
0.04875921830534935,
0.00006980235048104078,
-0.020104829221963882,
0.028952430933713913,
0.015397388488054276,
-0.03864804282784462,
0.13420604169368744,
-0.11608151346445084,
-0.3081713020801544,
-0.20176151394844055,
-0.1417059600353241,
-0.1757676899433136,
0.049847960472106934,
0.0878390222787857,
-0.08654813468456268,
-0.0876341238617897,
-0.009755282662808895,
0.0727420374751091,
-0.010471582412719727,
-0.005494055803865194,
0.024083351716399193,
0.01914880983531475,
-0.02051645517349243,
-0.16108201444149017,
-0.020944977179169655,
0.020685788244009018,
-0.11767835915088654,
0.09468283504247665,
-0.07606741786003113,
0.07454492151737213,
0.049775369465351105,
-0.05106525123119354,
0.010660640895366669,
-0.025786036625504494,
0.0745898112654686,
0.003189499955624342,
0.057323701679706573,
0.24644973874092102,
-0.002183259464800358,
0.06515982747077942,
0.08153750747442245,
0.0480818897485733,
-0.002335174009203911,
0.04299058020114899,
0.007201508618891239,
-0.061236534267663956,
-0.1820930391550064,
-0.08567773550748825,
-0.05019933730363846,
0.04726196080446243,
0.05136731266975403,
0.05902297794818878,
0.02381802164018154,
0.08151601999998093,
-0.08466686308383942,
0.04693947359919548,
0.015045787207782269,
0.07334835082292557,
0.16577687859535217,
0.014950896613299847,
0.09145708382129669,
-0.06630603969097137,
-0.11268244683742523,
0.10340191423892975,
0.014248921535909176,
0.09877783805131912,
-0.021942589432001114,
0.08613394945859909,
0.055099330842494965,
0.05611538141965866,
0.10336215794086456,
0.21765583753585815,
-0.030935969203710556,
0.014553766697645187,
0.004540940746665001,
-0.06628714501857758,
-0.0326666459441185,
-0.025214077904820442,
0.07127024233341217,
-0.04315599426627159,
-0.0320109985768795,
-0.050979673862457275,
0.02972620353102684,
0.19240525364875793,
0.04768219590187073,
-0.12530498206615448,
-0.08007186651229858,
0.025948163121938705,
-0.08313775807619095,
-0.0871497169137001,
0.018648706376552582,
0.04558594897389412,
-0.12970319390296936,
0.12270176410675049,
0.009358780458569527,
0.09528188407421112,
-0.030440907925367355,
0.02261584810912609,
-0.18064910173416138,
0.0575757697224617,
0.02796146459877491,
0.12484285980463028,
-0.19034631550312042,
0.10881946980953217,
0.023653967306017876,
0.05939297750592232,
-0.1287432312965393,
0.048361457884311676,
0.05342177674174309,
0.06373470276594162,
0.09186303615570068,
-0.010863075964152813,
0.14286163449287415,
-0.11467350274324417,
-0.071546770632267,
0.04961072653532028,
0.06885317713022232,
0.03248262777924538,
0.08485215902328491,
-0.020718885585665703,
-0.0471222847700119,
-0.030180875211954117,
0.02213580533862114,
-0.19036240875720978,
-0.1660422384738922,
0.047511063516139984,
0.025325095281004906,
-0.060588348656892776,
-0.05460304394364357,
-0.09447621554136276,
-0.05908768251538277,
0.13394148647785187,
0.054394446313381195,
-0.14833293855190277,
-0.08289474248886108,
-0.07995200157165527,
0.1397065669298172,
-0.10039795190095901,
0.09029708802700043,
-0.04428330808877945,
0.13733527064323425,
-0.10312817245721817,
-0.08914043009281158,
-0.05502469465136528,
-0.10181830078363419,
-0.07482114434242249,
0.06225043907761574,
0.17643135786056519,
-0.003009059000760317,
0.0416080504655838,
0.08382882177829742,
-0.03416462615132332,
0.004480056930333376,
-0.09754922240972519,
-0.07499052584171295,
0.017523949965834618,
0.1094546765089035,
0.07376820594072342,
-0.08778790384531021,
-0.1962203085422516,
-0.023986773565411568,
-0.015371822752058506,
0.21386303007602692,
0.2196418046951294,
-0.007860761135816574,
0.04125096648931503,
0.27501022815704346,
0.01789090968668461,
-0.2903408110141754,
-0.20813564956188202,
-0.004141426179558039,
0.03151518851518631,
-0.10000675171613693,
-0.11578845232725143,
0.09066405147314072,
0.015700528398156166,
-0.01934717781841755,
-0.03700971230864525,
-0.14156661927700043,
-0.09620372951030731,
0.1882573664188385,
0.06386362016201019,
0.12217728793621063,
-0.12099475413560867,
-0.05946950986981392,
-0.1385527402162552,
-0.15349119901657104,
0.12673605978488922,
-0.08331119269132614,
0.11476145684719086,
-0.019919710233807564,
0.029196692630648613,
0.027734626084566116,
-0.009833845309913158,
0.12087053060531616,
-0.021648788824677467,
-0.043043531477451324,
-0.07614756375551224,
0.001041244133375585,
0.10023452341556549,
-0.002271253615617752,
0.16074076294898987,
-0.09450386464595795,
-0.01175487320870161,
0.027467377483844757,
-0.08143700659275055,
-0.0693180039525032,
0.1230868548154831,
0.0024977338034659624,
-0.08420269936323166,
-0.05591180920600891,
0.004635085351765156,
-0.033845625817775726,
-0.006339823827147484,
0.07989276200532913,
-0.014915582723915577,
-0.0049675325863063335,
0.1643940508365631,
0.18457618355751038,
-0.14275312423706055,
0.06840929388999939,
-0.03935936093330383,
-0.08496705442667007,
0.046533286571502686,
-0.002493864158168435,
0.059280745685100555,
0.05982881784439087,
0.028167733922600746,
0.06526346504688263,
0.025185177102684975,
-0.06515688449144363,
-0.0009411917417310178,
0.0876043364405632,
-0.06746149808168411,
-0.20701460540294647,
-0.04049192741513252,
-0.02034587971866131,
-0.05861758068203926,
0.11373676359653473,
0.11080140620470047,
-0.02178863435983658,
-0.08597546815872192,
-0.012652382254600525,
0.002843010239303112,
-0.03598679602146149,
0.11576817184686661,
0.09687633067369461,
0.0409802682697773,
-0.11077922582626343,
0.07048158347606659,
0.09045029431581497,
-0.03797675296664238,
0.005375437438488007,
0.10725454986095428,
-0.09207827597856522,
-0.10275249928236008,
0.03067057952284813,
-0.012663153931498528,
-0.08233819156885147,
-0.08884063363075256,
-0.04037177562713623,
-0.12056128680706024,
-0.011213685385882854,
0.11636131256818771,
0.07737401872873306,
-0.04089134931564331,
-0.02215804159641266,
0.010053611360490322,
-0.08673908561468124,
0.054850928485393524,
0.10861187428236008,
0.06516174972057343,
-0.08988875150680542,
0.0490688756108284,
-0.028491172939538956,
0.15704764425754547,
-0.05928876996040344,
-0.02056088298559189,
-0.07947539538145065,
-0.01783319003880024,
-0.27614983916282654,
0.0506022647023201,
-0.13040880858898163,
-0.009155528619885445,
-0.005797314923256636,
-0.06209414079785347,
-0.002032843418419361,
0.061060044914484024,
-0.06968490779399872,
-0.006134346593171358,
-0.022625844925642014,
0.06782921403646469,
-0.09787309914827347,
-0.027108818292617798,
0.059749916195869446,
-0.04621300473809242,
0.10110073536634445,
0.0531202033162117,
-0.072946697473526,
0.10167506337165833,
-0.09896256774663925,
-0.1171787828207016,
0.03234197944402695,
0.07517300546169281,
0.050275903195142746,
-0.04149329662322998,
0.024251295253634453,
0.08230544626712799,
0.040793951600790024,
0.014877818524837494,
0.11506041884422302,
-0.06431442499160767,
0.015364576131105423,
-0.0490095317363739,
-0.0526028573513031,
-0.007898980751633644,
0.029196722432971,
0.12029379606246948,
0.08079502731561661,
0.09267301857471466,
-0.09601353853940964,
0.03965427353978157,
-0.027963364496827126,
0.01811610907316208,
-0.06784649938344955,
-0.15091583132743835,
0.03329136222600937,
-0.04459233209490776,
-0.0013687277678400278,
0.05164240300655365,
0.08928713202476501,
-0.024219810962677002,
0.12589138746261597,
-0.0246391911059618,
0.03953989967703819,
0.08335596323013306,
-0.014873923733830452,
0.2069154679775238,
0.020499354228377342,
-0.028662174940109253,
-0.0672307163476944,
-0.001666214782744646,
0.05066007375717163,
0.011755834333598614,
0.07660433650016785,
0.08052616566419601,
0.008521531708538532,
0.06491555273532867,
0.06578344851732254,
0.03812513127923012,
-0.08252796530723572,
-0.18446655571460724,
0.06830624490976334,
0.02218776009976864,
-0.09311313182115555,
0.0842231959104538,
0.12742939591407776,
-0.074513740837574,
0.040032558143138885,
0.02435874007642269,
-0.06826471537351608,
-0.10594629496335983,
-0.14014101028442383,
-0.0701819658279419,
-0.04996681213378906,
-0.024316878989338875,
-0.07493960857391357,
-0.026169175282120705,
-0.00032594107324257493,
0.08118201792240143,
-0.031763941049575806,
0.17169296741485596,
-0.13707508146762848,
-0.07398205250501633,
0.060800451785326004,
-0.02521890215575695,
0.01959879882633686,
0.10772554576396942,
0.005878243129700422,
-0.038967058062553406,
0.037627991288900375,
0.03598276898264885,
0.055416613817214966,
0.019998962059617043,
0.0391535721719265,
-0.054463017731904984,
-0.050299614667892456,
-0.048424132168293,
0.02501583658158779,
0.07749733328819275,
0.19751663506031036,
0.04052721709012985,
-0.03820788860321045,
0.009357095696032047,
0.09406728297472,
-0.013430994004011154,
-0.2565452754497528,
-0.07676395028829575,
0.21120277047157288,
0.04203806817531586,
0.018874604254961014,
0.03686397895216942,
-0.09538103640079498,
-0.05229693278670311,
0.22524064779281616,
0.14839135110378265,
0.07811387628316879,
0.04759818688035011,
-0.038249097764492035,
0.020437320694327354,
-0.017851758748292923,
0.10770006477832794,
0.05607525631785393,
0.19954711198806763,
-0.033828023821115494,
0.003960620146244764,
-0.01079125702381134,
-0.00561165576800704,
-0.2743212580680847,
0.05806813761591911,
-0.00926667358726263,
-0.06645467132329941,
0.009127989411354065,
0.0732942670583725,
-0.038963958621025085,
-0.06934664398431778,
-0.08773475885391235,
-0.022508786991238594,
-0.07735295593738556,
0.0314529724419117,
0.013047360815107822,
0.003732569981366396,
0.05609666183590889,
-0.01836579479277134,
0.0732603520154953,
0.07915017753839493,
0.02325449511408806,
-0.07696926593780518,
0.052060239017009735,
0.1582820564508438,
0.0022112622391432524,
0.13263249397277832,
0.034380923956632614,
0.08488194644451141,
0.10094134509563446,
0.002092439914122224,
-0.09840068966150284,
0.07903705537319183,
0.037327736616134644,
-0.04432302713394165,
0.10183943063020706,
0.10135063529014587,
-0.036930132657289505,
-0.04373502358794212,
-0.051444776356220245,
-0.05832964926958084,
0.004145760554820299,
0.17816132307052612,
0.042311232537031174,
-0.0889313668012619,
0.11637267470359802,
-0.16874876618385315,
0.07531233131885529,
0.08864988386631012,
-0.02448297291994095,
-0.04769258201122284,
-0.08546140789985657,
0.07583993673324585,
0.04626420512795448,
-0.06775704771280289,
-0.08221404254436493,
-0.1638440489768982,
-0.030583258718252182,
-0.10287414491176605,
0.06784186512231827,
-0.16375631093978882,
0.000003407718622838729,
-0.030716169625520706,
0.033790502697229385,
-0.14351704716682434,
0.03164656460285187,
0.09423058480024338,
-0.015155610628426075,
0.03089647740125656,
-0.12528829276561737,
-0.06449105590581894,
0.012212392874062061,
-0.14574328064918518,
-0.04706471040844917
] |
null | null | transformers |
# distilbert-base-en-fr-zh-ja-vi-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-fr-zh-ja-vi-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-fr-zh-ja-vi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-fr-zh-ja-vi-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-fr-zh-ja-vi-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-fr-zh-ja-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-fr-zh-ja-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
96,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-fr-zh-ja-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.030224990099668503,
0.03432954475283623,
-0.004249494057148695,
0.09182504564523697,
0.0923989862203598,
-0.04057546705007553,
0.09172629565000534,
0.10656267404556274,
-0.027901893481612206,
-0.0137052396312356,
0.03981180489063263,
0.03203433379530907,
0.039203476160764694,
0.06237924098968506,
-0.04045528545975685,
-0.268194317817688,
-0.009842789731919765,
0.10188348591327667,
-0.03558623045682907,
0.05695077404379845,
0.15304946899414062,
-0.06817317008972168,
0.06511678546667099,
0.048515718430280685,
-0.06802301853895187,
0.08919095247983932,
-0.043144434690475464,
-0.09820342063903809,
0.08566655963659286,
0.09788432717323303,
0.08786968141794205,
0.03543458878993988,
0.060281939804553986,
-0.051976222544908524,
0.013039646670222282,
-0.00007804976485203952,
0.02489844523370266,
0.007917029783129692,
0.00010255171946482733,
-0.04863065108656883,
0.044699814170598984,
-0.1444990038871765,
-0.030617907643318176,
0.06689542531967163,
0.0025541135109961033,
-0.1421593874692917,
-0.0559583343565464,
0.05808121711015701,
0.05048675835132599,
0.02058897167444229,
0.020205490291118622,
0.15938404202461243,
-0.04891357198357582,
0.061671026051044464,
0.2088226079940796,
-0.2243155539035797,
-0.05173618346452713,
0.06790344417095184,
0.06589531898498535,
-0.00039080154965631664,
-0.034725770354270935,
0.051117513328790665,
0.057828884571790695,
0.06485632807016373,
-0.04776987060904503,
-0.11423696577548981,
-0.01859971135854721,
-0.05951516702771187,
-0.07664278894662857,
-0.02334616519510746,
0.17864051461219788,
-0.051300182938575745,
-0.10072459280490875,
-0.06904564052820206,
-0.02534172125160694,
0.18218493461608887,
-0.07099645584821701,
0.0009337554220110178,
-0.005245462991297245,
-0.03129127249121666,
-0.02533598802983761,
-0.12928828597068787,
-0.13896051049232483,
-0.03396068513393402,
-0.09600469470024109,
0.16692490875720978,
0.07559197396039963,
0.027014629915356636,
-0.05770904943346977,
-0.0005043427809141576,
-0.06842953711748123,
-0.0903153270483017,
-0.02551337145268917,
-0.10119840502738953,
0.06777727603912354,
0.035113319754600525,
-0.079377181828022,
-0.1326625496149063,
0.12091582268476486,
0.1208840161561966,
-0.022279132157564163,
0.015323176048696041,
-0.04064713791012764,
-0.022243810817599297,
0.07324254512786865,
0.10706276446580887,
-0.036680784076452255,
-0.006406635977327824,
0.08041107654571533,
-0.06846705079078674,
0.012451311573386192,
0.0005890749162063003,
-0.1520717889070511,
-0.1093442440032959,
0.012514781206846237,
0.1127593070268631,
0.00856112688779831,
0.04447740688920021,
0.03175545111298561,
-0.045146577060222626,
0.11598441004753113,
-0.12678839266300201,
0.03875264525413513,
-0.01604882813990116,
0.03827585279941559,
0.21142347157001495,
0.004682525526732206,
-0.038341667503118515,
-0.16680900752544403,
-0.06471186131238937,
-0.0022851512767374516,
-0.008003002032637596,
-0.023081520572304726,
-0.10499707609415054,
0.03828170895576477,
-0.08930743485689163,
0.012062388472259045,
-0.1753535121679306,
-0.08092737942934036,
0.04785040020942688,
0.04749276861548424,
-0.027673417702317238,
-0.022489329800009727,
0.04390943795442581,
0.028270239010453224,
0.0023151724599301815,
-0.02987164817750454,
-0.025053156539797783,
-0.023723464459180832,
0.029122162610292435,
0.04083883389830589,
0.07287747412919998,
-0.12946946918964386,
0.03541146218776703,
-0.037148069590330124,
-0.007180273067206144,
-0.13690485060214996,
0.055322859436273575,
-0.09343704581260681,
-0.0207323357462883,
-0.1191224753856659,
-0.12277984619140625,
0.09660307317972183,
0.005671489518135786,
0.01694314368069172,
0.0827091634273529,
-0.10706739127635956,
-0.05640222877264023,
0.1363067477941513,
-0.07626660913228989,
-0.0013643059646710753,
0.1881324052810669,
0.01845504902303219,
-0.032223209738731384,
0.10760804265737534,
0.055012792348861694,
0.1344328671693802,
-0.11411293596029282,
0.0035342518240213394,
0.08322539925575256,
0.020568668842315674,
-0.03276508301496506,
0.06664953380823135,
0.0002990596985910088,
-0.044911760836839676,
0.026553139090538025,
-0.024264458566904068,
0.02292451821267605,
-0.015957986935973167,
-0.027967333793640137,
-0.030869102105498314,
-0.07116182893514633,
0.117371566593647,
0.04994290694594383,
0.0663907527923584,
-0.06825702637434006,
-0.054732341319322586,
0.09802418202161789,
0.07650918513536453,
-0.06728379428386688,
0.05521155148744583,
-0.10902515798807144,
0.04434830695390701,
-0.06389140337705612,
0.02806275151669979,
-0.13293379545211792,
0.008100010454654694,
0.04261663183569908,
-0.03236179053783417,
0.07069480419158936,
0.0579833947122097,
0.05683957785367966,
0.025049850344657898,
-0.070554718375206,
0.0970141738653183,
0.04559402912855148,
-0.017329050227999687,
-0.007917041890323162,
-0.019992336630821228,
-0.06248901039361954,
-0.035252202302217484,
0.0403473936021328,
-0.021546415984630585,
0.0008992551011033356,
-0.023652689531445503,
0.10300834476947784,
-0.0677165687084198,
0.07218369096517563,
0.04346776753664017,
0.056571297347545624,
-0.049636609852313995,
-0.005936731584370136,
0.0627870261669159,
-0.02412332035601139,
-0.02662610448896885,
0.06614821404218674,
0.05086619406938553,
-0.03048025630414486,
0.1125379428267479,
0.025920741260051727,
0.04681006446480751,
-0.022522468119859695,
-0.01085270382463932,
0.007430505007505417,
-0.018973885104060173,
-0.0619325153529644,
0.14950048923492432,
0.004959940444678068,
0.10963446646928787,
-0.09771186858415604,
-0.007994260638952255,
0.015532883815467358,
-0.0943836197257042,
-0.05875774100422859,
0.06565061956644058,
0.047526516020298004,
-0.12821120023727417,
0.07447957992553711,
0.07048339396715164,
-0.05788908526301384,
0.13536156713962555,
-0.03772001340985298,
-0.0534331277012825,
0.055070068687200546,
-0.01664995215833187,
0.03767771273851395,
-0.004927766043692827,
-0.07834737002849579,
-0.04950444772839546,
0.09510163962841034,
-0.05889269709587097,
0.005664162803441286,
-0.07559048384428024,
0.049085576087236404,
0.028941918164491653,
-0.048427410423755646,
-0.026395710185170174,
0.034560106694698334,
0.01118565909564495,
0.0385843962430954,
0.015224943868815899,
-0.006435587536543608,
0.017622018232941628,
0.022894905880093575,
-0.019276149570941925,
0.12357388436794281,
-0.12644696235656738,
-0.3304812014102936,
-0.21606482565402985,
-0.16428472101688385,
-0.16928115487098694,
0.04791754484176636,
0.08162938058376312,
-0.10148034989833832,
-0.08689229190349579,
0.006147083360701799,
0.07629448920488358,
-0.0343036875128746,
-0.015401420183479786,
0.037959787994623184,
0.015810035169124603,
-0.021485239267349243,
-0.16274580359458923,
-0.017135804519057274,
0.0345386303961277,
-0.09564696997404099,
0.07794657349586487,
-0.08494281023740768,
0.0726453885436058,
0.046216826885938644,
-0.04574543237686157,
0.01813913695514202,
-0.01649727113544941,
0.08354499936103821,
0.003963171038776636,
0.06040424108505249,
0.2515048086643219,
0.008938983082771301,
0.05912105739116669,
0.07173102349042892,
0.05357024073600769,
0.0010072013828903437,
0.027765506878495216,
0.024018842726945877,
-0.053959913551807404,
-0.18547631800174713,
-0.06964211165904999,
-0.068943090736866,
0.03901248052716255,
0.07261404395103455,
0.05166776478290558,
0.008108922280371189,
0.08125974982976913,
-0.06051591783761978,
0.08770190924406052,
-0.010878453962504864,
0.06767727434635162,
0.19865217804908752,
0.006873578764498234,
0.08614220470190048,
-0.06830344349145889,
-0.10374773293733597,
0.10667002201080322,
0.042891889810562134,
0.08211308717727661,
-0.012935793958604336,
0.12767693400382996,
0.048744767904281616,
0.03064119815826416,
0.10671341419219971,
0.2012176513671875,
-0.04020517319440842,
0.02647380158305168,
-0.01352614350616932,
-0.059407297521829605,
-0.028366876766085625,
-0.024877149611711502,
0.1004948690533638,
-0.06776928901672363,
-0.019978497177362442,
-0.0645613968372345,
0.003436674829572439,
0.20094777643680573,
0.0481061115860939,
-0.11608675122261047,
-0.07299681007862091,
0.02765446901321411,
-0.0941607728600502,
-0.09959136694669724,
0.005549588706344366,
0.031970441341400146,
-0.12785005569458008,
0.11495359987020493,
0.012708661146461964,
0.11596186459064484,
-0.03170405700802803,
0.02540547400712967,
-0.14092791080474854,
0.05338002368807793,
0.049884915351867676,
0.12634463608264923,
-0.2066643238067627,
0.09736695885658264,
0.024823613464832306,
0.04344283044338226,
-0.13823029398918152,
0.06864895671606064,
0.03438917174935341,
0.05151201784610748,
0.08185096085071564,
-0.004095498006790876,
0.16120073199272156,
-0.09661325067281723,
-0.07380973547697067,
0.04928172752261162,
0.05167541652917862,
0.024918192997574806,
0.07226014137268066,
-0.01753631792962551,
-0.04406390339136124,
-0.03567786142230034,
0.03612026199698448,
-0.17659856379032135,
-0.1910150945186615,
0.0741954818367958,
0.024149416014552116,
-0.09840315580368042,
-0.020808454602956772,
-0.09486334025859833,
-0.03333774209022522,
0.14183036983013153,
0.07385395467281342,
-0.14286597073078156,
-0.08823574334383011,
-0.07526254653930664,
0.16026270389556885,
-0.09759548306465149,
0.0959576964378357,
-0.04890964925289154,
0.1391730010509491,
-0.09146153926849365,
-0.10294618457555771,
-0.05650456249713898,
-0.09265019744634628,
-0.044315483421087265,
0.062118276953697205,
0.14824500679969788,
-0.012837476097047329,
0.04569884389638901,
0.0768015906214714,
-0.027729835361242294,
-0.013592870905995369,
-0.08013930171728134,
-0.07247141748666763,
0.03946410119533539,
0.11030947417020798,
0.0557858906686306,
-0.08510588854551315,
-0.1447376310825348,
-0.01273396983742714,
-0.004160693846642971,
0.21186451613903046,
0.17615032196044922,
-0.011091300286352634,
0.06883389502763748,
0.24901573359966278,
-0.004417392425239086,
-0.2659440338611603,
-0.19983084499835968,
0.013046437874436378,
0.036089763045310974,
-0.11464756727218628,
-0.16984647512435913,
0.09483864903450012,
0.005260797683149576,
-0.005714379251003265,
-0.04383138567209244,
-0.15765930712223053,
-0.08957447111606598,
0.1727575957775116,
0.04415431246161461,
0.11952203512191772,
-0.10153169929981232,
-0.05323285236954689,
-0.13907600939273834,
-0.20587435364723206,
0.11936260759830475,
-0.04405772313475609,
0.12351126968860626,
-0.03260113298892975,
0.06419315934181213,
0.02320999838411808,
-0.0010263839503750205,
0.12723109126091003,
-0.002952479524537921,
-0.06487269699573517,
-0.07699811458587646,
-0.0017427123384550214,
0.0791047140955925,
0.0032083631958812475,
0.1576513946056366,
-0.0802692174911499,
-0.019890181720256805,
-0.021749256178736687,
-0.08277320116758347,
-0.07330257445573807,
0.11245730519294739,
0.0032048255670815706,
-0.07522280514240265,
-0.052214737981557846,
-0.0018354167696088552,
-0.03476894646883011,
-0.0117178438231349,
0.07254095375537872,
-0.016245480626821518,
-0.02452860027551651,
0.1539313644170761,
0.17337897419929504,
-0.14816072583198547,
0.030187003314495087,
-0.03266960009932518,
-0.07557182759046555,
0.054038602858781815,
-0.024814296513795853,
0.053971968591213226,
0.06313029676675797,
0.015777485445141792,
0.06018417328596115,
0.019961146637797356,
-0.05210835486650467,
-0.006099576596170664,
0.07602990418672562,
-0.048779863864183426,
-0.18226364254951477,
-0.03931073844432831,
-0.03688782453536987,
-0.06114805489778519,
0.08725979924201965,
0.12013081461191177,
-0.014034844934940338,
-0.10012724995613098,
0.006300253793597221,
0.004036409314721823,
-0.04093040153384209,
0.11273754388093948,
0.08486289530992508,
0.03373488783836365,
-0.12166263163089752,
0.07160309702157974,
0.10738241672515869,
-0.0718218982219696,
0.015447938814759254,
0.11151175200939178,
-0.06995455175638199,
-0.10216641426086426,
0.050807081162929535,
-0.008351773023605347,
-0.0981554314494133,
-0.06095787137746811,
-0.03756698593497276,
-0.10709624737501144,
0.01654699072241783,
0.0908232033252716,
0.07600855827331543,
-0.04396423324942589,
-0.052089620381593704,
0.004224604461342096,
-0.08053592592477798,
0.04202081635594368,
0.10513561218976974,
0.06374154984951019,
-0.07922998815774918,
0.036953404545784,
-0.03964250162243843,
0.16531391441822052,
-0.049725208431482315,
-0.01570475473999977,
-0.07508649677038193,
-0.024802105501294136,
-0.26896679401397705,
0.04952153190970421,
-0.12838920950889587,
-0.007918035611510277,
-0.006934699602425098,
-0.06027829647064209,
-0.013942348770797253,
0.05426108464598656,
-0.08056821674108505,
-0.012635953724384308,
-0.026045173406600952,
0.08056376874446869,
-0.0797402411699295,
-0.0066425371915102005,
0.06731924414634705,
-0.033778320997953415,
0.0967000424861908,
0.0493871346116066,
-0.08491005748510361,
0.08856701850891113,
-0.0539914071559906,
-0.12502315640449524,
0.022616419941186905,
0.08451373875141144,
0.0630258172750473,
-0.03850889205932617,
0.03443257138133049,
0.07530331611633301,
0.05424267426133156,
0.005287426523864269,
0.11945971846580505,
-0.06624087691307068,
-0.00206802599132061,
-0.0451948456466198,
-0.06804762035608292,
-0.013978107832372189,
0.040936827659606934,
0.14403700828552246,
0.09103362262248993,
0.07577989995479584,
-0.07571259140968323,
0.05127405375242233,
-0.019879445433616638,
0.014969909563660622,
-0.06884497404098511,
-0.1407383531332016,
0.05565149337053299,
-0.06641063094139099,
-0.0010509424610063434,
0.04549548774957657,
0.09412987530231476,
-0.007342839613556862,
0.12835924327373505,
-0.022547053173184395,
0.03377184644341469,
0.06353592872619629,
-0.01745607890188694,
0.18978480994701385,
0.03376993164420128,
-0.02958511933684349,
-0.0500146858394146,
0.008932428434491158,
0.05367251858115196,
0.06707464158535004,
0.06424055248498917,
0.09435184299945831,
0.03109412081539631,
0.07757443934679031,
0.0653962790966034,
0.03723378852009773,
-0.08877310156822205,
-0.14708170294761658,
0.0708945244550705,
0.05722136050462723,
-0.10684071481227875,
0.07736673951148987,
0.09758339822292328,
-0.08455736935138702,
0.05966520681977272,
0.018334923312067986,
-0.07259738445281982,
-0.10636578500270844,
-0.14596901834011078,
-0.07007532566785812,
-0.059399619698524475,
-0.033908843994140625,
-0.08183222264051437,
-0.002558838576078415,
-0.006900854874402285,
0.07413137704133987,
-0.03495152294635773,
0.14718596637248993,
-0.12373615801334381,
-0.08342201262712479,
0.07071898132562637,
-0.023373905569314957,
0.024513034150004387,
0.07686012983322144,
0.02402898296713829,
-0.03962427377700806,
0.05745062604546547,
0.031970150768756866,
0.05130188539624214,
0.027715811505913734,
0.025275256484746933,
-0.05703630670905113,
-0.05152709782123566,
-0.05248863622546196,
0.020835286006331444,
0.06595851480960846,
0.1876729130744934,
0.03464214503765106,
-0.032982297241687775,
0.0025722640566527843,
0.08364126086235046,
-0.013173367828130722,
-0.23577861487865448,
-0.09616193175315857,
0.18364711105823517,
0.04398118332028389,
0.014611461199820042,
0.03232216462492943,
-0.07621871680021286,
-0.08645681291818619,
0.24512578547000885,
0.15849341452121735,
0.07776685059070587,
0.030201567336916924,
-0.008228466846048832,
0.020446360111236572,
-0.007988681085407734,
0.11523935943841934,
0.052835363894701004,
0.17554663121700287,
-0.03924976661801338,
-0.0182678010314703,
-0.004701521247625351,
-0.012889744713902473,
-0.26864147186279297,
0.06540537625551224,
0.0038887825794517994,
-0.0835367739200592,
0.02462395839393139,
0.06462515145540237,
-0.04212752357125282,
-0.05756266787648201,
-0.08238827437162399,
-0.04116910323500633,
-0.08540607243776321,
0.020515166223049164,
0.020296646282076836,
0.00798034481704235,
0.06051427870988846,
-0.016233395785093307,
0.06874101608991623,
0.1307072639465332,
0.023170148953795433,
-0.08961302042007446,
0.031835898756980896,
0.18215054273605347,
-0.026517970487475395,
0.09691363573074341,
0.034499797970056534,
0.06524601578712463,
0.09448917210102081,
0.01569126546382904,
-0.09701282531023026,
0.03426426276564598,
0.03456823155283928,
-0.03055238537490368,
0.09872591495513916,
0.11379747837781906,
-0.041947849094867706,
-0.04732133075594902,
-0.054516613483428955,
-0.052201204001903534,
0.00177306542173028,
0.1574825495481491,
0.0644376277923584,
-0.07802749425172806,
0.10422874242067337,
-0.18020880222320557,
0.06554623693227768,
0.1181752011179924,
-0.011205754242837429,
-0.060907505452632904,
-0.08697357773780823,
0.07106374204158783,
0.04050115868449211,
-0.06765905767679214,
-0.10579095035791397,
-0.14856143295764923,
-0.04332779720425606,
-0.13349607586860657,
0.07853329926729202,
-0.1317966729402542,
0.0007418930763378739,
-0.012282052077353,
0.03326929360628128,
-0.1328469067811966,
0.03537879139184952,
0.0838986486196518,
-0.01902233622968197,
0.027006646618247032,
-0.13044847548007965,
-0.05088583007454872,
0.009532017633318901,
-0.14596739411354065,
-0.0368945337831974
] |
null | null | transformers |
# distilbert-base-en-hi-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-hi-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-hi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-hi-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-hi-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03561675548553467,
0.01941116526722908,
-0.004869599360972643,
0.09667281061410904,
0.09642859548330307,
-0.01951690949499607,
0.14701682329177856,
0.08070851862430573,
-0.0011622154852375388,
-0.0010815354762598872,
0.0451669879257679,
0.02723236009478569,
0.02600020356476307,
0.05685209482908249,
-0.02821687050163746,
-0.2751058042049408,
-0.014101305976510048,
0.057899948209524155,
-0.03182574361562729,
0.06911463290452957,
0.12389746308326721,
-0.06928697973489761,
0.0670354962348938,
0.04361307993531227,
-0.06848640739917755,
0.07604829221963882,
-0.04135984927415848,
-0.0950714498758316,
0.08819626271724701,
0.06887460500001907,
0.10191482305526733,
0.026737915351986885,
0.06559323519468307,
-0.03310971334576607,
0.008502498269081116,
-0.0026259920559823513,
0.02285570465028286,
0.01094442792236805,
-0.005207217764109373,
-0.06533219665288925,
0.0642390176653862,
-0.11317044496536255,
0.003201244166120887,
0.06190198287367821,
-0.028326159343123436,
-0.11137565225362778,
-0.06384702026844025,
0.031745705753564835,
0.08188027143478394,
0.021238302811980247,
0.018987756222486496,
0.11976820975542068,
-0.04621150717139244,
0.060628972947597504,
0.19963160157203674,
-0.22125552594661713,
-0.05838846415281296,
0.0696161538362503,
0.0647614374756813,
0.004554745275527239,
-0.01917029172182083,
0.05468679592013359,
0.04786359891295433,
0.09127086400985718,
-0.042979057878255844,
-0.10730721056461334,
0.004680413752794266,
-0.06247682869434357,
-0.0849190354347229,
-0.035499949008226395,
0.16096079349517822,
-0.06672031432390213,
-0.10959413647651672,
-0.06871256232261658,
-0.03817048296332359,
0.15656572580337524,
-0.06083940714597702,
0.007657166104763746,
-0.007524412591010332,
-0.026163995265960693,
-0.05786017328500748,
-0.13788844645023346,
-0.11819320917129517,
-0.06198977306485176,
-0.10011707991361618,
0.20508649945259094,
0.063522569835186,
0.03276003897190094,
-0.0541531927883625,
0.017255060374736786,
-0.03869020938873291,
-0.09204064309597015,
-0.022755300626158714,
-0.0861361175775528,
0.06623561680316925,
0.03810274228453636,
-0.08659452944993973,
-0.09678615629673004,
0.1148192286491394,
0.1267496943473816,
-0.021836303174495697,
0.0176949854940176,
-0.053443875163793564,
-0.017556337639689445,
0.0749393105506897,
0.11187262088060379,
-0.04401453956961632,
0.0049645365215837955,
0.06292066723108292,
-0.06912262737751007,
0.020957933738827705,
-0.009061201475560665,
-0.13327686488628387,
-0.0847664475440979,
0.0006504161283373833,
0.11556056141853333,
0.024209430441260338,
0.04510560631752014,
0.010315140709280968,
-0.04140220582485199,
0.105965256690979,
-0.14264430105686188,
0.04651274532079697,
-0.01744236797094345,
0.045926518738269806,
0.17474853992462158,
0.00803382322192192,
-0.038065046072006226,
-0.14343532919883728,
-0.05588535964488983,
-0.0010724208550527692,
-0.008111241273581982,
-0.03602949529886246,
-0.10906533151865005,
0.024898730218410492,
-0.08582203835248947,
-0.012624903582036495,
-0.1519411951303482,
-0.10378202795982361,
0.056848473846912384,
0.046984221786260605,
-0.03769296407699585,
-0.0013281733263283968,
0.024308331310749054,
0.035760197788476944,
0.009997351095080376,
-0.02313356101512909,
-0.05090868100523949,
-0.013754429295659065,
0.019336162135004997,
0.05225799232721329,
0.0826086774468422,
-0.1148032546043396,
0.02934473752975464,
-0.03708589822053909,
0.014359124936163425,
-0.18176956474781036,
0.0899665504693985,
-0.08045182377099991,
-0.009132925420999527,
-0.11222048103809357,
-0.1230631098151207,
0.07256866991519928,
-0.006859640125185251,
0.04129406809806824,
0.0960845872759819,
-0.11326704919338226,
-0.06278465688228607,
0.1273864358663559,
-0.07875333726406097,
-0.01748502627015114,
0.19735240936279297,
0.010802363976836205,
-0.037943366914987564,
0.09686669707298279,
0.01571008749306202,
0.1106848269701004,
-0.08788719028234482,
0.018321428447961807,
0.06494491547346115,
0.017765726894140244,
0.01026526466012001,
0.06845134496688843,
-0.028247417882084846,
-0.04202872887253761,
0.011622303165495396,
-0.02421584725379944,
0.01889141835272312,
-0.029615847393870354,
-0.030293520539999008,
-0.028820108622312546,
-0.06229429319500923,
0.11717051267623901,
0.024446846917271614,
0.04738493263721466,
-0.0685957744717598,
-0.05571294575929642,
0.10053243488073349,
0.05073438212275505,
-0.07219890505075455,
0.061531759798526764,
-0.1155763491988182,
0.05306948721408844,
-0.0707281082868576,
0.022166239097714424,
-0.14734876155853271,
-0.02332434616982937,
0.04110546037554741,
-0.00706703495234251,
0.06631001085042953,
0.004923302214592695,
0.06978894025087357,
0.04744572192430496,
-0.05658973753452301,
0.09198954701423645,
0.03426728770136833,
-0.020411910489201546,
-0.003550392808392644,
-0.03144475072622299,
-0.074130117893219,
-0.043027348816394806,
0.03592060133814812,
0.021852046251296997,
0.006991339847445488,
-0.027304666116833687,
0.08630315214395523,
-0.0788772702217102,
0.046002186834812164,
0.034712888300418854,
0.061798278242349625,
-0.05359339714050293,
-0.02863386645913124,
0.058018866926431656,
-0.02705301344394684,
-0.061224739998579025,
0.058201637119054794,
0.037501104176044464,
-0.04590107500553131,
0.11958454549312592,
-0.022367842495441437,
0.035977959632873535,
-0.009771530516445637,
-0.009108460508286953,
0.005150466226041317,
-0.03146064281463623,
-0.0580655112862587,
0.17327970266342163,
0.013496259227395058,
0.08984570950269699,
-0.07862480729818344,
0.008615447208285332,
0.009581814520061016,
-0.07911626249551773,
-0.0583178736269474,
0.06285881996154785,
0.027221132069826126,
-0.09323573112487793,
0.06913214921951294,
0.09154855459928513,
-0.04774203151464462,
0.10672593861818314,
-0.02728767693042755,
-0.05404464900493622,
0.039086341857910156,
0.006656423676759005,
0.03753674030303955,
-0.019143640995025635,
-0.11869440227746964,
-0.053621623665094376,
0.08189769834280014,
-0.04870433360338211,
-0.006551238242536783,
-0.08829998224973679,
0.048770781606435776,
0.02501893974840641,
-0.054297707974910736,
-0.07621534913778305,
0.01376377884298563,
0.01089035626500845,
0.030921446159482002,
0.02445000596344471,
-0.009441959671676159,
0.03907676041126251,
0.01045496016740799,
-0.012011920101940632,
0.1467895358800888,
-0.12518221139907837,
-0.2884150743484497,
-0.22114719450473785,
-0.20784638822078705,
-0.16694483160972595,
0.06889134645462036,
0.07740315794944763,
-0.10061311721801758,
-0.07570882141590118,
0.011126186698675156,
0.12049442529678345,
-0.045147351920604706,
-0.006188026629388332,
0.05590054765343666,
-0.0063570281490683556,
-0.0219027828425169,
-0.16571199893951416,
-0.01971329189836979,
0.04712410643696785,
-0.12987275421619415,
0.0838700532913208,
-0.06017627194523811,
0.056355252861976624,
0.04994276911020279,
-0.03361248970031738,
0.018050672486424446,
-0.007893998175859451,
0.108497254550457,
0.004969704430550337,
0.0293391365557909,
0.22842250764369965,
-0.0004568894219119102,
0.0672043114900589,
0.062264226377010345,
0.07859152555465698,
-0.01542947068810463,
0.029379354789853096,
0.01337949838489294,
-0.0662430003285408,
-0.18186745047569275,
-0.06902822852134705,
-0.07196395099163055,
0.06189505755901337,
0.06725155562162399,
0.05219409614801407,
-0.008206319995224476,
0.08951415121555328,
-0.04953187704086304,
0.10977514088153839,
0.005712589249014854,
0.07208424806594849,
0.17760418355464935,
0.004039288032799959,
0.08991463482379913,
-0.05146467313170433,
-0.10296943783760071,
0.09347731620073318,
0.03144121170043945,
0.11411619931459427,
0.007455411367118359,
0.13181215524673462,
0.06127791851758957,
0.028548456728458405,
0.08966054767370224,
0.21568723022937775,
-0.04466637223958969,
0.028910866007208824,
-0.004643628373742104,
-0.06800642609596252,
-0.02674301341176033,
-0.028266213834285736,
0.08343886584043503,
-0.04225338250398636,
-0.008973885327577591,
-0.05608576908707619,
0.006054452154785395,
0.2416597455739975,
0.06352411210536957,
-0.15981657803058624,
-0.06936830282211304,
0.0431266687810421,
-0.08376070857048035,
-0.09778757393360138,
0.01345866359770298,
0.02207048051059246,
-0.12560991942882538,
0.10670564323663712,
0.002023818902671337,
0.11334852874279022,
-0.030899735167622566,
0.018647095188498497,
-0.11026503890752792,
0.06062401458621025,
0.02707989513874054,
0.11149773001670837,
-0.2105192095041275,
0.11496660113334656,
0.017486056312918663,
0.03386366739869118,
-0.11984442919492722,
0.07953755557537079,
0.04606904089450836,
0.046201564371585846,
0.0797848328948021,
-0.006226625759154558,
0.1778249442577362,
-0.1020645946264267,
-0.08272822201251984,
0.04837586730718613,
0.07023948431015015,
-0.0017398493364453316,
0.08300420641899109,
0.0051844739355146885,
-0.0352160669863224,
-0.029232624918222427,
0.028390226885676384,
-0.1817695051431656,
-0.18073418736457825,
0.07260357588529587,
0.014959631487727165,
-0.07279469817876816,
-0.02155006304383278,
-0.08813327550888062,
-0.025469277054071426,
0.16117270290851593,
0.07190973311662674,
-0.1544521600008011,
-0.08765813708305359,
-0.08393951505422592,
0.1732885092496872,
-0.08967145532369614,
0.10555661469697952,
-0.04402310773730278,
0.11763357371091843,
-0.06907886266708374,
-0.10972914844751358,
-0.026820769533514977,
-0.10156630724668503,
-0.05746137350797653,
0.05236975848674774,
0.14886581897735596,
0.009579217061400414,
0.03755859658122063,
0.0566597618162632,
-0.013050304725766182,
-0.025556642562150955,
-0.09165660291910172,
-0.0512186698615551,
0.03795257955789566,
0.1192474439740181,
0.09586861729621887,
-0.07408904284238815,
-0.11668432503938675,
-0.01796134002506733,
0.018903562799096107,
0.18153567612171173,
0.17621830105781555,
-0.0036386067513376474,
0.057408656924963,
0.24819794297218323,
-0.010863196104764938,
-0.24022449553012848,
-0.19928884506225586,
0.003152174176648259,
0.035666752606630325,
-0.08402004837989807,
-0.1909504234790802,
0.10783089697360992,
0.008696341887116432,
-0.006092054303735495,
-0.04091080278158188,
-0.1795637309551239,
-0.08427431434392929,
0.18540236353874207,
0.04395849257707596,
0.09188374131917953,
-0.11310438811779022,
-0.062374189496040344,
-0.13186340034008026,
-0.23279692232608795,
0.09712907671928406,
-0.049669068306684494,
0.11235813051462173,
-0.032196834683418274,
0.09517451375722885,
0.020229186862707138,
-0.0020942934788763523,
0.13256046175956726,
-0.0012778404634445906,
-0.06268639862537384,
-0.0733700767159462,
0.010729273781180382,
0.08966163545846939,
-0.0016550440341234207,
0.13432809710502625,
-0.07145093381404877,
-0.014641281217336655,
-0.00940865371376276,
-0.07885389775037766,
-0.06143387034535408,
0.09678693860769272,
-0.004157001618295908,
-0.08004378527402878,
-0.031555116176605225,
-0.019880523905158043,
-0.049528028815984726,
-0.006326677277684212,
0.06752821803092957,
0.000795538246165961,
0.004292760509997606,
0.1286877542734146,
0.18549196422100067,
-0.13615357875823975,
0.03675437718629837,
-0.03189428150653839,
-0.08056904375553131,
0.043622616678476334,
-0.011593136005103588,
0.055527519434690475,
0.051927853375673294,
0.03689292073249817,
0.05765419080853462,
0.05545838549733162,
-0.037489041686058044,
0.027048250660300255,
0.07586928457021713,
-0.056733086705207825,
-0.21159562468528748,
-0.032069943845272064,
-0.0636114850640297,
-0.06910788267850876,
0.11995769292116165,
0.11274377256631851,
-0.014559912495315075,
-0.09081549197435379,
0.007554936222732067,
0.01287419255822897,
-0.05978572368621826,
0.11233027279376984,
0.046823933720588684,
0.03139268979430199,
-0.1251773089170456,
0.07066801935434341,
0.10484172403812408,
-0.0632837787270546,
0.002357553457841277,
0.10082217305898666,
-0.06773891299962997,
-0.08391661196947098,
-0.008277332410216331,
-0.02167673408985138,
-0.09495313465595245,
-0.04261414334177971,
-0.03888796642422676,
-0.10883605480194092,
0.01805768348276615,
0.07393965125083923,
0.07712782174348831,
-0.0216925498098135,
-0.0751958116889,
0.033906348049640656,
-0.058272842317819595,
0.0378231555223465,
0.09635665267705917,
0.07415786385536194,
-0.0727498009800911,
0.06525655090808868,
-0.03611436113715172,
0.15092916786670685,
-0.052769675850868225,
-0.03988156095147133,
-0.06801457703113556,
-0.005157573614269495,
-0.2596163749694824,
0.015509510412812233,
-0.13720908761024475,
-0.006802931893616915,
-0.0038859534543007612,
-0.06067438796162605,
-0.019294245168566704,
0.050742778927087784,
-0.07046229392290115,
-0.027248850092291832,
-0.023837978020310402,
0.06567016243934631,
-0.10535775870084763,
-0.004354588687419891,
0.07583529502153397,
-0.05636507272720337,
0.10195071250200272,
0.07468497008085251,
-0.0794777050614357,
0.057033587247133255,
-0.06940444558858871,
-0.1069016307592392,
0.032447449862957,
0.0604938268661499,
0.06780418008565903,
-0.0514705516397953,
0.017706548795104027,
0.06158996373414993,
0.05322956666350365,
0.006674117408692837,
0.13271841406822205,
-0.07011552155017853,
0.01825287938117981,
-0.034741513431072235,
-0.07662082463502884,
-0.025962015613913536,
0.027186758816242218,
0.15812906622886658,
0.10200615227222443,
0.08131495118141174,
-0.06446041911840439,
0.05173635855317116,
-0.025328930467367172,
0.009740546345710754,
-0.056060560047626495,
-0.1112813726067543,
0.03150348737835884,
-0.06246591731905937,
0.008571046404540539,
0.03331983461976051,
0.11472335457801819,
-0.0350613072514534,
0.12407324463129044,
-0.02695946767926216,
0.055427759885787964,
0.06956536322832108,
-0.02156035602092743,
0.18330471217632294,
0.03993576392531395,
-0.0366777740418911,
-0.05696387588977814,
0.012155568227171898,
0.05577193200588226,
0.06419866532087326,
0.06552083045244217,
0.06472066044807434,
0.022967958822846413,
0.08110213279724121,
0.08229713141918182,
0.045523833483457565,
-0.11346883326768875,
-0.1822129487991333,
0.0925382748246193,
0.06194603443145752,
-0.09783676266670227,
0.09431725740432739,
0.07650453597307205,
-0.07934821397066116,
0.06087823584675789,
0.03200014680624008,
-0.07567346841096878,
-0.11411494761705399,
-0.09848019480705261,
-0.049972016364336014,
-0.07717762142419815,
-0.032078005373477936,
-0.08961270749568939,
0.024810874834656715,
0.02831936441361904,
0.07566189020872116,
-0.01879197359085083,
0.16067074239253998,
-0.12395168095827103,
-0.06401345133781433,
0.0578940324485302,
-0.01965891197323799,
0.05090527981519699,
0.0852171778678894,
-0.008356364443898201,
-0.05659831687808037,
0.06241384521126747,
0.03455153480172157,
0.048489395529031754,
0.01849375292658806,
0.03893553465604782,
-0.057442933320999146,
-0.06107268109917641,
-0.056043919175863266,
0.012814951129257679,
0.04764913022518158,
0.17863087356090546,
0.03559568524360657,
-0.03828238323330879,
0.005980157759040594,
0.09074840694665909,
-0.049217283725738525,
-0.21298947930335999,
-0.10068464279174805,
0.20371167361736298,
0.016748948022723198,
0.012800592929124832,
0.026719944551587105,
-0.08792401850223541,
-0.10276825726032257,
0.21385005116462708,
0.16392509639263153,
0.06666218489408493,
0.016719140112400055,
-0.001462237094528973,
0.014485515654087067,
-0.0009233072632923722,
0.11365488171577454,
0.048190586268901825,
0.18842196464538574,
-0.03565264865756035,
-0.02000872977077961,
-0.01296210940927267,
-0.017124289646744728,
-0.26399993896484375,
0.04591774195432663,
-0.007860668003559113,
-0.05993527173995972,
0.021908456459641457,
0.08864148706197739,
-0.04742579907178879,
-0.06996388733386993,
-0.06065206229686737,
-0.02511761523783207,
-0.08239147812128067,
0.015218717977404594,
0.026913145557045937,
0.008022044785320759,
0.08232569694519043,
-0.015391431748867035,
0.06752379983663559,
0.14081910252571106,
0.029461827129125595,
-0.09463012963533401,
0.019548356533050537,
0.17562590539455414,
-0.021532822400331497,
0.11126786470413208,
0.03675540164113045,
0.059438686817884445,
0.09237955510616302,
0.020245496183633804,
-0.09509433060884476,
0.029860831797122955,
0.038951173424720764,
-0.03579730913043022,
0.09845035523176193,
0.11361075192689896,
-0.04015998914837837,
-0.06911400705575943,
-0.05698010325431824,
-0.03630039840936661,
0.009885059669613838,
0.1528933048248291,
0.07385256886482239,
-0.09797477722167969,
0.06803912669420242,
-0.17106615006923676,
0.0559338741004467,
0.12799981236457825,
-0.011862767860293388,
-0.036323536187410355,
-0.07343953847885132,
0.0620863102376461,
0.034702908247709274,
-0.05031292140483856,
-0.1163649633526802,
-0.1600923389196396,
-0.04632148891687393,
-0.10319308936595917,
0.06027417629957199,
-0.16273505985736847,
-0.011006840504705906,
0.0008108188048936427,
0.03776050731539726,
-0.11509786546230316,
0.02241680957376957,
0.09109105914831161,
-0.014285328797996044,
0.027367638424038887,
-0.0993097648024559,
-0.04501209408044815,
0.02667781338095665,
-0.1446429044008255,
-0.03642948716878891
] |
null | null | transformers |
# distilbert-base-en-it-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-it-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-it-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-it-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-it-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.033817265182733536,
0.01983541250228882,
-0.005136685445904732,
0.10027506202459335,
0.09655486047267914,
-0.01634339988231659,
0.14371836185455322,
0.08225403726100922,
-0.007807223591953516,
-0.004330067429691553,
0.04653177037835121,
0.032362937927246094,
0.02609267644584179,
0.05971556529402733,
-0.02749553881585598,
-0.2735944092273712,
-0.013407759368419647,
0.057890456169843674,
-0.030304720625281334,
0.07128189504146576,
0.1238444522023201,
-0.06747964024543762,
0.06340958178043365,
0.04017644375562668,
-0.07019364833831787,
0.07320810854434967,
-0.03896068036556244,
-0.09719594568014145,
0.0884881243109703,
0.06853301078081131,
0.10436683893203735,
0.023243261501193047,
0.0662151575088501,
-0.03372026979923248,
0.00938020646572113,
-0.001690400531515479,
0.021614084020256996,
0.010606197640299797,
-0.0025451015681028366,
-0.06358585506677628,
0.06450080126523972,
-0.11256624758243561,
0.005628087092190981,
0.062313828617334366,
-0.028159596025943756,
-0.11208728700876236,
-0.06095767393708229,
0.03441481664776802,
0.07989643514156342,
0.021229663863778114,
0.01989324390888214,
0.12197940796613693,
-0.046254850924015045,
0.06558240205049515,
0.19655880331993103,
-0.2232627123594284,
-0.05984322354197502,
0.06928611546754837,
0.06598737090826035,
0.004434172064065933,
-0.01764656789600849,
0.055671025067567825,
0.0458410307765007,
0.09339267015457153,
-0.044073913246393204,
-0.10894849896430969,
0.0017123837023973465,
-0.06630905717611313,
-0.08671166747808456,
-0.040902022272348404,
0.16273847222328186,
-0.06729327142238617,
-0.11336883902549744,
-0.06984718888998032,
-0.03887271508574486,
0.15828998386859894,
-0.061925873160362244,
0.006775523070245981,
-0.006847156211733818,
-0.023078298196196556,
-0.062245871871709824,
-0.13714885711669922,
-0.1189030110836029,
-0.06460920721292496,
-0.10373494029045105,
0.20189711451530457,
0.06346745789051056,
0.03317384049296379,
-0.0582110621035099,
0.018859075382351875,
-0.04076444357633591,
-0.08993487060070038,
-0.020619390532374382,
-0.08490068465471268,
0.06426403671503067,
0.04032357409596443,
-0.0863126739859581,
-0.09414274990558624,
0.11549793183803558,
0.13073943555355072,
-0.020239008590579033,
0.016277769580483437,
-0.053068578243255615,
-0.0165754035115242,
0.07922264188528061,
0.10911216586828232,
-0.045007266104221344,
0.0059714773669838905,
0.05818386748433113,
-0.07435420900583267,
0.019108137115836143,
-0.009943061508238316,
-0.12913110852241516,
-0.08619270473718643,
0.002395925112068653,
0.11885945498943329,
0.029217343777418137,
0.043142177164554596,
0.005303491838276386,
-0.042245812714099884,
0.1031234934926033,
-0.14077065885066986,
0.05008382722735405,
-0.01614188216626644,
0.04536578431725502,
0.17717699706554413,
0.01090798620134592,
-0.03794318810105324,
-0.14001011848449707,
-0.05963651090860367,
0.0008626262424513698,
-0.008456911891698837,
-0.03545895963907242,
-0.11130114644765854,
0.027747247368097305,
-0.08477020263671875,
-0.014096111059188843,
-0.15234504640102386,
-0.10472849011421204,
0.054124779999256134,
0.04873501881957054,
-0.0401795469224453,
-0.0030408967286348343,
0.028073493391275406,
0.03429826349020004,
0.00979030504822731,
-0.022838912904262543,
-0.048925574868917465,
-0.01353407371789217,
0.02197449468076229,
0.047414638102054596,
0.08393363654613495,
-0.11510517448186874,
0.027962833642959595,
-0.03621581569314003,
0.01574656367301941,
-0.18149441480636597,
0.09124339371919632,
-0.07696869969367981,
-0.0109418835490942,
-0.1118442714214325,
-0.1219615638256073,
0.07116806507110596,
-0.00614787545055151,
0.04352998360991478,
0.09509585797786713,
-0.11380971223115921,
-0.060777317732572556,
0.1276741623878479,
-0.07825884968042374,
-0.013412230648100376,
0.19979378581047058,
0.011956735514104366,
-0.04064100608229637,
0.09578125923871994,
0.014270230196416378,
0.11278272420167923,
-0.0836338922381401,
0.016756335273385048,
0.06428017467260361,
0.010705657303333282,
0.008328021503984928,
0.06845664232969284,
-0.025530017912387848,
-0.04210660234093666,
0.012744829058647156,
-0.02271159552037716,
0.023036949336528778,
-0.029553569853305817,
-0.027844121679663658,
-0.03190896287560463,
-0.06432528048753738,
0.11980115622282028,
0.025554224848747253,
0.04471070319414139,
-0.06965478509664536,
-0.05405199155211449,
0.10008112341165543,
0.05054974555969238,
-0.06821664422750473,
0.060060832649469376,
-0.11552967876195908,
0.05359457805752754,
-0.06935618072748184,
0.024495404213666916,
-0.14923854172229767,
-0.026166699826717377,
0.04342670366168022,
-0.005281278397887945,
0.06745106726884842,
0.0022868886590003967,
0.06841985136270523,
0.04592316970229149,
-0.05480736866593361,
0.09274866431951523,
0.03497141972184181,
-0.02529199607670307,
-0.0025212315376847982,
-0.02790825627744198,
-0.07290323078632355,
-0.04272100329399109,
0.030315984040498734,
0.022022973746061325,
0.008249440230429173,
-0.02882714942097664,
0.08504771441221237,
-0.07903381437063217,
0.04511936381459236,
0.038167715072631836,
0.062010232359170914,
-0.05460478365421295,
-0.0253366157412529,
0.06011196970939636,
-0.027361605316400528,
-0.058613140136003494,
0.05967998504638672,
0.038115810602903366,
-0.041903261095285416,
0.11597488820552826,
-0.02275720052421093,
0.03490815311670303,
-0.007579202298074961,
-0.009046937339007854,
0.00803104043006897,
-0.03122725524008274,
-0.05642816051840782,
0.17731820046901703,
0.013380272313952446,
0.08828866481781006,
-0.0780148133635521,
0.009260561317205429,
0.01145956665277481,
-0.07992349565029144,
-0.06270737946033478,
0.060952186584472656,
0.032747767865657806,
-0.09034563601016998,
0.06382874399423599,
0.09150802344083786,
-0.04372235760092735,
0.10996809601783752,
-0.02544589899480343,
-0.05329366773366928,
0.035553984344005585,
0.004912268370389938,
0.03909503296017647,
-0.024239476770162582,
-0.1188938245177269,
-0.0539032407104969,
0.08421513438224792,
-0.046936310827732086,
-0.01080248411744833,
-0.08825073391199112,
0.05040253326296806,
0.026730887591838837,
-0.055637769401073456,
-0.07800989598035812,
0.010986991226673126,
0.013656248338520527,
0.030331742018461227,
0.022593077272176743,
-0.008292914368212223,
0.039134375751018524,
0.0130977937951684,
-0.012932222336530685,
0.1444624662399292,
-0.12540972232818604,
-0.2911922037601471,
-0.2271130532026291,
-0.20386941730976105,
-0.16715528070926666,
0.06787578016519547,
0.07788422703742981,
-0.09645295143127441,
-0.07454101741313934,
0.013803000561892986,
0.12322913110256195,
-0.045525915920734406,
-0.0037626083940267563,
0.0561346672475338,
-0.0060595059767365456,
-0.01895492896437645,
-0.16538240015506744,
-0.019266627728939056,
0.049582887440919876,
-0.13064135611057281,
0.08606833219528198,
-0.06304904818534851,
0.05877505615353584,
0.051072120666503906,
-0.03569125011563301,
0.016671987250447273,
-0.007919009774923325,
0.10733134299516678,
0.0017224975163117051,
0.032868046313524246,
0.23203225433826447,
-0.002715735463425517,
0.06629259884357452,
0.06334047764539719,
0.07647135108709335,
-0.016971610486507416,
0.03245090693235397,
0.013697177171707153,
-0.06941840797662735,
-0.1842152327299118,
-0.06800141930580139,
-0.06978315114974976,
0.07065917551517487,
0.06643176823854446,
0.053388562053442,
-0.011531762778759003,
0.09027425944805145,
-0.04552675038576126,
0.10443619638681412,
0.0075590419583022594,
0.06987641006708145,
0.18161630630493164,
0.004018590785562992,
0.0948047935962677,
-0.05385832488536835,
-0.09920594841241837,
0.09598265588283539,
0.027280958369374275,
0.11060492694377899,
0.008215809240937233,
0.13065607845783234,
0.06342359632253647,
0.029069416224956512,
0.09151824563741684,
0.21884982287883759,
-0.04305565357208252,
0.030390799045562744,
-0.0036469490732997656,
-0.061843279749155045,
-0.02809993550181389,
-0.03325711190700531,
0.08713772147893906,
-0.04392034932971001,
-0.012921000830829144,
-0.053263697773218155,
0.005190249532461166,
0.2417614609003067,
0.05846083536744118,
-0.15884855389595032,
-0.07208362221717834,
0.04024593159556389,
-0.08568717539310455,
-0.10024292021989822,
0.01252071838825941,
0.02209583856165409,
-0.129144087433815,
0.10549042373895645,
0.0033194187562912703,
0.11318231374025345,
-0.03333734720945358,
0.01711324229836464,
-0.10941105335950851,
0.0586724691092968,
0.02958269603550434,
0.11048532277345657,
-0.21223480999469757,
0.11163003742694855,
0.018220316618680954,
0.03403579816222191,
-0.12055619060993195,
0.07937008142471313,
0.04266796633601189,
0.042593758553266525,
0.0785767212510109,
-0.008844749070703983,
0.18356609344482422,
-0.1023406907916069,
-0.0825594961643219,
0.04731066897511482,
0.07259389758110046,
-0.000044928263378096744,
0.08297032862901688,
0.002676647389307618,
-0.035335659980773926,
-0.028045544400811195,
0.030892565846443176,
-0.1796242594718933,
-0.1780174970626831,
0.06793949007987976,
0.01877172291278839,
-0.0744694247841835,
-0.02189399115741253,
-0.08891706168651581,
-0.0286930613219738,
0.1625620573759079,
0.07021749764680862,
-0.151641845703125,
-0.08741533011198044,
-0.08705474436283112,
0.17456978559494019,
-0.08939535915851593,
0.10892057418823242,
-0.04908236861228943,
0.12095725536346436,
-0.0707690492272377,
-0.10667618364095688,
-0.025338822975754738,
-0.1037067398428917,
-0.06239095330238342,
0.05389505997300148,
0.14680498838424683,
0.010619575157761574,
0.0413803830742836,
0.05820813402533531,
-0.011126261204481125,
-0.021936887875199318,
-0.08988264948129654,
-0.05178649723529816,
0.037896864116191864,
0.11703594774007797,
0.09484626352787018,
-0.07475221902132034,
-0.1202654242515564,
-0.01774149388074875,
0.01807190105319023,
0.18488992750644684,
0.17621669173240662,
-0.006297506857663393,
0.05903417989611626,
0.2473410964012146,
-0.012150201946496964,
-0.24373339116573334,
-0.2038867026567459,
0.005137794651091099,
0.03774780035018921,
-0.08380220830440521,
-0.19288860261440277,
0.10672903060913086,
0.010557609610259533,
-0.006322141736745834,
-0.04142182320356369,
-0.18608200550079346,
-0.08593378216028214,
0.1835654377937317,
0.042784396559000015,
0.09309076517820358,
-0.11238300800323486,
-0.06190181151032448,
-0.12883546948432922,
-0.22532324492931366,
0.09744225442409515,
-0.04563356563448906,
0.11446480453014374,
-0.032946906983852386,
0.09430413693189621,
0.020427705720067024,
-0.003306427039206028,
0.13062310218811035,
-0.0033457123208791018,
-0.06224702298641205,
-0.07813999056816101,
0.006485071033239365,
0.09100085496902466,
-0.0012546293437480927,
0.13935750722885132,
-0.06820482015609741,
-0.012915438041090965,
-0.008521877229213715,
-0.08181256800889969,
-0.06225056201219559,
0.09522828459739685,
-0.003849176224321127,
-0.07946426421403885,
-0.03313203155994415,
-0.02325594052672386,
-0.05465728044509888,
-0.00650985911488533,
0.06709758192300797,
0.0017016183119267225,
0.005128383636474609,
0.13292481005191803,
0.18643715977668762,
-0.13580556213855743,
0.0349540114402771,
-0.034903787076473236,
-0.082143634557724,
0.039771806448698044,
-0.006489507853984833,
0.053797397762537,
0.05448666214942932,
0.036185670644044876,
0.057732757180929184,
0.054773490875959396,
-0.03585181385278702,
0.029060175642371178,
0.07504893839359283,
-0.05292373523116112,
-0.21016259491443634,
-0.027157066389918327,
-0.059254441410303116,
-0.07449677586555481,
0.11713637411594391,
0.11558782309293747,
-0.010429706424474716,
-0.09093350172042847,
0.008396219462156296,
0.01178731583058834,
-0.05910060554742813,
0.11183082312345505,
0.04673704877495766,
0.033324237912893295,
-0.12509478628635406,
0.0760708898305893,
0.10600495338439941,
-0.061105553060770035,
0.003733393969014287,
0.09768863767385483,
-0.06650546938180923,
-0.0852561667561531,
-0.0037301843985915184,
-0.023225033655762672,
-0.09266220778226852,
-0.04540683701634407,
-0.03837969899177551,
-0.10855500400066376,
0.02302996627986431,
0.07211074978113174,
0.07600753754377365,
-0.01833760179579258,
-0.07910747081041336,
0.031231768429279327,
-0.05938592180609703,
0.039241909980773926,
0.09806335717439651,
0.07078944891691208,
-0.07637040317058563,
0.06851829588413239,
-0.034359827637672424,
0.15117762982845306,
-0.05320487916469574,
-0.0410999059677124,
-0.06461573392152786,
-0.004583307541906834,
-0.25457099080085754,
0.011767765507102013,
-0.1368088722229004,
-0.007462695240974426,
-0.0027231895364820957,
-0.06206575408577919,
-0.020185941830277443,
0.05030946433544159,
-0.07040845602750778,
-0.02977522648870945,
-0.026319004595279694,
0.0666627585887909,
-0.10676360130310059,
-0.007709346245974302,
0.07620929926633835,
-0.05202801898121834,
0.10088372230529785,
0.0748734176158905,
-0.07956085354089737,
0.05554116144776344,
-0.0633053183555603,
-0.10610537230968475,
0.03341229259967804,
0.05864749848842621,
0.06352700293064117,
-0.04855608940124512,
0.020648550242185593,
0.061977729201316833,
0.04824518412351608,
0.010793076828122139,
0.1326209455728531,
-0.07172855734825134,
0.01912846229970455,
-0.02821788564324379,
-0.07855001837015152,
-0.02354939840734005,
0.02736646682024002,
0.15474507212638855,
0.09793087095022202,
0.08272184431552887,
-0.06451604515314102,
0.05254694074392319,
-0.026090478524565697,
0.011385084129869938,
-0.05905574932694435,
-0.11131815612316132,
0.03351703658699989,
-0.06524214893579483,
0.007062290795147419,
0.03504527360200882,
0.11019878089427948,
-0.03237002715468407,
0.12202683836221695,
-0.02595767006278038,
0.057875070720911026,
0.07048854231834412,
-0.0228805560618639,
0.1807415932416916,
0.04133564978837967,
-0.03882221505045891,
-0.05603194981813431,
0.01405288651585579,
0.05892456695437431,
0.05678601935505867,
0.06118924543261528,
0.06334313750267029,
0.02152485027909279,
0.07951149344444275,
0.08106565475463867,
0.04616854339838028,
-0.11145626753568649,
-0.18503236770629883,
0.08754046261310577,
0.06192488968372345,
-0.09906524419784546,
0.09329011291265488,
0.07387793064117432,
-0.07856597751379013,
0.060590144246816635,
0.03593078628182411,
-0.07486900687217712,
-0.11281552165746689,
-0.10145166516304016,
-0.05093105882406235,
-0.07423975318670273,
-0.03423132374882698,
-0.08899751305580139,
0.022552069276571274,
0.02608776092529297,
0.0765373557806015,
-0.01700468733906746,
0.16279982030391693,
-0.12819546461105347,
-0.061909958720207214,
0.06077421084046364,
-0.020921465009450912,
0.051429860293865204,
0.08336266130208969,
-0.008243239484727383,
-0.059482984244823456,
0.06572489440441132,
0.036481551826000214,
0.05083872377872467,
0.020206259563565254,
0.0361054353415966,
-0.056323613971471786,
-0.061794575303792953,
-0.057445917278528214,
0.014270240440964699,
0.04406708478927612,
0.17665500938892365,
0.03576463460922241,
-0.039198752492666245,
0.006631922908127308,
0.08989337086677551,
-0.04602332413196564,
-0.21106557548046112,
-0.10015997290611267,
0.1994618922472,
0.015877632424235344,
0.012487949803471565,
0.024618079885840416,
-0.08650761842727661,
-0.10305868089199066,
0.21259820461273193,
0.16488230228424072,
0.06995876878499985,
0.015919331461191177,
0.004902323242276907,
0.014338078908622265,
0.0015740767121315002,
0.1153610423207283,
0.051128827035427094,
0.1922100931406021,
-0.03572188317775726,
-0.018952297046780586,
-0.015314215794205666,
-0.015710750594735146,
-0.26231831312179565,
0.044936228543519974,
-0.009595836512744427,
-0.058830197900533676,
0.022333232685923576,
0.0900610089302063,
-0.05234188586473465,
-0.06315729767084122,
-0.0660858079791069,
-0.026052918285131454,
-0.08349727094173431,
0.01360541395843029,
0.024876460433006287,
0.009787499904632568,
0.08411658555269241,
-0.015986179932951927,
0.06919409334659576,
0.13718529045581818,
0.029218478128314018,
-0.09726602584123611,
0.019498948007822037,
0.17326948046684265,
-0.018074996769428253,
0.11362136155366898,
0.037019383162260056,
0.05594503879547119,
0.09296561032533646,
0.015523812733590603,
-0.09687232226133347,
0.02881680056452751,
0.03847759589552879,
-0.028847871348261833,
0.09785163402557373,
0.11139287054538727,
-0.03858322650194168,
-0.07010332494974136,
-0.05636270344257355,
-0.036208733916282654,
0.011214916594326496,
0.14722974598407745,
0.071351058781147,
-0.1002991795539856,
0.06977329403162003,
-0.16978280246257782,
0.0522836409509182,
0.12814395129680634,
-0.011196811683475971,
-0.0367162749171257,
-0.07393700629472733,
0.06529981642961502,
0.03653275594115257,
-0.0541132315993309,
-0.11576123535633087,
-0.15946513414382935,
-0.0438152514398098,
-0.10603680461645126,
0.060238201171159744,
-0.16028447449207306,
-0.014609386213123798,
0.005361062940210104,
0.03838459774851799,
-0.11836360394954681,
0.017257485538721085,
0.08991353213787079,
-0.011574650183320045,
0.029175732284784317,
-0.09973254054784775,
-0.04459093511104584,
0.027426548302173615,
-0.1455915868282318,
-0.0348636619746685
] |
null | null | transformers |
# distilbert-base-en-ja-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-ja-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-ja-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-ja-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-ja-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-ja-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-ja-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-ja-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03804854303598404,
0.058730993419885635,
-0.004749840125441551,
0.08928132802248001,
0.08687368035316467,
-0.054653964936733246,
0.1255849301815033,
0.08942202478647232,
-0.04060781002044678,
-0.0018469583010300994,
0.05524323508143425,
0.03836793079972267,
0.03178556263446808,
0.08686250448226929,
-0.05453697592020035,
-0.24967922270298004,
0.009254609234631062,
0.07458826154470444,
-0.006329708267003298,
0.07532405853271484,
0.13976262509822845,
-0.07707102596759796,
0.05412597209215164,
0.03244153782725334,
-0.05013357102870941,
0.07495959848165512,
-0.027755193412303925,
-0.10897945612668991,
0.09329400211572647,
0.07365657389163971,
0.11067865043878555,
0.03974142670631409,
0.06592509150505066,
-0.04708191007375717,
0.017389722168445587,
0.008354440331459045,
0.03342140465974808,
0.014657028950750828,
0.015118646435439587,
-0.060779593884944916,
0.015407741069793701,
-0.129926398396492,
-0.01063805352896452,
0.05427464470267296,
-0.019649438560009003,
-0.1467418074607849,
-0.05214006453752518,
0.04359228536486626,
0.07989630848169327,
0.026641570031642914,
0.007906786166131496,
0.16961723566055298,
-0.04826661944389343,
0.06843406707048416,
0.18649427592754364,
-0.22605228424072266,
-0.05336833372712135,
0.04877297580242157,
0.04134885221719742,
0.01587701588869095,
-0.02935510128736496,
0.034186381846666336,
0.07188453525304794,
0.07671003043651581,
-0.02247936651110649,
-0.10202209651470184,
-0.04062462970614433,
-0.08059728890657425,
-0.084540955722332,
-0.0349523164331913,
0.1643366664648056,
-0.057930588722229004,
-0.11812546104192734,
-0.08158180862665176,
-0.03949941322207451,
0.18286335468292236,
-0.059382952749729156,
-0.004273158498108387,
-0.0023353786673396826,
-0.024748990312218666,
-0.035707902163267136,
-0.1082068458199501,
-0.14825956523418427,
-0.03569822758436203,
-0.1030450090765953,
0.18246610462665558,
0.06859403848648071,
0.02890126407146454,
-0.05353309214115143,
0.008624143898487091,
-0.05493593588471413,
-0.09758085012435913,
-0.014479406177997589,
-0.09509246796369553,
0.08936052024364471,
0.026148466393351555,
-0.06792782992124557,
-0.1252061128616333,
0.12295296043157578,
0.1186031699180603,
-0.06808800995349884,
-0.005296594928950071,
-0.0589694082736969,
-0.01753964275121689,
0.0694793164730072,
0.11008495092391968,
-0.048800792545080185,
0.023444557562470436,
0.09535866975784302,
-0.0330362431704998,
0.04620976373553276,
0.0163368359208107,
-0.12133989483118057,
-0.08412942290306091,
0.04741032421588898,
0.13935086131095886,
0.01355997659265995,
0.042298074811697006,
0.009261609055101871,
-0.0177898071706295,
0.12673264741897583,
-0.14248912036418915,
0.031510185450315475,
-0.01399044506251812,
0.058747220784425735,
0.18233604729175568,
0.004505251534283161,
-0.02902388758957386,
-0.1456984281539917,
-0.061180487275123596,
0.001264970633201301,
-0.012949812225997448,
-0.01919783651828766,
-0.11167869716882706,
0.03993215784430504,
-0.06362887471914291,
0.0031738663092255592,
-0.1834469437599182,
-0.09706363826990128,
0.04921418055891991,
0.03360678628087044,
-0.018718702718615532,
-0.003733380464836955,
0.03713250532746315,
0.015456494875252247,
-0.015028078109025955,
-0.03768739849328995,
-0.0661156103014946,
-0.027939781546592712,
0.038279417902231216,
0.04618878290057182,
0.07414386421442032,
-0.10329549014568329,
0.01948932185769081,
-0.08287442475557327,
0.002574763959273696,
-0.18666623532772064,
0.052326954901218414,
-0.07876606285572052,
0.003971573431044817,
-0.10748054832220078,
-0.12342052161693573,
0.07966426014900208,
0.00032902738894335926,
0.030831437557935715,
0.10801205039024353,
-0.10958545655012131,
-0.04804699495434761,
0.1536957323551178,
-0.10748005658388138,
-0.017080849036574364,
0.21088756620883942,
0.021944750100374222,
-0.02952810563147068,
0.12245947867631912,
0.054707106202840805,
0.09266386926174164,
-0.09710905700922012,
-0.009750058874487877,
0.060745954513549805,
0.00793198961764574,
-0.010867911390960217,
0.07154503464698792,
-0.01626555249094963,
-0.057160936295986176,
0.022288300096988678,
-0.021061860024929047,
0.02941870503127575,
-0.017288783565163612,
-0.03088592365384102,
-0.03172783926129341,
-0.07636527717113495,
0.10641419142484665,
0.04407830536365509,
0.03818918764591217,
-0.09223441779613495,
-0.0581182986497879,
0.07349089533090591,
0.05786335840821266,
-0.07457069307565689,
0.03793203458189964,
-0.10275449603796005,
0.05239337310194969,
-0.09038720279932022,
0.021143712103366852,
-0.1267918348312378,
-0.026606297120451927,
0.04377090558409691,
-0.03514466807246208,
0.05153753608465195,
0.002794028492644429,
0.06805919855833054,
0.05461550131440163,
-0.06659166514873505,
0.06311706453561783,
0.05971752107143402,
-0.01564849726855755,
-0.007308898959308863,
-0.015459137037396431,
-0.03754640743136406,
-0.043145280331373215,
0.03637709468603134,
-0.012433989904820919,
0.010127224959433079,
-0.036204490810632706,
0.09661409258842468,
-0.05302812159061432,
0.059549227356910706,
0.06315025687217712,
0.05369729921221733,
-0.05237778276205063,
-0.029471242800354958,
0.0552869588136673,
-0.026942165568470955,
-0.029881227761507034,
0.07791861146688461,
0.014356100931763649,
0.0017919194651767612,
0.12182155251502991,
0.0359569750726223,
0.02812407724559307,
-0.0008713113493286073,
-0.018475007265806198,
0.01497736107558012,
-0.03993285819888115,
-0.05417848005890846,
0.13406747579574585,
0.007037988863885403,
0.09569722414016724,
-0.10515355318784714,
-0.002500156406313181,
0.011907634325325489,
-0.10140811651945114,
-0.06970204412937164,
0.06449942290782928,
-0.0004086820699740201,
-0.1216786801815033,
0.0845794603228569,
0.11138684302568436,
-0.05759717524051666,
0.10513370484113693,
-0.03729142248630524,
-0.05557719245553017,
0.056859806180000305,
0.011515770107507706,
0.04137086868286133,
-0.012516583316028118,
-0.04369838163256645,
-0.03464536368846893,
0.0864376574754715,
-0.0558750294148922,
-0.008549172431230545,
-0.09755073487758636,
0.03972823917865753,
0.016874177381396294,
-0.05359143391251564,
-0.03343139961361885,
0.016673102974891663,
0.020290033891797066,
0.04894149303436279,
0.0024722700472921133,
-0.011225654743611813,
0.027354851365089417,
0.025850366801023483,
-0.019694797694683075,
0.14647893607616425,
-0.11843837052583694,
-0.3317503333091736,
-0.2055995613336563,
-0.1176106184720993,
-0.14632944762706757,
0.06518252938985825,
0.08940587192773819,
-0.10594086349010468,
-0.09543490409851074,
-0.022266065701842308,
0.07390421628952026,
-0.0033980668522417545,
-0.01368104200810194,
0.03700995817780495,
0.022462882101535797,
0.00045321989455260336,
-0.16106267273426056,
-0.017300046980381012,
0.045189257711172104,
-0.10979142785072327,
0.09479039907455444,
-0.06191510334610939,
0.07005084306001663,
0.050377532839775085,
-0.04509229585528374,
-0.00910522136837244,
-0.018002068623900414,
0.09409267455339432,
0.006391261238604784,
0.0518810860812664,
0.2447214126586914,
-0.007081466261297464,
0.059378355741500854,
0.09583371132612228,
0.057970691472291946,
-0.012268147431313992,
0.04125051945447922,
0.007813573814928532,
-0.04966464638710022,
-0.19597503542900085,
-0.057284049689769745,
-0.038545697927474976,
0.07369909435510635,
0.062184616923332214,
0.05202502757310867,
-0.031063837930560112,
0.09704232215881348,
-0.07313543558120728,
0.05889353156089783,
0.014049367047846317,
0.07408022880554199,
0.16870158910751343,
0.004221828654408455,
0.09746565669775009,
-0.061271797865629196,
-0.11756546050310135,
0.1019228920340538,
0.030539317056536674,
0.06963732838630676,
-0.018941406160593033,
0.09379918873310089,
0.05406482517719269,
0.03943544253706932,
0.10060960054397583,
0.22002261877059937,
-0.030261021107435226,
0.024127092212438583,
-0.005464148707687855,
-0.06847695261240005,
-0.04388077184557915,
-0.028709188103675842,
0.051346585154533386,
-0.028126077726483345,
-0.022930143401026726,
-0.056027211248874664,
0.023809203878045082,
0.2067902386188507,
0.0709431916475296,
-0.17365510761737823,
-0.09070085734128952,
0.045263126492500305,
-0.09267603605985641,
-0.09798328578472137,
0.02788529358804226,
0.038915667682886124,
-0.11706579476594925,
0.0996391698718071,
0.005510477814823389,
0.10080868005752563,
-0.04617181792855263,
0.02205207198858261,
-0.15571993589401245,
0.05550948157906532,
0.025074802339076996,
0.12004696577787399,
-0.1986127495765686,
0.11262335628271103,
0.022956382483243942,
0.05736889690160751,
-0.1070973128080368,
0.06898459792137146,
0.04037143662571907,
0.053052373230457306,
0.09559942036867142,
-0.017305493354797363,
0.14678096771240234,
-0.12344019114971161,
-0.10103397071361542,
0.05590231344103813,
0.04661183059215546,
0.027468491345643997,
0.08837895095348358,
-0.008910659700632095,
-0.03681124374270439,
-0.028492476791143417,
-0.010165508836507797,
-0.2044094204902649,
-0.16604335606098175,
0.0482887364923954,
0.04110601916909218,
-0.046089526265859604,
-0.04646671190857887,
-0.09987719357013702,
-0.03972254693508148,
0.15642251074314117,
0.0743924155831337,
-0.1619742065668106,
-0.07451952993869781,
-0.0920633003115654,
0.1554602086544037,
-0.09092506766319275,
0.09168216586112976,
-0.05954507738351822,
0.14167942106723785,
-0.08138202875852585,
-0.08438935875892639,
-0.04055164381861687,
-0.10891164839267731,
-0.07158917933702469,
0.05754656717181206,
0.15995067358016968,
-0.01309229340404272,
0.03294507414102554,
0.07857861369848251,
-0.014695104211568832,
-0.0090172765776515,
-0.08164273947477341,
-0.05883263051509857,
0.04378153756260872,
0.14014114439487457,
0.08690579235553741,
-0.08439652621746063,
-0.18948370218276978,
-0.029237737879157066,
0.0045831771567463875,
0.19481724500656128,
0.19892698526382446,
-0.002621775260195136,
0.04556751623749733,
0.2762852907180786,
0.0035367172677069902,
-0.26484599709510803,
-0.19920936226844788,
-0.002615775680169463,
0.022013435140252113,
-0.07648240029811859,
-0.13602857291698456,
0.10189345479011536,
0.0241884496062994,
-0.01925775222480297,
-0.06292601674795151,
-0.15892913937568665,
-0.08872732520103455,
0.1916767656803131,
0.0689326599240303,
0.10536239296197891,
-0.12186047434806824,
-0.04796820133924484,
-0.12902598083019257,
-0.17880117893218994,
0.11005015671253204,
-0.06418141722679138,
0.10530560463666916,
-0.024732647463679314,
0.062250711023807526,
0.028635358437895775,
-0.020185964182019234,
0.11907601356506348,
-0.03741581365466118,
-0.04183286800980568,
-0.07282061874866486,
0.01216379925608635,
0.08604483306407928,
0.0007899184711277485,
0.16755102574825287,
-0.07162527740001678,
-0.000051825343689415604,
0.031041156500577927,
-0.08315236866474152,
-0.0622522197663784,
0.10944238305091858,
0.0007142919930629432,
-0.08675108850002289,
-0.03873202204704285,
-0.009077980183064938,
-0.05472005903720856,
-0.0107100959867239,
0.07625427097082138,
-0.0065261125564575195,
0.02093379758298397,
0.15821820497512817,
0.1844199299812317,
-0.13623657822608948,
0.06941928714513779,
-0.02767370641231537,
-0.09305021166801453,
0.04373904690146446,
-0.011423926800489426,
0.05728946253657341,
0.05512474104762077,
0.011119475588202477,
0.06094112992286682,
0.03256358206272125,
-0.04549925774335861,
0.01483028382062912,
0.08365665376186371,
-0.07877025753259659,
-0.2052956521511078,
-0.019286461174488068,
-0.03922288864850998,
-0.0753847286105156,
0.10767138749361038,
0.12172523140907288,
-0.028706952929496765,
-0.09617546200752258,
-0.000654898292850703,
0.028542572632431984,
-0.029213208705186844,
0.11071869730949402,
0.06463030725717545,
0.02783542312681675,
-0.11042816936969757,
0.08678998053073883,
0.11016742885112762,
-0.09626010805368423,
0.009794221259653568,
0.0921570286154747,
-0.07662665098905563,
-0.09734806418418884,
0.04172440618276596,
-0.02149132639169693,
-0.0707302838563919,
-0.06873556226491928,
-0.044857654720544815,
-0.1095520406961441,
0.0009210607968270779,
0.07379516959190369,
0.07544161379337311,
-0.02197224460542202,
-0.035856179893016815,
0.013531219214200974,
-0.08011679351329803,
0.073530413210392,
0.10540484637022018,
0.06663386523723602,
-0.09356322139501572,
0.05204331874847412,
-0.034398987889289856,
0.13075818121433258,
-0.048637326806783676,
-0.013837913051247597,
-0.06849395483732224,
-0.016917413100600243,
-0.25840964913368225,
0.0479159913957119,
-0.13356764614582062,
-0.0038751978427171707,
-0.004785961005836725,
-0.054715536534786224,
-0.010304361581802368,
0.04744121432304382,
-0.06457452476024628,
-0.006862610578536987,
-0.022534525021910667,
0.07330173999071121,
-0.11259490996599197,
-0.019369063898921013,
0.06528262048959732,
-0.041237179189920425,
0.0990528091788292,
0.05038091540336609,
-0.08221112936735153,
0.07748223096132278,
-0.08452333509922028,
-0.11196855455636978,
0.04717954620718956,
0.060338765382766724,
0.04661671817302704,
-0.05583767965435982,
0.021719899028539658,
0.09356822818517685,
0.03501754254102707,
0.010255839675664902,
0.13410529494285583,
-0.0702180415391922,
0.010641655884683132,
-0.00009912758832797408,
-0.0660853460431099,
-0.01992233470082283,
0.017176412045955658,
0.13568177819252014,
0.06310755014419556,
0.09943462163209915,
-0.09585489332675934,
0.042113371193408966,
-0.03606639802455902,
0.01457851193845272,
-0.0695994645357132,
-0.14320476353168488,
0.005874634254723787,
-0.03177071362733841,
0.0029995758086442947,
0.03881101310253143,
0.09824153035879135,
-0.014868642203509808,
0.13353346288204193,
-0.016106389462947845,
0.011103756725788116,
0.08802559226751328,
-0.007329004816710949,
0.19424335658550262,
0.02661941759288311,
-0.0478169284760952,
-0.07817909121513367,
-0.0030642810743302107,
0.05838731303811073,
0.0063850367441773415,
0.061460040509700775,
0.09912961721420288,
0.015029140748083591,
0.07010489702224731,
0.05549836531281471,
0.056618981063365936,
-0.10010842233896255,
-0.17918722331523895,
0.08097448199987411,
0.042129650712013245,
-0.08576169610023499,
0.08936608582735062,
0.12431692332029343,
-0.0654025599360466,
0.039510857313871384,
0.00894622877240181,
-0.06489723920822144,
-0.12039932608604431,
-0.11708682775497437,
-0.07181455940008163,
-0.06072165071964264,
-0.03383895754814148,
-0.09457843005657196,
-0.006686754059046507,
0.0008608977659605443,
0.07222955673933029,
-0.042122889310121536,
0.18176549673080444,
-0.09416716545820236,
-0.06551571190357208,
0.06004788726568222,
-0.017299899831414223,
0.034898556768894196,
0.09754743427038193,
0.0013317412231117487,
-0.03486359491944313,
0.05950295925140381,
0.036688219755887985,
0.05230317637324333,
0.01719123311340809,
0.03348645940423012,
-0.06407566368579865,
-0.061605386435985565,
-0.05339481309056282,
0.032119423151016235,
0.05372059717774391,
0.1633642613887787,
0.04297328367829323,
-0.032175470143556595,
0.02077469974756241,
0.10972373187541962,
-0.027033919468522072,
-0.22631679475307465,
-0.0919613465666771,
0.2356884777545929,
0.01530554611235857,
0.024978023022413254,
0.03367049619555473,
-0.09422527998685837,
-0.07009257376194,
0.215835303068161,
0.1448695808649063,
0.08273301273584366,
0.028299713507294655,
-0.041521936655044556,
0.015894271433353424,
-0.026334969326853752,
0.11307584494352341,
0.07019436359405518,
0.1911293864250183,
-0.045187581330537796,
-0.0026279462035745382,
-0.003508992725983262,
-0.0001493708841735497,
-0.28283607959747314,
0.03990514203906059,
-0.018234029412269592,
-0.05327106639742851,
0.011627418920397758,
0.08430494368076324,
-0.02326434664428234,
-0.060823604464530945,
-0.10783948004245758,
-0.02686794474720955,
-0.08164002746343613,
0.025899425148963928,
0.04057978466153145,
-0.007876084186136723,
0.06356529891490936,
-0.02088531292974949,
0.0704653337597847,
0.11527267098426819,
0.02060193382203579,
-0.06640349328517914,
0.038824550807476044,
0.147084042429924,
-0.005185525398701429,
0.12448384612798691,
0.048665985465049744,
0.06389662623405457,
0.09726887941360474,
-0.006878099404275417,
-0.11941707879304886,
0.0656546875834465,
0.036686450242996216,
-0.022291524335741997,
0.11113302409648895,
0.11287371814250946,
-0.03661010414361954,
-0.04913443699479103,
-0.03610158711671829,
-0.053527530282735825,
0.0058307223953306675,
0.14088483154773712,
0.041420698165893555,
-0.09663460403680801,
0.0928725153207779,
-0.16582094132900238,
0.05669209361076355,
0.10764150321483612,
-0.021413659676909447,
-0.037587717175483704,
-0.07596824318170547,
0.08276830613613129,
0.04502640664577484,
-0.0678822249174118,
-0.0806165412068367,
-0.15758025646209717,
-0.031304553151130676,
-0.09036794304847717,
0.0789778009057045,
-0.17834016680717468,
0.008281754329800606,
-0.020319350063800812,
0.03391282260417938,
-0.14670807123184204,
0.02145758457481861,
0.08759467303752899,
-0.012000455521047115,
0.025183314457535744,
-0.10628539323806763,
-0.05401597544550896,
0.028877494856715202,
-0.1288759410381317,
-0.04438542202115059
] |
null | null | transformers |
# distilbert-base-en-lt-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-lt-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-lt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-lt-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-lt-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-lt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-lt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-lt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.042680080980062485,
0.04596550762653351,
-0.004516474436968565,
0.09117143601179123,
0.08593454957008362,
-0.05254785716533661,
0.12892833352088928,
0.08862318843603134,
-0.04071758687496185,
-0.0019378711003810167,
0.05180450901389122,
0.031250085681676865,
0.02480459213256836,
0.07779592275619507,
-0.050633229315280914,
-0.2481466680765152,
0.007765091024339199,
0.072737917304039,
-0.016615696251392365,
0.07498861104249954,
0.13752776384353638,
-0.07677341997623444,
0.05642258748412132,
0.03185003250837326,
-0.04804329574108124,
0.07384730130434036,
-0.024353522807359695,
-0.10712569952011108,
0.09620162844657898,
0.07767155766487122,
0.10497989505529404,
0.03863098472356796,
0.07297150045633316,
-0.04999050498008728,
0.016772158443927765,
0.010631311684846878,
0.03067653626203537,
0.01191661600023508,
0.00793473981320858,
-0.06460990011692047,
0.021665597334504128,
-0.13091371953487396,
-0.008830249309539795,
0.05133959650993347,
-0.013632982969284058,
-0.13488249480724335,
-0.04945899918675423,
0.05129003897309303,
0.07705079764127731,
0.027466600760817528,
0.012081963941454887,
0.18343886733055115,
-0.05266263335943222,
0.0715561956167221,
0.19083739817142487,
-0.2324720174074173,
-0.05358605831861496,
0.054338887333869934,
0.03975704312324524,
0.018040522933006287,
-0.026565229520201683,
0.04226010665297508,
0.0738215520977974,
0.07763252407312393,
-0.020616652444005013,
-0.09859991073608398,
-0.036289144307374954,
-0.0781392976641655,
-0.0894566997885704,
-0.02950047329068184,
0.16605670750141144,
-0.05444597825407982,
-0.11754798889160156,
-0.07617165893316269,
-0.03698820248246193,
0.18895189464092255,
-0.05703188478946686,
-0.003004712052643299,
-0.0011480592656880617,
-0.026014234870672226,
-0.04079754650592804,
-0.11475329101085663,
-0.14759798347949982,
-0.03480242192745209,
-0.10581831634044647,
0.19077396392822266,
0.06665649265050888,
0.02816060557961464,
-0.05063820257782936,
0.014211761765182018,
-0.06706222891807556,
-0.09160272777080536,
-0.018132025375962257,
-0.09312926977872849,
0.08761834353208542,
0.022927789017558098,
-0.07163836807012558,
-0.11209500581026077,
0.11827044188976288,
0.11850446462631226,
-0.061210278421640396,
-0.008375530131161213,
-0.05721049755811691,
-0.015690196305513382,
0.05846448987722397,
0.10693082958459854,
-0.052307236939668655,
0.02647622860968113,
0.09349265694618225,
-0.0340200811624527,
0.04644821584224701,
0.01554932352155447,
-0.12551289796829224,
-0.08288335055112839,
0.03891212120652199,
0.13983796536922455,
0.020237503573298454,
0.0439830981194973,
0.01271253451704979,
-0.01665908470749855,
0.12067777663469315,
-0.14517483115196228,
0.033034760504961014,
-0.01775062084197998,
0.054259926080703735,
0.18138331174850464,
0.011412079446017742,
-0.03309144079685211,
-0.14561328291893005,
-0.054682862013578415,
-0.0030205443035811186,
-0.014397487975656986,
-0.019877180457115173,
-0.11323962360620499,
0.039085790514945984,
-0.06597806513309479,
-0.0021423238795250654,
-0.17983442544937134,
-0.10198982059955597,
0.04937658831477165,
0.033983539789915085,
-0.015036017633974552,
-0.002832850208505988,
0.031322237104177475,
0.0131079638376832,
-0.013456076383590698,
-0.03323347494006157,
-0.06897252798080444,
-0.027277758345007896,
0.036440152674913406,
0.04244057089090347,
0.07526876777410507,
-0.11061114072799683,
0.019508594647049904,
-0.08034257590770721,
0.0031831031665205956,
-0.1784176081418991,
0.0568508580327034,
-0.07936283200979233,
0.006892733741551638,
-0.10179149359464645,
-0.1298418939113617,
0.0694001093506813,
0.00495059322565794,
0.03084465116262436,
0.10864011943340302,
-0.10999050736427307,
-0.0499960295855999,
0.15617848932743073,
-0.10719002038240433,
-0.020281396806240082,
0.2069958746433258,
0.023153210058808327,
-0.036782145500183105,
0.12322282791137695,
0.04774332046508789,
0.1102311834692955,
-0.09735795855522156,
-0.01058948040008545,
0.07113530486822128,
0.006049758289009333,
-0.020414402708411217,
0.06219499558210373,
-0.013174902647733688,
-0.056492362171411514,
0.021827397868037224,
-0.045750632882118225,
0.028775112703442574,
-0.02250300720334053,
-0.03199025243520737,
-0.04027147591114044,
-0.07931280136108398,
0.10989750176668167,
0.035922471433877945,
0.038031987845897675,
-0.09386583417654037,
-0.06290142238140106,
0.08586511760950089,
0.06186126545071602,
-0.07576026767492294,
0.042516112327575684,
-0.10544653981924057,
0.05976694077253342,
-0.0773046612739563,
0.021027835085988045,
-0.13322725892066956,
-0.04167507216334343,
0.038291387259960175,
-0.023966047912836075,
0.06255336105823517,
0.006392376497387886,
0.06869136542081833,
0.055004868656396866,
-0.07024701684713364,
0.06562408059835434,
0.062082599848508835,
-0.019687388092279434,
-0.006178220734000206,
-0.023529432713985443,
-0.034010063856840134,
-0.041931141167879105,
0.028286727145314217,
-0.01535816304385662,
0.012748589739203453,
-0.0290796160697937,
0.0953117161989212,
-0.05520161613821983,
0.06409880518913269,
0.054860733449459076,
0.055724482983350754,
-0.056914981454610825,
-0.030598195269703865,
0.05343734100461006,
-0.02783983387053013,
-0.04326789081096649,
0.07630857825279236,
0.011618307791650295,
-0.006580847315490246,
0.12620839476585388,
0.03364812955260277,
0.024925580248236656,
-0.006749143823981285,
-0.01627596653997898,
0.017189038917422295,
-0.043020099401474,
-0.057767122983932495,
0.12706616520881653,
0.0044985003769397736,
0.09270232170820236,
-0.10389301180839539,
-0.005009545013308525,
0.006409014575183392,
-0.09623217582702637,
-0.07311416417360306,
0.06156102195382118,
0.005611015483736992,
-0.09940285980701447,
0.0811837688088417,
0.11016897857189178,
-0.05553999915719032,
0.09657327830791473,
-0.03582950681447983,
-0.05502903088927269,
0.060820601880550385,
0.01617647334933281,
0.04094075784087181,
-0.016948532313108444,
-0.03991202265024185,
-0.03709980845451355,
0.08367916941642761,
-0.052091531455516815,
-0.009430212900042534,
-0.10668980330228806,
0.03810352459549904,
0.01922443136572838,
-0.05674918740987778,
-0.036570679396390915,
0.014029323123395443,
0.017710955813527107,
0.052847880870103836,
-0.0005325287347659469,
-0.01703103631734848,
0.02851058728992939,
0.02533978782594204,
-0.02211780473589897,
0.14677733182907104,
-0.12102705240249634,
-0.3310326337814331,
-0.20938169956207275,
-0.11899791657924652,
-0.15044382214546204,
0.0645003393292427,
0.08881118148565292,
-0.10894209146499634,
-0.09875494241714478,
-0.025142788887023926,
0.0665549784898758,
-0.0006557104643434286,
-0.007913917303085327,
0.04181380197405815,
0.024684317409992218,
-0.000151350352098234,
-0.16668231785297394,
-0.01658688858151436,
0.04450640082359314,
-0.11014784872531891,
0.09585642069578171,
-0.05764024704694748,
0.06560289114713669,
0.060760509222745895,
-0.046167436987161636,
-0.008857041597366333,
-0.01816471293568611,
0.09229612350463867,
0.007289954926818609,
0.050948332995176315,
0.2363472431898117,
-0.008050324395298958,
0.06470099091529846,
0.08989936113357544,
0.06069210171699524,
-0.018166396766901016,
0.045645590871572495,
0.008603722788393497,
-0.05385126173496246,
-0.19796323776245117,
-0.063726045191288,
-0.03986865654587746,
0.0632961243391037,
0.05526517704129219,
0.05394153669476509,
-0.025603294372558594,
0.09508532285690308,
-0.07031576335430145,
0.06077532470226288,
0.007662171497941017,
0.07188745588064194,
0.17953428626060486,
0.0021456812974065542,
0.09950181841850281,
-0.06183123216032982,
-0.11472861468791962,
0.10571954399347305,
0.020318379625678062,
0.09082087874412537,
-0.02195798233151436,
0.08712455630302429,
0.05484843626618385,
0.03684430941939354,
0.09516171365976334,
0.22154521942138672,
-0.03277440369129181,
0.021361785009503365,
0.0019565094262361526,
-0.0695914626121521,
-0.030455606058239937,
-0.025438155978918076,
0.051005005836486816,
-0.032004427164793015,
-0.022926848381757736,
-0.038334593176841736,
0.027496041730046272,
0.21423502266407013,
0.06796032190322876,
-0.17262254655361176,
-0.0874614417552948,
0.04430106654763222,
-0.08691857010126114,
-0.08936607092618942,
0.027498884126544,
0.047583695501089096,
-0.11114782094955444,
0.1035994216799736,
0.012734650634229183,
0.09994690120220184,
-0.04049452394247055,
0.020065659657120705,
-0.1499393880367279,
0.06504908204078674,
0.022684823721647263,
0.11734362691640854,
-0.18675893545150757,
0.12043449282646179,
0.02097254805266857,
0.051956672221422195,
-0.10995544493198395,
0.06427846103906631,
0.04490035027265549,
0.06562911719083786,
0.0984257310628891,
-0.010262805037200451,
0.1430123895406723,
-0.11480879783630371,
-0.10507906973361969,
0.0529198981821537,
0.059222955256700516,
0.03307381272315979,
0.08842165023088455,
-0.011630377732217312,
-0.042071208357810974,
-0.018429331481456757,
-0.018812861293554306,
-0.1987747997045517,
-0.16214916110038757,
0.04608793184161186,
0.04270806163549423,
-0.05287095904350281,
-0.04906206205487251,
-0.10509553551673889,
-0.04515678435564041,
0.16735276579856873,
0.07758031785488129,
-0.15917272865772247,
-0.0724121481180191,
-0.08817768096923828,
0.15674328804016113,
-0.09038008749485016,
0.09382063150405884,
-0.05307533219456673,
0.14189667999744415,
-0.07494843751192093,
-0.08483650535345078,
-0.039643000811338425,
-0.10876457393169403,
-0.067255899310112,
0.060444626957178116,
0.16398389637470245,
-0.010809754021465778,
0.03740027919411659,
0.07568173110485077,
-0.020026065409183502,
-0.00027296572807244956,
-0.08944069594144821,
-0.06332290917634964,
0.04239635914564133,
0.12126097828149796,
0.09545788168907166,
-0.09322377294301987,
-0.18766532838344574,
-0.02853122167289257,
0.0028612196911126375,
0.1988167017698288,
0.2010272592306137,
-0.00700880354270339,
0.04438096657395363,
0.27004551887512207,
0.0015329133020713925,
-0.2698233127593994,
-0.181976780295372,
-0.008510535582900047,
0.021639756858348846,
-0.07211635261774063,
-0.13360686600208282,
0.1060183048248291,
0.018370702862739563,
-0.013557413592934608,
-0.0450153574347496,
-0.16659751534461975,
-0.09404227137565613,
0.1956091821193695,
0.06572286039590836,
0.10104339569807053,
-0.11968931555747986,
-0.05009794235229492,
-0.12581701576709747,
-0.1644667387008667,
0.11302116513252258,
-0.05772656947374344,
0.10526155680418015,
-0.024895327165722847,
0.06277730315923691,
0.03053130954504013,
-0.015361563302576542,
0.11779241263866425,
-0.03386961668729782,
-0.03876233473420143,
-0.07705643773078918,
0.02094181999564171,
0.09244406968355179,
0.001154623576439917,
0.17020826041698456,
-0.07129305601119995,
0.0002623695181682706,
0.040081437677145004,
-0.08178165555000305,
-0.06116048991680145,
0.10999233275651932,
0.0014326977543532848,
-0.0871579721570015,
-0.04217880591750145,
-0.008835327811539173,
-0.05600086599588394,
-0.011694368906319141,
0.05803898721933365,
-0.006851181387901306,
0.018348492681980133,
0.14371836185455322,
0.19477619230747223,
-0.14082705974578857,
0.06340745836496353,
-0.022816291078925133,
-0.09083802998065948,
0.03966044634580612,
-0.015508215874433517,
0.055273380130529404,
0.05955757573246956,
0.017535274848341942,
0.05983791872859001,
0.036387380212545395,
-0.039251673966646194,
0.010173374786973,
0.0933733657002449,
-0.07606975734233856,
-0.2143077403306961,
-0.02256385050714016,
-0.05171910673379898,
-0.07877819985151291,
0.10232777893543243,
0.12108486890792847,
-0.03243088722229004,
-0.08897081017494202,
-0.00033258364419452846,
0.02427491918206215,
-0.033135220408439636,
0.1105763241648674,
0.07166899740695953,
0.023882020264863968,
-0.10776672512292862,
0.08505093306303024,
0.10263238102197647,
-0.09185285866260529,
0.008243917487561703,
0.09295918792486191,
-0.07873491197824478,
-0.09594985097646713,
0.040791500359773636,
-0.042270299047231674,
-0.08270280063152313,
-0.06834057718515396,
-0.042238522320985794,
-0.11345048993825912,
0.004183684475719929,
0.07431217283010483,
0.07450419664382935,
-0.02248270995914936,
-0.03882748633623123,
0.01681121066212654,
-0.07514975219964981,
0.06879629194736481,
0.10648246109485626,
0.06929167360067368,
-0.09945008158683777,
0.06570611149072647,
-0.032721709460020065,
0.13375365734100342,
-0.049441684037446976,
-0.015901781618595123,
-0.06517377495765686,
-0.014404365792870522,
-0.26845329999923706,
0.0401744619011879,
-0.13024777173995972,
-0.003719628555700183,
-0.0017400240758433938,
-0.05660136044025421,
-0.012301516719162464,
0.050260238349437714,
-0.06661046296358109,
-0.008920940570533276,
-0.02153334580361843,
0.06752278655767441,
-0.11708933860063553,
-0.0184285007417202,
0.06718486547470093,
-0.042903900146484375,
0.09777430444955826,
0.05096995830535889,
-0.08667216449975967,
0.08113458752632141,
-0.09418535977602005,
-0.11439698189496994,
0.05142524093389511,
0.06820046901702881,
0.048446591943502426,
-0.05448252707719803,
0.02332746982574463,
0.0950460359454155,
0.03972606733441353,
0.013348255306482315,
0.126454159617424,
-0.07061942666769028,
0.015087380073964596,
-0.005252603441476822,
-0.06591005623340607,
-0.016443131491541862,
0.013585555367171764,
0.1396947056055069,
0.062141504138708115,
0.1006142795085907,
-0.09397504478693008,
0.03713618591427803,
-0.038021188229322433,
0.014821765013039112,
-0.0698968917131424,
-0.13766290247440338,
0.015749255195260048,
-0.03120032139122486,
0.005531056318432093,
0.03843287378549576,
0.0968593880534172,
-0.02155768871307373,
0.1319696009159088,
-0.013551227748394012,
0.021471016108989716,
0.08238764107227325,
-0.009303811937570572,
0.1890650987625122,
0.02882053703069687,
-0.044308140873909,
-0.08109604567289352,
-0.006479676812887192,
0.06336937099695206,
-0.006342910695821047,
0.08120011538267136,
0.08328112959861755,
0.01310028787702322,
0.0702267736196518,
0.06766153126955032,
0.05493272468447685,
-0.11118397861719131,
-0.18671421706676483,
0.07342995703220367,
0.04736559838056564,
-0.08598174899816513,
0.08953354507684708,
0.11899933964014053,
-0.06707259267568588,
0.042076047509908676,
0.009830189868807793,
-0.06915849447250366,
-0.12284625321626663,
-0.11783692985773087,
-0.06913542002439499,
-0.0690118744969368,
-0.03243726119399071,
-0.09833703190088272,
-0.006424620747566223,
-0.005586691666394472,
0.0778060331940651,
-0.037045612931251526,
0.18598014116287231,
-0.11738044023513794,
-0.06090975180268288,
0.05904078483581543,
-0.018197163939476013,
0.03563319891691208,
0.09679073095321655,
-0.001045370940119028,
-0.03885602578520775,
0.05834463983774185,
0.03175406530499458,
0.055604539811611176,
0.019822977483272552,
0.036815863102674484,
-0.06277543306350708,
-0.05399958789348602,
-0.05767674744129181,
0.02981828711926937,
0.05147421732544899,
0.1628783941268921,
0.0447370670735836,
-0.03482813015580177,
0.019049348309636116,
0.11090430617332458,
-0.036269411444664,
-0.24044808745384216,
-0.09131207317113876,
0.2304776906967163,
0.013730163685977459,
0.02199709415435791,
0.03293965384364128,
-0.0958825945854187,
-0.07087355852127075,
0.2231975495815277,
0.15294742584228516,
0.07831250876188278,
0.03181242570281029,
-0.04327326640486717,
0.015561534091830254,
-0.02685937099158764,
0.11349758505821228,
0.07814676314592361,
0.1995723694562912,
-0.045167408883571625,
-0.008852589875459671,
-0.008072128519415855,
0.005524411331862211,
-0.27759140729904175,
0.033770494163036346,
-0.015406298451125622,
-0.051938362419605255,
0.008763633668422699,
0.08487937599420547,
-0.02451232634484768,
-0.05447607487440109,
-0.1024310365319252,
-0.025358207523822784,
-0.07890509814023972,
0.02610362134873867,
0.02989594265818596,
-0.009303911589086056,
0.06280224025249481,
-0.024709081277251244,
0.06580599397420883,
0.11608705669641495,
0.018508654087781906,
-0.07902945578098297,
0.030312225222587585,
0.15085214376449585,
0.0025946416426450014,
0.12048346549272537,
0.050487879663705826,
0.06696333736181259,
0.09360584616661072,
-0.002164343371987343,
-0.1163475438952446,
0.06380762904882431,
0.03644676133990288,
-0.031305380165576935,
0.11076982319355011,
0.10430470108985901,
-0.0394025482237339,
-0.048222798854112625,
-0.03804286941885948,
-0.04206744208931923,
0.006402636878192425,
0.15837974846363068,
0.04692227020859718,
-0.10015682131052017,
0.08602152019739151,
-0.16931110620498657,
0.06079576164484024,
0.11237344145774841,
-0.019717512652277946,
-0.03841561824083328,
-0.07387443631887436,
0.07875511050224304,
0.04092223569750786,
-0.07065153867006302,
-0.07767217606306076,
-0.16193610429763794,
-0.026991259306669235,
-0.07907447218894958,
0.07916781306266785,
-0.18247073888778687,
-0.0034441223833709955,
-0.018803492188453674,
0.035437483340501785,
-0.14514172077178955,
0.0256112739443779,
0.09784401953220367,
-0.007642356213182211,
0.024452263489365578,
-0.09937416017055511,
-0.0549251064658165,
0.027131352573633194,
-0.13135498762130737,
-0.04483070969581604
] |
null | null | transformers |
# distilbert-base-en-nl-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-nl-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-nl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-nl-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-nl-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-nl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-nl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-nl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03778129070997238,
0.0591159425675869,
-0.004600014071911573,
0.09303055703639984,
0.07979806512594223,
-0.05649254471063614,
0.1271064728498459,
0.08489679545164108,
-0.03322180360555649,
-0.002421808196231723,
0.05664750933647156,
0.03489457070827484,
0.02298799715936184,
0.07834948599338531,
-0.0491839163005352,
-0.25304797291755676,
0.01068196538835764,
0.07297508418560028,
-0.014227124862372875,
0.07374501973390579,
0.13657669723033905,
-0.07708501070737839,
0.05481654778122902,
0.03478226810693741,
-0.04149343818426132,
0.07523179054260254,
-0.029232706874608994,
-0.10849680751562119,
0.09415183216333389,
0.07483319938182831,
0.10875170677900314,
0.03796890750527382,
0.07247104495763779,
-0.05455237999558449,
0.01621074043214321,
0.0058279382064938545,
0.030349010601639748,
0.012150775641202927,
0.011530203744769096,
-0.06337986141443253,
0.036492615938186646,
-0.13091295957565308,
-0.008279925212264061,
0.04904799163341522,
-0.014079038053750992,
-0.14149980247020721,
-0.04785695672035217,
0.050561390817165375,
0.07392413169145584,
0.028817756101489067,
0.011884529143571854,
0.17625364661216736,
-0.05389157310128212,
0.07307621091604233,
0.18267175555229187,
-0.2337314784526825,
-0.0525701567530632,
0.052353616803884506,
0.038927093148231506,
0.00456423033028841,
-0.030047912150621414,
0.04039306566119194,
0.07075128704309464,
0.07612500339746475,
-0.025982586666941643,
-0.09886817634105682,
-0.03767422214150429,
-0.08116739988327026,
-0.08921626210212708,
-0.033748846501111984,
0.15591032803058624,
-0.04922027513384819,
-0.11451660841703415,
-0.07741028070449829,
-0.03664452210068703,
0.18448831140995026,
-0.05780797824263573,
-0.0036950442008674145,
-0.0034129098057746887,
-0.026209436357021332,
-0.04739946871995926,
-0.11395742744207382,
-0.1459234058856964,
-0.027755901217460632,
-0.10500656068325043,
0.19547685980796814,
0.06605126708745956,
0.029513059183955193,
-0.0463901050388813,
0.011006343178451061,
-0.05831177160143852,
-0.09386790543794632,
-0.015520391054451466,
-0.09269201010465622,
0.08978939056396484,
0.025638608261942863,
-0.06691236793994904,
-0.11028395593166351,
0.1216525137424469,
0.12571482360363007,
-0.06766317039728165,
-0.006472332868725061,
-0.055818427354097366,
-0.01712309755384922,
0.06078646704554558,
0.10858317464590073,
-0.05230959877371788,
0.018789885565638542,
0.09586811810731888,
-0.0368754081428051,
0.052188366651535034,
0.01547958143055439,
-0.12467913329601288,
-0.0807795524597168,
0.04084803909063339,
0.13860495388507843,
0.01631719060242176,
0.04514031112194061,
0.013203423470258713,
-0.01604323647916317,
0.12288882583379745,
-0.14227905869483948,
0.034632593393325806,
-0.016147736459970474,
0.05460478737950325,
0.17997263371944427,
0.010187877342104912,
-0.030659038573503494,
-0.1437578797340393,
-0.05489671230316162,
0.000946675194427371,
-0.01567443646490574,
-0.018631288781762123,
-0.10966204851865768,
0.0445244126021862,
-0.057221293449401855,
0.0010783199686557055,
-0.181165412068367,
-0.09970307350158691,
0.05244634300470352,
0.03604840487241745,
-0.015570120885968208,
-0.002034609904512763,
0.03132933750748634,
0.014589240774512291,
-0.015142193995416164,
-0.03474842384457588,
-0.0733499601483345,
-0.028745003044605255,
0.03601696342229843,
0.04614114761352539,
0.07545915991067886,
-0.11083811521530151,
0.016539283096790314,
-0.08509606122970581,
0.004565998911857605,
-0.17404991388320923,
0.052469462156295776,
-0.07975631207227707,
0.0023981393314898014,
-0.10275500267744064,
-0.13045156002044678,
0.06572618335485458,
0.00205350574105978,
0.034097038209438324,
0.10326992720365524,
-0.09917231649160385,
-0.048589956015348434,
0.1505666822195053,
-0.10766659677028656,
-0.01728021539747715,
0.2102501094341278,
0.021786363795399666,
-0.039652131497859955,
0.12268434464931488,
0.053229011595249176,
0.10180129110813141,
-0.09832672029733658,
-0.01427879836410284,
0.0700637698173523,
0.007883194833993912,
-0.01710856519639492,
0.06298945844173431,
-0.009536025114357471,
-0.05853140726685524,
0.0242752768099308,
-0.025129355490207672,
0.0317796990275383,
-0.020999081432819366,
-0.03387473523616791,
-0.03613588213920593,
-0.07914725691080093,
0.11461427807807922,
0.04192472621798515,
0.035822149366140366,
-0.09217775613069534,
-0.06482848525047302,
0.08134222030639648,
0.06160537153482437,
-0.0780535638332367,
0.04083636775612831,
-0.1057952493429184,
0.060504402965307236,
-0.08244207501411438,
0.018972361460328102,
-0.12974964082241058,
-0.04363377392292023,
0.03972092270851135,
-0.030061716213822365,
0.05989941582083702,
0.0018973660189658403,
0.06948265433311462,
0.05800160765647888,
-0.07151498645544052,
0.06575829535722733,
0.05816887691617012,
-0.01644507795572281,
-0.00564953638240695,
-0.016916396096348763,
-0.03839902952313423,
-0.04177834093570709,
0.029362745583057404,
-0.021624157205224037,
0.00713309645652771,
-0.029886744916439056,
0.10218746215105057,
-0.05670194327831268,
0.061246901750564575,
0.05693928152322769,
0.05832279846072197,
-0.05534171685576439,
-0.028549227863550186,
0.05568801984190941,
-0.03023418039083481,
-0.042623355984687805,
0.07067470252513885,
0.011913134716451168,
-0.001507300534285605,
0.12216229736804962,
0.029469270259141922,
0.02839847281575203,
-0.004122898448258638,
-0.020165160298347473,
0.015935396775603294,
-0.039814915508031845,
-0.054824165999889374,
0.13034170866012573,
0.005479835439473391,
0.09178332984447479,
-0.10308657586574554,
-0.004116303287446499,
0.00576868886128068,
-0.09770532697439194,
-0.0745178610086441,
0.06698759645223618,
0.0016461489722132683,
-0.10809598118066788,
0.08236737549304962,
0.11269412189722061,
-0.060811225324869156,
0.09962762892246246,
-0.03599829971790314,
-0.0531344972550869,
0.05613157898187637,
0.01506966445595026,
0.03940166160464287,
-0.016458386555314064,
-0.0417260117828846,
-0.029411621391773224,
0.08359424769878387,
-0.05376005545258522,
-0.006537802051752806,
-0.1027057096362114,
0.03806835785508156,
0.0178702250123024,
-0.056791797280311584,
-0.032924626022577286,
0.016216978430747986,
0.01899115927517414,
0.05003591999411583,
-0.002107989974319935,
-0.02008088305592537,
0.030794106423854828,
0.025549791753292084,
-0.017510734498500824,
0.14761462807655334,
-0.11733345687389374,
-0.33340728282928467,
-0.2084900438785553,
-0.11845552176237106,
-0.1569644957780838,
0.06283021718263626,
0.08792997151613235,
-0.1052422896027565,
-0.09854162484407425,
-0.026436833664774895,
0.06861027330160141,
-0.0019435030408203602,
-0.010564875788986683,
0.04024122655391693,
0.023990415036678314,
0.001403176924213767,
-0.16618481278419495,
-0.018661193549633026,
0.04217204451560974,
-0.10951228439807892,
0.09167907387018204,
-0.05603598430752754,
0.0697634369134903,
0.05594193562865257,
-0.04754917696118355,
-0.01005586702376604,
-0.013893927447497845,
0.09758087247610092,
0.007410119287669659,
0.04990319907665253,
0.23960460722446442,
-0.008001288399100304,
0.06310531497001648,
0.0910167470574379,
0.061962321400642395,
-0.017433730885386467,
0.04447353258728981,
0.011394646018743515,
-0.05536668375134468,
-0.19351395964622498,
-0.06819722801446915,
-0.037961214780807495,
0.06725377589464188,
0.05720106512308121,
0.05338945984840393,
-0.027698950842022896,
0.09221005439758301,
-0.0712229311466217,
0.057747382670640945,
0.012183424085378647,
0.07186301052570343,
0.18614274263381958,
0.004112907685339451,
0.09770311415195465,
-0.06271325051784515,
-0.12214966863393784,
0.10243603587150574,
0.02527792751789093,
0.0790107324719429,
-0.02159114181995392,
0.08517003804445267,
0.05271536856889725,
0.0355958454310894,
0.09643971174955368,
0.2206229716539383,
-0.032268550246953964,
0.0209297314286232,
0.0016644608695060015,
-0.0701664388179779,
-0.03386429324746132,
-0.02726321667432785,
0.05416715145111084,
-0.03299403935670853,
-0.02230903133749962,
-0.04591851308941841,
0.02611842006444931,
0.20558792352676392,
0.07338562607765198,
-0.17442971467971802,
-0.09040679782629013,
0.04173668473958969,
-0.08974992483854294,
-0.08677162975072861,
0.031643789261579514,
0.043475743383169174,
-0.11303836107254028,
0.10426149517297745,
0.010450892150402069,
0.09863743931055069,
-0.048474740236997604,
0.02128496952354908,
-0.15317781269550323,
0.06329870223999023,
0.025790544226765633,
0.1205032616853714,
-0.1800236850976944,
0.1236291155219078,
0.020494965836405754,
0.054645124822854996,
-0.10639302432537079,
0.06336776167154312,
0.04110085591673851,
0.05727768316864967,
0.097862608730793,
-0.013134976848959923,
0.1311585009098053,
-0.12739941477775574,
-0.10489890724420547,
0.05311078578233719,
0.05509832873940468,
0.03886711597442627,
0.0883394256234169,
-0.0071210674941539764,
-0.042416661977767944,
-0.02097960002720356,
-0.01852402091026306,
-0.20517615973949432,
-0.16736221313476562,
0.04502151906490326,
0.04691779240965843,
-0.050234220921993256,
-0.046190958470106125,
-0.10240653157234192,
-0.039880093187093735,
0.16917039453983307,
0.08238755911588669,
-0.15823453664779663,
-0.07270285487174988,
-0.08552149683237076,
0.15895476937294006,
-0.09083294123411179,
0.09179892390966415,
-0.05610749125480652,
0.1378837525844574,
-0.07870738208293915,
-0.08440596610307693,
-0.04102715104818344,
-0.10753343254327774,
-0.06994152069091797,
0.06159673631191254,
0.16389161348342896,
-0.00793536752462387,
0.03497922420501709,
0.07926169037818909,
-0.01914084143936634,
0.0003596615861169994,
-0.09025639295578003,
-0.06510378420352936,
0.04319213330745697,
0.12309109419584274,
0.08878371864557266,
-0.09183773398399353,
-0.1741226315498352,
-0.025331690907478333,
0.0075661917217075825,
0.19897019863128662,
0.20325954258441925,
-0.004960227757692337,
0.04503725841641426,
0.2782890796661377,
0.0019244423601776361,
-0.27129727602005005,
-0.19402000308036804,
-0.0076587689109146595,
0.01940150186419487,
-0.07259766757488251,
-0.13240543007850647,
0.11373978853225708,
0.02549760788679123,
-0.0155530059710145,
-0.05267193168401718,
-0.16438709199428558,
-0.09119967371225357,
0.1954641342163086,
0.06489866971969604,
0.10478074103593826,
-0.11427460610866547,
-0.046618688851594925,
-0.13007622957229614,
-0.16832265257835388,
0.11734944581985474,
-0.05514022707939148,
0.105129674077034,
-0.02434515953063965,
0.06495194137096405,
0.031098095700144768,
-0.016706086695194244,
0.1180296540260315,
-0.03431308642029762,
-0.037611011415719986,
-0.07488525658845901,
0.021414203569293022,
0.0897006094455719,
0.001120809349231422,
0.16955894231796265,
-0.0715649351477623,
-0.0018748524598777294,
0.03445844724774361,
-0.08502240478992462,
-0.060155097395181656,
0.11609543114900589,
0.00012110755051253363,
-0.08622638881206512,
-0.04063216224312782,
-0.006323831621557474,
-0.050747424364089966,
-0.008489750325679779,
0.06967373192310333,
-0.0023574093356728554,
0.01616453006863594,
0.15383301675319672,
0.19055674970149994,
-0.13507694005966187,
0.06786032021045685,
-0.023998575285077095,
-0.09145388007164001,
0.03873728960752487,
-0.006008685100823641,
0.056022658944129944,
0.0621589720249176,
0.013983715325593948,
0.05558979511260986,
0.03324807807803154,
-0.04050110653042793,
0.008700812235474586,
0.08894771337509155,
-0.07639889419078827,
-0.21001167595386505,
-0.021653683856129646,
-0.05006588622927666,
-0.07478275895118713,
0.1032581776380539,
0.12221929430961609,
-0.031289663165807724,
-0.08829928189516068,
-0.0008902187692001462,
0.025322847068309784,
-0.032738327980041504,
0.10843052715063095,
0.06872592121362686,
0.025422198697924614,
-0.10631465911865234,
0.0864860936999321,
0.10658258199691772,
-0.09839379042387009,
0.008753877133131027,
0.09120256453752518,
-0.07636940479278564,
-0.09716909378767014,
0.03312535583972931,
-0.03730237856507301,
-0.07923623919487,
-0.07170616835355759,
-0.04142652451992035,
-0.10786695778369904,
0.0010517725022509694,
0.07411891967058182,
0.07593270391225815,
-0.021693691611289978,
-0.03743895888328552,
0.015148229897022247,
-0.07834050804376602,
0.07265323400497437,
0.1088704839348793,
0.0673070177435875,
-0.09469988197088242,
0.05304446071386337,
-0.0344991609454155,
0.13014936447143555,
-0.04974491521716118,
-0.016650361940264702,
-0.07098908722400665,
-0.015839312225580215,
-0.26484888792037964,
0.042004410177469254,
-0.1357998251914978,
-0.0011478709056973457,
-0.0031367975752800703,
-0.055585041642189026,
-0.012479578144848347,
0.04961853101849556,
-0.06693341583013535,
-0.008211103267967701,
-0.0196547694504261,
0.06767410784959793,
-0.117158442735672,
-0.022077804431319237,
0.06672951579093933,
-0.04168951138854027,
0.09643194079399109,
0.04867693409323692,
-0.08245392888784409,
0.07978405803442001,
-0.09983961284160614,
-0.11063908785581589,
0.04930936172604561,
0.06692954897880554,
0.04612194374203682,
-0.054253287613391876,
0.022542331367731094,
0.09660598635673523,
0.04115302488207817,
0.013067849911749363,
0.13018649816513062,
-0.07339556515216827,
0.008831930346786976,
-0.004860204644501209,
-0.07277430593967438,
-0.016813702881336212,
0.013770349323749542,
0.13517923653125763,
0.060324497520923615,
0.10366333276033401,
-0.0972057357430458,
0.0388312041759491,
-0.034232448786497116,
0.0166265107691288,
-0.06710179150104523,
-0.1386645883321762,
0.0136479577049613,
-0.03042258694767952,
0.004302159417420626,
0.039069242775440216,
0.10232983529567719,
-0.0205503199249506,
0.13282817602157593,
-0.016019601374864578,
0.010998747311532497,
0.08448874205350876,
-0.0094144931063056,
0.19030407071113586,
0.028356783092021942,
-0.044275302439928055,
-0.0785607174038887,
-0.007290619425475597,
0.06202170252799988,
0.007141041569411755,
0.07673746347427368,
0.09305950254201889,
0.012955151498317719,
0.07261927425861359,
0.06266274303197861,
0.060354363173246384,
-0.11176875233650208,
-0.1872597336769104,
0.07793917506933212,
0.048559270799160004,
-0.08979902416467667,
0.0867907926440239,
0.1145792230963707,
-0.06456761062145233,
0.04183630645275116,
0.013869980350136757,
-0.06927227973937988,
-0.12374208122491837,
-0.1262085884809494,
-0.070832259953022,
-0.06433629989624023,
-0.029084257781505585,
-0.09676478058099747,
-0.008481155149638653,
-0.00820471066981554,
0.07849834114313126,
-0.04187925159931183,
0.18418432772159576,
-0.1170172467827797,
-0.056272126734256744,
0.05613002926111221,
-0.01755129173398018,
0.03382478281855583,
0.10247832536697388,
-0.0007087936974130571,
-0.04427548497915268,
0.05804654583334923,
0.03130529448390007,
0.05552465841174126,
0.018574722111225128,
0.03441641852259636,
-0.060716934502124786,
-0.05519658699631691,
-0.058134131133556366,
0.029951905831694603,
0.05835253372788429,
0.16615751385688782,
0.04442272707819939,
-0.036736972630023956,
0.016546981409192085,
0.10614555329084396,
-0.032139308750629425,
-0.23489020764827728,
-0.0895732194185257,
0.2409798949956894,
0.011304773390293121,
0.023446476086974144,
0.028935758396983147,
-0.09519683569669724,
-0.07173138856887817,
0.22058188915252686,
0.15120989084243774,
0.08393264561891556,
0.03223775327205658,
-0.043731335550546646,
0.01602049730718136,
-0.02614758536219597,
0.11203154921531677,
0.07480482757091522,
0.2019837349653244,
-0.04261757433414459,
-0.017763815820217133,
-0.0077062370255589485,
0.002500946633517742,
-0.2826153337955475,
0.03742624446749687,
-0.016981670632958412,
-0.05368509143590927,
0.005605387035757303,
0.08431275188922882,
-0.035077404230833054,
-0.056886814534664154,
-0.10094032436609268,
-0.026646869257092476,
-0.07963469624519348,
0.028182918205857277,
0.029645884409546852,
-0.0076049561612308025,
0.06379354745149612,
-0.023762058466672897,
0.06367015093564987,
0.1111990436911583,
0.020429784432053566,
-0.07818198204040527,
0.03867845982313156,
0.144745334982872,
0.010723238810896873,
0.13021376729011536,
0.051252856850624084,
0.06992284953594208,
0.09770378470420837,
-0.004793589003384113,
-0.11533845961093903,
0.06758246570825577,
0.03960978612303734,
-0.030335772782564163,
0.10941067337989807,
0.10705743730068207,
-0.038807302713394165,
-0.041991185396909714,
-0.037694890052080154,
-0.04725056141614914,
0.005494860000908375,
0.15089453756809235,
0.0464533194899559,
-0.09681244939565659,
0.08693637698888779,
-0.16665227711200714,
0.06011426821351051,
0.11459192633628845,
-0.020734082907438278,
-0.04088491573929787,
-0.07418253272771835,
0.08218362927436829,
0.03782128542661667,
-0.0763808935880661,
-0.07916145026683807,
-0.16048626601696014,
-0.02831033058464527,
-0.08567728102207184,
0.07754423469305038,
-0.17658072710037231,
-0.0014212812529876828,
-0.017878001555800438,
0.034962352365255356,
-0.14384892582893372,
0.024289483204483986,
0.09265173226594925,
-0.012739397585391998,
0.0262723620980978,
-0.10095445811748505,
-0.05341663956642151,
0.021986886858940125,
-0.13185100257396698,
-0.04474155604839325
] |
null | null | transformers |
# distilbert-base-en-no-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-no-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-no-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-no-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-no-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-no-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-no-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-no-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.042228154838085175,
0.058656927198171616,
-0.004653334151953459,
0.089769646525383,
0.08452620357275009,
-0.05444606766104698,
0.12970656156539917,
0.08524305373430252,
-0.03753027319908142,
0.0012836960377171636,
0.05582811310887337,
0.030475208535790443,
0.02768709696829319,
0.08029773086309433,
-0.05189518630504608,
-0.25272849202156067,
0.009414163418114185,
0.07204573601484299,
-0.005745106376707554,
0.07494903355836868,
0.13678620755672455,
-0.07946522533893585,
0.053658757358789444,
0.03278173878788948,
-0.045193690806627274,
0.0693584755063057,
-0.027836883440613747,
-0.10766803473234177,
0.09414409846067429,
0.07260631024837494,
0.10734856873750687,
0.04222935065627098,
0.0681610032916069,
-0.04407767206430435,
0.016957970336079597,
0.008083423599600792,
0.031994882971048355,
0.014708612114191055,
0.014763339422643185,
-0.062265463173389435,
0.019798099994659424,
-0.12613070011138916,
-0.006979469675570726,
0.05262839421629906,
-0.01762436330318451,
-0.14008282124996185,
-0.051251400262117386,
0.04846964776515961,
0.07561422139406204,
0.030854377895593643,
0.009349518455564976,
0.17534244060516357,
-0.050716012716293335,
0.06837280839681625,
0.18159255385398865,
-0.23129728436470032,
-0.0534014031291008,
0.04808107763528824,
0.040292855352163315,
0.01446821354329586,
-0.03306477144360542,
0.03679162636399269,
0.06703818589448929,
0.07766126841306686,
-0.02569846622645855,
-0.09717679768800735,
-0.0343422070145607,
-0.08635786920785904,
-0.08544836938381195,
-0.03239523246884346,
0.16040527820587158,
-0.04949788749217987,
-0.11973059922456741,
-0.07755227386951447,
-0.040419839322566986,
0.18402312695980072,
-0.057416219264268875,
-0.003576673800125718,
-0.0017973706126213074,
-0.02351526729762554,
-0.0504157729446888,
-0.11315900087356567,
-0.14817260205745697,
-0.03227466717362404,
-0.10586056858301163,
0.18607430160045624,
0.06474687904119492,
0.03140103444457054,
-0.048569053411483765,
0.010243640281260014,
-0.0619288869202137,
-0.0958925262093544,
-0.012793443165719509,
-0.09531919658184052,
0.09004233032464981,
0.02572106383740902,
-0.07104874402284622,
-0.11364191770553589,
0.12232232093811035,
0.12744508683681488,
-0.07080283761024475,
-0.005126058589667082,
-0.05689152330160141,
-0.01736621931195259,
0.06340653449296951,
0.10808884352445602,
-0.05421075224876404,
0.021764399483799934,
0.09466034173965454,
-0.03509887680411339,
0.04916910082101822,
0.015170062892138958,
-0.12010268121957779,
-0.08209249377250671,
0.047105077654123306,
0.13646391034126282,
0.019326718524098396,
0.04324301704764366,
0.011629790998995304,
-0.017530713230371475,
0.12702323496341705,
-0.141127347946167,
0.031106598675251007,
-0.013358291238546371,
0.056457724422216415,
0.1844683140516281,
0.006711900699883699,
-0.029592210426926613,
-0.14468035101890564,
-0.055433984845876694,
-0.000483719544718042,
-0.01343435887247324,
-0.01745942421257496,
-0.10719258338212967,
0.03933531790971756,
-0.06545200198888779,
-0.0021519185975193977,
-0.18006935715675354,
-0.09659214317798615,
0.05006163567304611,
0.03537346050143242,
-0.017785072326660156,
-0.0014242078177630901,
0.037343092262744904,
0.018353892490267754,
-0.0151216397061944,
-0.036236509680747986,
-0.06871718913316727,
-0.0272637028247118,
0.038896698504686356,
0.04360897094011307,
0.07244601100683212,
-0.109852135181427,
0.019114039838314056,
-0.08673973381519318,
0.003356519853696227,
-0.18341559171676636,
0.053935013711452484,
-0.07616401463747025,
0.003252154914662242,
-0.10559909045696259,
-0.12574239075183868,
0.06782571226358414,
-0.0008961127023212612,
0.03403346240520477,
0.10877855122089386,
-0.10253991186618805,
-0.04695219174027443,
0.1526675671339035,
-0.10837727785110474,
-0.018331198021769524,
0.21148382127285004,
0.02354775182902813,
-0.03999733552336693,
0.12267421931028366,
0.050681568682193756,
0.09205681085586548,
-0.09663962572813034,
-0.012060885317623615,
0.06615887582302094,
0.006726768799126148,
-0.013113174587488174,
0.06865093111991882,
-0.021962210536003113,
-0.05349021032452583,
0.0232672318816185,
-0.02587701566517353,
0.025743234902620316,
-0.021624421700835228,
-0.031709205359220505,
-0.03631306067109108,
-0.07936996221542358,
0.11208084970712662,
0.04230089485645294,
0.03860257938504219,
-0.09176336973905563,
-0.06663669645786285,
0.07111603766679764,
0.055202022194862366,
-0.07575259357690811,
0.04050338268280029,
-0.10201647132635117,
0.06484365463256836,
-0.08671066910028458,
0.017613237723708153,
-0.1341792643070221,
-0.0355096273124218,
0.04064248874783516,
-0.018001656979322433,
0.05771097168326378,
-0.00048236578004434705,
0.06960578262805939,
0.058074865490198135,
-0.0724966749548912,
0.06387928128242493,
0.06328762322664261,
-0.014954120852053165,
-0.007730129174888134,
-0.015571768395602703,
-0.037037625908851624,
-0.04200172796845436,
0.033866725862026215,
-0.014152536168694496,
0.008605717681348324,
-0.029714303091168404,
0.09896090626716614,
-0.0561378113925457,
0.05805935710668564,
0.057866171002388,
0.052904967218637466,
-0.0526311919093132,
-0.029703618958592415,
0.05848275497555733,
-0.02535935863852501,
-0.040655557066202164,
0.07050202041864395,
0.011676614172756672,
0.0002663156483322382,
0.12490023672580719,
0.02840343676507473,
0.023361412808299065,
-0.0046127233654260635,
-0.01914202608168125,
0.017542555928230286,
-0.039168573915958405,
-0.05452174320816994,
0.13234826922416687,
0.007064645178616047,
0.09226581454277039,
-0.10109050571918488,
0.001808352186344564,
0.00876137986779213,
-0.09800655394792557,
-0.0709475576877594,
0.061103612184524536,
0.000008266120858024806,
-0.10788371413946152,
0.08420641720294952,
0.11595866829156876,
-0.05686277896165848,
0.09678135812282562,
-0.0384853258728981,
-0.054676514118909836,
0.05632615461945534,
0.01214755978435278,
0.038984838873147964,
-0.016155214980244637,
-0.04478994756937027,
-0.031252942979335785,
0.08512865006923676,
-0.052788592875003815,
-0.009581763297319412,
-0.10078570991754532,
0.04206555336713791,
0.015711765736341476,
-0.05304235592484474,
-0.03305402770638466,
0.013910163193941116,
0.01778988167643547,
0.04928794503211975,
0.0023550104815512896,
-0.014173098839819431,
0.03310538828372955,
0.026112215593457222,
-0.021374084055423737,
0.14719466865062714,
-0.11562132835388184,
-0.3208257257938385,
-0.20360632240772247,
-0.11939092725515366,
-0.15152551233768463,
0.06562146544456482,
0.08991048485040665,
-0.10275420546531677,
-0.09437795728445053,
-0.024876898154616356,
0.06713046133518219,
-0.004661292769014835,
-0.01114097610116005,
0.03821125999093056,
0.021533308550715446,
0.0025210401508957148,
-0.16125141084194183,
-0.018076766282320023,
0.04227851331233978,
-0.11413548141717911,
0.09586334228515625,
-0.058112308382987976,
0.06497351825237274,
0.053485166281461716,
-0.04466985538601875,
-0.010965862311422825,
-0.017209740355610847,
0.09556817263364792,
0.008323665708303452,
0.051876574754714966,
0.24215179681777954,
-0.008027373813092709,
0.06523560732603073,
0.09352027624845505,
0.061364512890577316,
-0.014703107066452503,
0.04228660464286804,
0.00784708745777607,
-0.05257878452539444,
-0.19202443957328796,
-0.06229284778237343,
-0.03563553839921951,
0.06686804443597794,
0.05560287833213806,
0.05098455026745796,
-0.026085486635565758,
0.09955856204032898,
-0.07124419510364532,
0.05317552387714386,
0.012723804451525211,
0.073078952729702,
0.1749270111322403,
0.004348213784396648,
0.10216926783323288,
-0.05955934152007103,
-0.1134999692440033,
0.10291092097759247,
0.022951269522309303,
0.07939989864826202,
-0.019668227061629295,
0.08793341368436813,
0.05380786582827568,
0.03674080967903137,
0.09873561561107635,
0.22026486694812775,
-0.02900754287838936,
0.022079799324274063,
-0.0032426202669739723,
-0.06963609904050827,
-0.03883897885680199,
-0.030040564015507698,
0.05916212126612663,
-0.032940201461315155,
-0.025590792298316956,
-0.05131591856479645,
0.02514759451150894,
0.21486850082874298,
0.0712972953915596,
-0.17537108063697815,
-0.09369900822639465,
0.04129880294203758,
-0.09034451842308044,
-0.09018141031265259,
0.02929631993174553,
0.03697739169001579,
-0.11795102804899216,
0.09963371604681015,
0.00757100572809577,
0.09935063123703003,
-0.04508555307984352,
0.022912485525012016,
-0.15701870620250702,
0.05884372815489769,
0.023712346330285072,
0.11739309132099152,
-0.18611814081668854,
0.11925018578767776,
0.020525159314274788,
0.05636698380112648,
-0.10789243876934052,
0.06461718678474426,
0.04539107903838158,
0.056849975138902664,
0.09792427718639374,
-0.01591780222952366,
0.13849101960659027,
-0.12095605581998825,
-0.10652077943086624,
0.05369266867637634,
0.0553286038339138,
0.02828047424554825,
0.0857425406575203,
-0.007386855315417051,
-0.03996380791068077,
-0.022506384178996086,
-0.012043830938637257,
-0.20750844478607178,
-0.1632518768310547,
0.04735527187585831,
0.03897532448172569,
-0.04518696293234825,
-0.04613940417766571,
-0.10277581959962845,
-0.04020165279507637,
0.16335438191890717,
0.07376802712678909,
-0.16115769743919373,
-0.07439077645540237,
-0.0866004005074501,
0.15769365429878235,
-0.0896819680929184,
0.09403051435947418,
-0.060774579644203186,
0.13817258179187775,
-0.0759948194026947,
-0.08225538581609726,
-0.03746447712182999,
-0.10878099501132965,
-0.07577996701002121,
0.05677030608057976,
0.16287179291248322,
-0.011254360899329185,
0.033865828067064285,
0.07595504075288773,
-0.013363762758672237,
-0.004295702092349529,
-0.08614862710237503,
-0.05976150557398796,
0.04185372218489647,
0.13651297986507416,
0.08866436779499054,
-0.08909515291452408,
-0.18827678263187408,
-0.026468591764569283,
0.0048379539512097836,
0.19804830849170685,
0.201542928814888,
-0.004241653718054295,
0.044039350003004074,
0.2858225405216217,
0.006119975820183754,
-0.26820123195648193,
-0.1938781589269638,
-0.005454304162412882,
0.018772156909108162,
-0.07263932377099991,
-0.13461564481258392,
0.10879425704479218,
0.026903986930847168,
-0.017371593043208122,
-0.054800283163785934,
-0.15726996958255768,
-0.09069258719682693,
0.1949799656867981,
0.06571918725967407,
0.10381462424993515,
-0.12255934625864029,
-0.05026836320757866,
-0.12816886603832245,
-0.16877202689647675,
0.1114029660820961,
-0.0537915900349617,
0.1064787358045578,
-0.02393653616309166,
0.058259811252355576,
0.027919309213757515,
-0.019931351765990257,
0.11763991415500641,
-0.036479782313108444,
-0.042150817811489105,
-0.07378853112459183,
0.016183629631996155,
0.09722095727920532,
0.001040237140841782,
0.16564632952213287,
-0.06663409620523453,
0.0009248759015463293,
0.03781726211309433,
-0.08282802253961563,
-0.06281012296676636,
0.10902311652898788,
0.00037830843939445913,
-0.08616756647825241,
-0.038759130984544754,
-0.00653760926797986,
-0.05410894751548767,
-0.010003156960010529,
0.06530895084142685,
-0.007259862031787634,
0.01926179602742195,
0.1561431735754013,
0.1882728785276413,
-0.1375861018896103,
0.05935141071677208,
-0.029246443882584572,
-0.09575356543064117,
0.04003303125500679,
-0.004804032854735851,
0.055610839277505875,
0.05866245925426483,
0.014318278059363365,
0.05713054537773132,
0.035581909120082855,
-0.041542693972587585,
0.014189663343131542,
0.08403431624174118,
-0.07697467505931854,
-0.2083343118429184,
-0.017537182196974754,
-0.04261288791894913,
-0.07987520843744278,
0.10499681532382965,
0.12213130295276642,
-0.026469791308045387,
-0.0908433124423027,
-0.0021569582168012857,
0.02622518315911293,
-0.031451061367988586,
0.10810407996177673,
0.06629343330860138,
0.02635696716606617,
-0.10712218284606934,
0.09082216024398804,
0.10892575979232788,
-0.09920191019773483,
0.009487055242061615,
0.08718904852867126,
-0.0788990706205368,
-0.09672103077173233,
0.03444032743573189,
-0.036210667341947556,
-0.07539939880371094,
-0.06880205124616623,
-0.0415140837430954,
-0.10968825966119766,
0.0019640419632196426,
0.07434945553541183,
0.07431269437074661,
-0.02242492511868477,
-0.03868759050965309,
0.0159099493175745,
-0.07560662925243378,
0.07057462632656097,
0.10633760690689087,
0.06659562140703201,
-0.09091196954250336,
0.053418103605508804,
-0.03257697448134422,
0.1267387419939041,
-0.049491096287965775,
-0.01815164089202881,
-0.06829958409070969,
-0.017175771296024323,
-0.2664302587509155,
0.04303839057683945,
-0.13311472535133362,
-0.005196999292820692,
-0.004202112555503845,
-0.055279072374105453,
-0.009834352880716324,
0.04682035371661186,
-0.06431721150875092,
-0.008766550570726395,
-0.020559951663017273,
0.06655903905630112,
-0.11742177605628967,
-0.018083088099956512,
0.06586549431085587,
-0.04294402152299881,
0.09992289543151855,
0.054029688239097595,
-0.08334074169397354,
0.0712309181690216,
-0.09591631591320038,
-0.11374947428703308,
0.04290912300348282,
0.06052389740943909,
0.044960249215364456,
-0.05394364893436432,
0.02215476520359516,
0.09458628296852112,
0.03896746411919594,
0.013351972214877605,
0.13945740461349487,
-0.07161843031644821,
0.010153421200811863,
0.00011633306712610647,
-0.06899204105138779,
-0.020040223374962807,
0.011873075738549232,
0.13801808655261993,
0.06139345094561577,
0.10333824902772903,
-0.09556260704994202,
0.041664913296699524,
-0.03707194700837135,
0.017039740458130836,
-0.06787003576755524,
-0.13788510859012604,
0.012821841984987259,
-0.03099057823419571,
0.006175976246595383,
0.03867141529917717,
0.09961874783039093,
-0.022516202181577682,
0.1389935463666916,
-0.013225454837083817,
0.017615243792533875,
0.08762479573488235,
-0.00761067820712924,
0.19399642944335938,
0.028444435447454453,
-0.0464446097612381,
-0.07960298657417297,
-0.0038930061273276806,
0.05826408416032791,
0.0006319470703601837,
0.07444421947002411,
0.09452073276042938,
0.010279400274157524,
0.07164449989795685,
0.05771644040942192,
0.059094954282045364,
-0.1084006205201149,
-0.18630564212799072,
0.0803605169057846,
0.04478168487548828,
-0.08838187158107758,
0.08663158118724823,
0.11701499670743942,
-0.06470748782157898,
0.0391508974134922,
0.009011812508106232,
-0.06773786246776581,
-0.11922856420278549,
-0.11982567608356476,
-0.06901838630437851,
-0.06272812187671661,
-0.030567005276679993,
-0.09342252463102341,
-0.00875869020819664,
0.005596731789410114,
0.07537958025932312,
-0.04118579998612404,
0.18683262169361115,
-0.11367178708314896,
-0.05918430909514427,
0.05977229028940201,
-0.016181817278265953,
0.03407186642289162,
0.10156431794166565,
-0.0050870394334197044,
-0.03831518813967705,
0.05995123088359833,
0.035016775131225586,
0.05379243940114975,
0.01754702255129814,
0.03434155136346817,
-0.05983028933405876,
-0.05921837314963341,
-0.05581412464380264,
0.031059280037879944,
0.05493051931262016,
0.17033584415912628,
0.04010126739740372,
-0.03180471062660217,
0.019069142639636993,
0.10710106045007706,
-0.033809587359428406,
-0.22985796630382538,
-0.09219563752412796,
0.2411181479692459,
0.010353755205869675,
0.020754564553499222,
0.03197402507066727,
-0.09886352717876434,
-0.06786009669303894,
0.21860477328300476,
0.14988207817077637,
0.07775575667619705,
0.028664998710155487,
-0.03837667405605316,
0.014007968828082085,
-0.026509083807468414,
0.11345755308866501,
0.07171991467475891,
0.19371820986270905,
-0.047210630029439926,
-0.006659515667706728,
-0.004326729569584131,
0.0008672192925587296,
-0.2845081090927124,
0.039433352649211884,
-0.019267229363322258,
-0.049337733536958694,
0.007494697347283363,
0.08592889457941055,
-0.027076004073023796,
-0.06421389430761337,
-0.10044573992490768,
-0.025929946452379227,
-0.0811287984251976,
0.02824965864419937,
0.02945672906935215,
-0.005928226746618748,
0.06400540471076965,
-0.02056027576327324,
0.06922503560781479,
0.11289728432893753,
0.019608862698078156,
-0.06978006660938263,
0.03820277750492096,
0.14623616635799408,
0.0010240321280434728,
0.1291845738887787,
0.049356650561094284,
0.0691293478012085,
0.09891755878925323,
-0.002179268514737487,
-0.11533193290233612,
0.0701756402850151,
0.037667255848646164,
-0.027600185945630074,
0.11144158244132996,
0.10853461176156998,
-0.037105489522218704,
-0.04510512948036194,
-0.03767574578523636,
-0.049223076552152634,
0.008422698825597763,
0.1529950201511383,
0.04364514723420143,
-0.0967075452208519,
0.09104660898447037,
-0.1671210080385208,
0.061341870576143265,
0.1084042340517044,
-0.021789604797959328,
-0.039357222616672516,
-0.07353507727384567,
0.0822015255689621,
0.04207361862063408,
-0.07821084558963776,
-0.08130903542041779,
-0.16400378942489624,
-0.026073617860674858,
-0.08262018114328384,
0.07820044457912445,
-0.18104279041290283,
0.0010404731146991253,
-0.017010129988193512,
0.03625509887933731,
-0.14531706273555756,
0.018921751528978348,
0.08601051568984985,
-0.01140676811337471,
0.02473907172679901,
-0.09508731961250305,
-0.055686917155981064,
0.025338344275951385,
-0.13466744124889374,
-0.04317818582057953
] |
null | null | transformers |
# distilbert-base-en-pl-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-pl-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-pl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-pl-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-pl-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03557207062840462,
0.015509015880525112,
-0.005092511884868145,
0.1009209081530571,
0.09666953235864639,
-0.018216390162706375,
0.14383457601070404,
0.08106515556573868,
-0.0059085809625685215,
-0.0025856925640255213,
0.047712840139865875,
0.033025454729795456,
0.02595849335193634,
0.059563975781202316,
-0.026907438412308693,
-0.27554604411125183,
-0.012351044453680515,
0.05870863422751427,
-0.02955482341349125,
0.07218614965677261,
0.12470288574695587,
-0.06834540516138077,
0.06344030052423477,
0.04205833747982979,
-0.0675683319568634,
0.07310093939304352,
-0.03966497629880905,
-0.09769076853990555,
0.08762931078672409,
0.07118869572877884,
0.1023460403084755,
0.023471668362617493,
0.06647610664367676,
-0.03569256141781807,
0.009000612422823906,
-0.0020062183029949665,
0.022169694304466248,
0.009419675916433334,
-0.001758767757564783,
-0.06454918533563614,
0.06253985315561295,
-0.11304796487092972,
0.006585416849702597,
0.06223621219396591,
-0.0270665492862463,
-0.11346826702356339,
-0.06069052591919899,
0.03436792269349098,
0.07783656567335129,
0.022435639053583145,
0.020302945747971535,
0.1266757696866989,
-0.04534356668591499,
0.06503493338823318,
0.1954408437013626,
-0.2280777543783188,
-0.05991373956203461,
0.06609275937080383,
0.06601021438837051,
0.0062381550669670105,
-0.016503823921084404,
0.056306399405002594,
0.04652593657374382,
0.09234759211540222,
-0.044853582978248596,
-0.10831846296787262,
0.004052691161632538,
-0.06639613956212997,
-0.08755362033843994,
-0.04080040007829666,
0.1624833047389984,
-0.06844272464513779,
-0.1133863776922226,
-0.07165509462356567,
-0.036644384264945984,
0.1593928039073944,
-0.06131405010819435,
0.007954631932079792,
-0.007015998009592295,
-0.023020846769213676,
-0.0627446174621582,
-0.13496609032154083,
-0.11792568117380142,
-0.06299164146184921,
-0.10274454951286316,
0.20171935856342316,
0.0655738115310669,
0.03296767920255661,
-0.05636719986796379,
0.017652997747063637,
-0.04332964867353439,
-0.09006018191576004,
-0.02169160358607769,
-0.08546547591686249,
0.06535378098487854,
0.04024047777056694,
-0.08745211362838745,
-0.09784840047359467,
0.11412380635738373,
0.1330183446407318,
-0.021955184638500214,
0.018362799659371376,
-0.053475312888622284,
-0.016727296635508537,
0.07860435545444489,
0.11214606463909149,
-0.044597890228033066,
0.007995101623237133,
0.05898148939013481,
-0.073445625603199,
0.019423747435212135,
-0.00863624643534422,
-0.12888619303703308,
-0.08372873067855835,
0.0025212292093783617,
0.11784610897302628,
0.025139011442661285,
0.04330432415008545,
0.005523753818124533,
-0.041561778634786606,
0.10221471637487411,
-0.14063923060894012,
0.04957560449838638,
-0.016817545518279076,
0.044841501861810684,
0.17994050681591034,
0.011358316987752914,
-0.03838310390710831,
-0.14294345676898956,
-0.05935807526111603,
0.0003786131273955107,
-0.006684090942144394,
-0.03390679880976677,
-0.10955533385276794,
0.02733296900987625,
-0.08074132353067398,
-0.015168143436312675,
-0.15280495584011078,
-0.10493315011262894,
0.05342603474855423,
0.04874228313565254,
-0.03956913203001022,
-0.004812194965779781,
0.029421953484416008,
0.036024365574121475,
0.008248313330113888,
-0.02333350107073784,
-0.05313613638281822,
-0.01347658596932888,
0.021934226155281067,
0.04930330440402031,
0.08180496841669083,
-0.11577706784009933,
0.028680996969342232,
-0.03722973167896271,
0.014294604770839214,
-0.19092297554016113,
0.09105207771062851,
-0.07872366905212402,
-0.010936222039163113,
-0.1133900061249733,
-0.12473388016223907,
0.07419928163290024,
-0.005975658539682627,
0.043314214795827866,
0.09237921237945557,
-0.10996006429195404,
-0.06066925451159477,
0.12815293669700623,
-0.07919231057167053,
-0.015102840028703213,
0.20026937127113342,
0.011633281596004963,
-0.04411761462688446,
0.09615116566419601,
0.01469356194138527,
0.11427273601293564,
-0.0821867361664772,
0.016230225563049316,
0.06228280067443848,
0.015364643186330795,
0.00706903263926506,
0.06838272511959076,
-0.02615782618522644,
-0.0422949381172657,
0.012118430808186531,
-0.02147752232849598,
0.022421564906835556,
-0.028543146327137947,
-0.028024500235915184,
-0.03275228291749954,
-0.06543116271495819,
0.11884608119726181,
0.026995230466127396,
0.04563017934560776,
-0.07033583521842957,
-0.0540638267993927,
0.10045210272073746,
0.04931754618883133,
-0.06996683776378632,
0.06007211655378342,
-0.11580219119787216,
0.05530702322721481,
-0.06927908211946487,
0.022733060643076897,
-0.14931972324848175,
-0.029381994158029556,
0.04352625459432602,
-0.005165457725524902,
0.06876537948846817,
-0.00036862812703475356,
0.06895481050014496,
0.046129122376441956,
-0.05665469169616699,
0.09301324188709259,
0.03504129871726036,
-0.026554152369499207,
-0.0032391285058110952,
-0.02793593518435955,
-0.07093757390975952,
-0.04313874989748001,
0.02880246751010418,
0.022593937814235687,
0.00790676660835743,
-0.02704315446317196,
0.08818429708480835,
-0.07969523966312408,
0.0442131832242012,
0.0373593345284462,
0.06344212591648102,
-0.054197046905756,
-0.024648653343319893,
0.059112969785928726,
-0.029668720439076424,
-0.05854079872369766,
0.0600908100605011,
0.04040566831827164,
-0.04263657331466675,
0.11705022305250168,
-0.022942999377846718,
0.034827820956707,
-0.011412261053919792,
-0.00918384175747633,
0.008975818753242493,
-0.03172734007239342,
-0.05549696087837219,
0.18139271438121796,
0.01296233106404543,
0.0888342559337616,
-0.08028852194547653,
0.00853428989648819,
0.010706028901040554,
-0.07884155958890915,
-0.06189015880227089,
0.06215250492095947,
0.03702728450298309,
-0.0898825153708458,
0.06520164012908936,
0.08842334896326065,
-0.04275055602192879,
0.10669369995594025,
-0.028095396235585213,
-0.05314437672495842,
0.039544571191072464,
0.009238388389348984,
0.03929174691438675,
-0.023144878447055817,
-0.11754590272903442,
-0.05306820198893547,
0.08433917164802551,
-0.047855935990810394,
-0.011004867032170296,
-0.0897766500711441,
0.050479814410209656,
0.026084626093506813,
-0.05631360411643982,
-0.07675778120756149,
0.010925084352493286,
0.014816329814493656,
0.029848463833332062,
0.02161007933318615,
-0.007708229124546051,
0.03954913467168808,
0.014783735387027264,
-0.012527832761406898,
0.1438758820295334,
-0.1259068250656128,
-0.2941747009754181,
-0.2265423685312271,
-0.20030125975608826,
-0.16963090002536774,
0.06725459545850754,
0.07792797684669495,
-0.09870905429124832,
-0.07579760253429413,
0.01298370398581028,
0.12133671343326569,
-0.04552985355257988,
-0.0021840869449079037,
0.05621975287795067,
-0.008006559684872627,
-0.01807072013616562,
-0.16640308499336243,
-0.019429920241236687,
0.049432139843702316,
-0.12882515788078308,
0.085005022585392,
-0.060785386711359024,
0.057912666350603104,
0.04998892918229103,
-0.03635595366358757,
0.01676558516919613,
-0.00835342612117529,
0.1079862117767334,
0.0015679254429414868,
0.031030787155032158,
0.23474816977977753,
-0.003511511953547597,
0.06705942004919052,
0.060862600803375244,
0.07582928240299225,
-0.018573088571429253,
0.03222266212105751,
0.014138046652078629,
-0.06972723454236984,
-0.18587064743041992,
-0.06956212967634201,
-0.0704265758395195,
0.06929914653301239,
0.06712155044078827,
0.05329897999763489,
-0.014247299171984196,
0.09195869415998459,
-0.047747835516929626,
0.10558547079563141,
0.006443414371460676,
0.07023751735687256,
0.1870373636484146,
0.0031507639214396477,
0.09591487050056458,
-0.05440854653716087,
-0.10222110897302628,
0.09447146952152252,
0.02368936501443386,
0.11120123416185379,
0.007400889415293932,
0.12594343721866608,
0.061023302376270294,
0.03008298948407173,
0.08946394920349121,
0.2190902680158615,
-0.04477723315358162,
0.029810024425387383,
-0.0032615624368190765,
-0.061872586607933044,
-0.02944779023528099,
-0.0318259596824646,
0.08846395462751389,
-0.045064717531204224,
-0.012961696833372116,
-0.05518972501158714,
0.006344589404761791,
0.23572422564029694,
0.058285366743803024,
-0.15830457210540771,
-0.07145033031702042,
0.039608586579561234,
-0.08703891932964325,
-0.10097860544919968,
0.01503818016499281,
0.018772747367620468,
-0.1282806247472763,
0.10903279483318329,
0.002793431980535388,
0.11392918974161148,
-0.03562289848923683,
0.01697196438908577,
-0.10884276777505875,
0.05985454097390175,
0.030248437076807022,
0.11029508709907532,
-0.210826113820076,
0.11024084687232971,
0.017706481739878654,
0.033197272568941116,
-0.12310422956943512,
0.08153020590543747,
0.04141585901379585,
0.042359787970781326,
0.0772651806473732,
-0.008464020676910877,
0.18747346103191376,
-0.0973743125796318,
-0.0832795724272728,
0.04809149354696274,
0.07338785380125046,
0.0015725147677585483,
0.08308481425046921,
0.0037466094363480806,
-0.03339603170752525,
-0.02820083126425743,
0.026543304324150085,
-0.1817380040884018,
-0.17992402613162994,
0.06898127496242523,
0.01921478658914566,
-0.07392138242721558,
-0.0220185574144125,
-0.08961012214422226,
-0.03481770306825638,
0.16447828710079193,
0.07844863831996918,
-0.1535940021276474,
-0.0880616083741188,
-0.08810197561979294,
0.1762075573205948,
-0.08840960264205933,
0.10962741822004318,
-0.04826975613832474,
0.117547906935215,
-0.07047625631093979,
-0.10339512676000595,
-0.025942951440811157,
-0.10164846479892731,
-0.06306042522192001,
0.0538424551486969,
0.14789095520973206,
0.008810145780444145,
0.039634089916944504,
0.05709626153111458,
-0.010485219769179821,
-0.020585203543305397,
-0.09153284132480621,
-0.0541871003806591,
0.03479262441396713,
0.11578144878149033,
0.09646402299404144,
-0.07486860454082489,
-0.11422310024499893,
-0.01842305064201355,
0.01649041287600994,
0.18500129878520966,
0.17585521936416626,
-0.0049114772118628025,
0.05981488898396492,
0.24367471039295197,
-0.008997995406389236,
-0.2427261918783188,
-0.2018250674009323,
0.005137222819030285,
0.036181092262268066,
-0.08364245295524597,
-0.19316597282886505,
0.10673488676548004,
0.008949649520218372,
-0.005461184307932854,
-0.04207209125161171,
-0.18563738465309143,
-0.08703339099884033,
0.18288594484329224,
0.044655803591012955,
0.09448714554309845,
-0.11281605064868927,
-0.06236862763762474,
-0.12920908629894257,
-0.2244182825088501,
0.09551957994699478,
-0.04427126795053482,
0.1147744283080101,
-0.03331024572253227,
0.09471090137958527,
0.020699620246887207,
-0.0036029296461492777,
0.13169066607952118,
-0.003684497904032469,
-0.06353382021188736,
-0.07820246368646622,
0.012618126347661018,
0.08995973318815231,
0.0015430883504450321,
0.1402704119682312,
-0.07244733721017838,
-0.013180889189243317,
-0.013594213873147964,
-0.08359067887067795,
-0.06103714182972908,
0.09506499767303467,
-0.0025320984423160553,
-0.07962916046380997,
-0.03472890704870224,
-0.02414107695221901,
-0.05355950817465782,
-0.0064701661467552185,
0.0683276578783989,
0.0015736083732917905,
0.003931388258934021,
0.13443879783153534,
0.18732212483882904,
-0.1336715668439865,
0.030809814110398293,
-0.034894101321697235,
-0.0814090445637703,
0.04015315696597099,
-0.007990428246557713,
0.05490151792764664,
0.05563418194651604,
0.03473573178052902,
0.05696195363998413,
0.05476216971874237,
-0.03525513410568237,
0.028046999126672745,
0.07528145611286163,
-0.05361761525273323,
-0.2141810953617096,
-0.026449857279658318,
-0.059511449187994,
-0.07282233238220215,
0.1183028370141983,
0.1169562041759491,
-0.012274832464754581,
-0.09113779664039612,
0.008378892205655575,
0.010906048119068146,
-0.05821783468127251,
0.11348507553339005,
0.04742110148072243,
0.03215042129158974,
-0.1261778622865677,
0.07501506060361862,
0.1064441129565239,
-0.061460718512535095,
0.0032595256343483925,
0.09924590587615967,
-0.06626160442829132,
-0.08518602699041367,
-0.0033516366966068745,
-0.025362087413668633,
-0.09498736262321472,
-0.04454327002167702,
-0.04088741913437843,
-0.11216035485267639,
0.024328241124749184,
0.07270967960357666,
0.07519262284040451,
-0.0213593952357769,
-0.07784193009138107,
0.030907034873962402,
-0.059849049896001816,
0.03833726420998573,
0.10092903673648834,
0.07229410856962204,
-0.0757555365562439,
0.06829690933227539,
-0.035789020359516144,
0.14953714609146118,
-0.052465442568063736,
-0.03800899162888527,
-0.06628582626581192,
-0.004700078628957272,
-0.2595415711402893,
0.009856131859123707,
-0.13375549018383026,
-0.006858545821160078,
-0.001341201364994049,
-0.06284939497709274,
-0.018992027267813683,
0.0513165146112442,
-0.07141133397817612,
-0.029307769611477852,
-0.026507731527090073,
0.06723745912313461,
-0.10747677087783813,
-0.007347836159169674,
0.07661371678113937,
-0.05133103206753731,
0.10228382050991058,
0.07483026385307312,
-0.0821537971496582,
0.05523241311311722,
-0.06092264875769615,
-0.10605965554714203,
0.03387720510363579,
0.06104113906621933,
0.06202666088938713,
-0.04629294201731682,
0.02208608016371727,
0.063404381275177,
0.04875394329428673,
0.012556838802993298,
0.13546212017536163,
-0.07305682450532913,
0.01699681207537651,
-0.028170406818389893,
-0.07841654866933823,
-0.0217526163905859,
0.026608183979988098,
0.15186724066734314,
0.09928598999977112,
0.08134514093399048,
-0.06482946127653122,
0.05233879014849663,
-0.02685408480465412,
0.011571806855499744,
-0.057939764112234116,
-0.11046602576971054,
0.036756258457899094,
-0.06461469829082489,
0.00786503590643406,
0.03532079607248306,
0.1131807491183281,
-0.03147042915225029,
0.11859603226184845,
-0.025801749899983406,
0.06044326350092888,
0.07297476381063461,
-0.02325696125626564,
0.18004518747329712,
0.042169239372015,
-0.03731273114681244,
-0.057689107954502106,
0.012503421865403652,
0.060073208063840866,
0.056286510080099106,
0.060927391052246094,
0.0619928315281868,
0.01932056061923504,
0.07976261526346207,
0.08050869405269623,
0.04568104073405266,
-0.10731001943349838,
-0.18574942648410797,
0.08960035443305969,
0.06281480193138123,
-0.09855837374925613,
0.09827619045972824,
0.07268679887056351,
-0.07713822275400162,
0.06069834157824516,
0.03656042367219925,
-0.07635950297117233,
-0.11227108538150787,
-0.0990959033370018,
-0.05183382332324982,
-0.07668070495128632,
-0.031899597495794296,
-0.08981698751449585,
0.022135041654109955,
0.02306225337088108,
0.07757192105054855,
-0.01654512993991375,
0.16302335262298584,
-0.12949500977993011,
-0.06243759021162987,
0.059994135051965714,
-0.01946420595049858,
0.05306264013051987,
0.08651185035705566,
-0.009610187262296677,
-0.05950657278299332,
0.06267096847295761,
0.03559958189725876,
0.05168626829981804,
0.019495047628879547,
0.03705210983753204,
-0.05332981422543526,
-0.05981585010886192,
-0.058564916253089905,
0.014340111054480076,
0.045758046209812164,
0.18076393008232117,
0.03429924696683884,
-0.03765389323234558,
0.004520447924733162,
0.08751931041479111,
-0.047142088413238525,
-0.2120821624994278,
-0.09890631586313248,
0.20375947654247284,
0.017223630100488663,
0.014036007225513458,
0.02457892894744873,
-0.086447574198246,
-0.10161588340997696,
0.21474619209766388,
0.163112074136734,
0.06846117228269577,
0.016654890030622482,
0.00417648209258914,
0.01419746596366167,
0.003880150616168976,
0.11403491348028183,
0.053359970450401306,
0.1924562156200409,
-0.03627227619290352,
-0.01912183128297329,
-0.015243255533277988,
-0.013208714313805103,
-0.26426467299461365,
0.0440584234893322,
-0.008804635144770145,
-0.06127208471298218,
0.02120971865952015,
0.08937584608793259,
-0.05247209966182709,
-0.05864618718624115,
-0.06237616762518883,
-0.026598172262310982,
-0.08488991856575012,
0.013402603566646576,
0.027367515489459038,
0.009212925098836422,
0.0833214595913887,
-0.015764977782964706,
0.06915083527565002,
0.13784481585025787,
0.030678950250148773,
-0.097507044672966,
0.021017035469412804,
0.17269939184188843,
-0.018807917833328247,
0.11064275354146957,
0.03835802152752876,
0.06128145754337311,
0.0932811051607132,
0.015399280935525894,
-0.09451281279325485,
0.027563057839870453,
0.03915807604789734,
-0.03353080153465271,
0.0966385155916214,
0.11059683561325073,
-0.03858395665884018,
-0.06850164383649826,
-0.056683264672756195,
-0.03324289247393608,
0.010199369862675667,
0.15151891112327576,
0.0723760724067688,
-0.10002610832452774,
0.07007034868001938,
-0.17252592742443085,
0.05219968780875206,
0.1285775899887085,
-0.011440785601735115,
-0.037495750933885574,
-0.07379324734210968,
0.06632468104362488,
0.036115240305662155,
-0.057761050760746,
-0.11506337672472,
-0.16214893758296967,
-0.04511786252260208,
-0.10259363055229187,
0.06054246425628662,
-0.15845118463039398,
-0.014159011654555798,
0.002964736195281148,
0.0389227569103241,
-0.11896620690822601,
0.019221024587750435,
0.08948207646608353,
-0.013336150906980038,
0.02869945764541626,
-0.10077560693025589,
-0.0452127642929554,
0.02675432711839676,
-0.14418011903762817,
-0.03388332203030586
] |
null | null | transformers |
# distilbert-base-en-pt-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-pt-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-pt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-pt-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-pt-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.042717818170785904,
0.048671822994947433,
-0.004649451468139887,
0.08884896337985992,
0.08495870232582092,
-0.0527120865881443,
0.12520332634449005,
0.087734654545784,
-0.04134099557995796,
0.0020699508022516966,
0.05638891085982323,
0.03433489426970482,
0.030743053182959557,
0.0899462103843689,
-0.049072109162807465,
-0.2562684714794159,
0.012401611544191837,
0.07524560391902924,
-0.004125993698835373,
0.07904015481472015,
0.1373053789138794,
-0.07874761521816254,
0.05617702007293701,
0.033141959458589554,
-0.041473060846328735,
0.06842909008264542,
-0.027746031060814857,
-0.11015206575393677,
0.09621743857860565,
0.07273473590612411,
0.1061786338686943,
0.039052531123161316,
0.0689304992556572,
-0.046351946890354156,
0.016751963645219803,
0.015334649942815304,
0.03330744802951813,
0.015541660599410534,
0.019196534529328346,
-0.053756095468997955,
0.02523844875395298,
-0.12261052429676056,
-0.0009065086487680674,
0.050275400280952454,
-0.015055030584335327,
-0.15266995131969452,
-0.05028672143816948,
0.05747704952955246,
0.07965153455734253,
0.029368795454502106,
0.008996237069368362,
0.19153574109077454,
-0.04771610349416733,
0.06859460473060608,
0.1833442747592926,
-0.23493029177188873,
-0.05402610823512077,
0.04451403766870499,
0.038592930883169174,
0.02125285379588604,
-0.027487730607390404,
0.03180430084466934,
0.06797237694263458,
0.07808289676904678,
-0.024841034784913063,
-0.1000792607665062,
-0.0238942950963974,
-0.08813545107841492,
-0.0924343392252922,
-0.03472593426704407,
0.16536690294742584,
-0.053008828312158585,
-0.11774527281522751,
-0.08075935393571854,
-0.040463436394929886,
0.1811538189649582,
-0.05797407031059265,
-0.009037612937390804,
-0.0034942426718771458,
-0.022665472701191902,
-0.047960251569747925,
-0.10983116924762726,
-0.14894261956214905,
-0.032655078917741776,
-0.10305965691804886,
0.17012304067611694,
0.07017653435468674,
0.029881250113248825,
-0.04810984432697296,
0.012730003334581852,
-0.06331666558980942,
-0.08726933598518372,
-0.015542400069534779,
-0.09929332882165909,
0.0903967097401619,
0.020920580253005028,
-0.06678406894207001,
-0.10897722095251083,
0.11600370705127716,
0.13321124017238617,
-0.06975506991147995,
-0.0014302483759820461,
-0.05898647755384445,
-0.01635686866939068,
0.06432748585939407,
0.10998211801052094,
-0.06003260985016823,
0.031409505754709244,
0.08973461389541626,
-0.03702246770262718,
0.042650170624256134,
0.01676514558494091,
-0.11873743683099747,
-0.07880134880542755,
0.05365021526813507,
0.1340593844652176,
0.014882220886647701,
0.04693363979458809,
0.013689912855625153,
-0.020352954044938087,
0.13398520648479462,
-0.14048367738723755,
0.031161438673734665,
-0.01538592018187046,
0.059972796589136124,
0.19453711807727814,
0.010590978898108006,
-0.030327970162034035,
-0.14827798306941986,
-0.05039267987012863,
-0.0014769119443371892,
-0.014903129078447819,
-0.015280405059456825,
-0.10637398064136505,
0.03901985287666321,
-0.06879456341266632,
-0.004097200930118561,
-0.18307477235794067,
-0.0910559743642807,
0.04916989803314209,
0.03123573772609234,
-0.014805614948272705,
-0.0024857851676642895,
0.03956976160407066,
0.020728934556245804,
-0.01814248412847519,
-0.03779591992497444,
-0.06540440768003464,
-0.027931585907936096,
0.03923037648200989,
0.03799622878432274,
0.07225339114665985,
-0.1092737466096878,
0.019797012209892273,
-0.0848918929696083,
0.003057507798075676,
-0.19003085792064667,
0.05021059513092041,
-0.07486309111118317,
0.0009093753178603947,
-0.1101447269320488,
-0.13183645904064178,
0.06480748951435089,
0.0010311983060091734,
0.02930639684200287,
0.10487380623817444,
-0.09965024888515472,
-0.04928376153111458,
0.1589994877576828,
-0.11112907528877258,
-0.022734932601451874,
0.21099987626075745,
0.023852868005633354,
-0.03249642625451088,
0.12209589779376984,
0.052186135202646255,
0.09329461306333542,
-0.1033564880490303,
-0.006673979107290506,
0.06892027705907822,
0.005144735798239708,
-0.01824699155986309,
0.07011424750089645,
-0.02514210157096386,
-0.05623214319348335,
0.021297022700309753,
-0.03737642243504524,
0.023259028792381287,
-0.020472444593906403,
-0.03038477897644043,
-0.03489076346158981,
-0.078572578728199,
0.10565583407878876,
0.04280228540301323,
0.03962826728820801,
-0.08853206038475037,
-0.06392519921064377,
0.08073756098747253,
0.05894845351576805,
-0.07513927668333054,
0.04250788688659668,
-0.10385021567344666,
0.06078844144940376,
-0.08238359540700912,
0.018773429095745087,
-0.13304023444652557,
-0.031174354255199432,
0.040992919355630875,
-0.018360242247581482,
0.056731563061475754,
-0.0016403601039201021,
0.0733916312456131,
0.05218154564499855,
-0.06923449784517288,
0.061789631843566895,
0.0641719326376915,
-0.016318660229444504,
-0.011728039011359215,
-0.01592370867729187,
-0.03493383526802063,
-0.040957264602184296,
0.033485785126686096,
-0.007650493178516626,
0.009187944233417511,
-0.028933465480804443,
0.09842976927757263,
-0.055850494652986526,
0.0570194348692894,
0.053239431232213974,
0.05424630269408226,
-0.05127652734518051,
-0.029620526358485222,
0.05876745656132698,
-0.02573401667177677,
-0.03333394601941109,
0.0751199722290039,
0.011345508508384228,
0.0031566552352160215,
0.12694068253040314,
0.028566675260663033,
0.020284004509449005,
-0.010938401333987713,
-0.019525684416294098,
0.017831403762102127,
-0.03931019455194473,
-0.06000752002000809,
0.1333993524312973,
0.007581936661154032,
0.09232709556818008,
-0.10493570566177368,
-0.0025524490047246218,
0.010124516673386097,
-0.09706735610961914,
-0.07306358963251114,
0.06180792301893234,
0.007932289503514767,
-0.09742534905672073,
0.08365348726511002,
0.11799072474241257,
-0.04982529208064079,
0.09408880025148392,
-0.03896546736359596,
-0.06113085895776749,
0.06020813435316086,
0.016961459070444107,
0.03989444673061371,
-0.020870529115200043,
-0.04907236993312836,
-0.033605579286813736,
0.08673709630966187,
-0.04970589280128479,
-0.008527723141014576,
-0.10236626863479614,
0.04077746719121933,
0.016191566362977028,
-0.04994450882077217,
-0.03369389846920967,
0.01320467796176672,
0.019801246002316475,
0.05199475213885307,
0.0036885994486510754,
-0.017477059736847878,
0.029570214450359344,
0.029794985428452492,
-0.024743443354964256,
0.1457548886537552,
-0.11863518506288528,
-0.32903504371643066,
-0.20658880472183228,
-0.1085657849907875,
-0.14470051229000092,
0.06504253298044205,
0.08685508370399475,
-0.10703308135271072,
-0.09526486694812775,
-0.026220642030239105,
0.06929931789636612,
-0.0075802369974553585,
-0.007279257755726576,
0.036692600697278976,
0.022038811817765236,
0.0016344168689101934,
-0.15981827676296234,
-0.018659941852092743,
0.04218954220414162,
-0.12074083089828491,
0.09704674035310745,
-0.0636661946773529,
0.06342075765132904,
0.061897002160549164,
-0.04310877248644829,
-0.0072026969864964485,
-0.018304863944649696,
0.0936330258846283,
0.0035910517908632755,
0.05509050935506821,
0.24202850461006165,
-0.010632169432938099,
0.06485123932361603,
0.08603069931268692,
0.05525856465101242,
-0.013738627545535564,
0.046470288187265396,
0.008587464690208435,
-0.053278546780347824,
-0.19372329115867615,
-0.06134682521224022,
-0.03319815546274185,
0.07270672172307968,
0.06227073818445206,
0.05112684145569801,
-0.025978973135352135,
0.10146443545818329,
-0.07220861315727234,
0.05466306582093239,
0.014405164867639542,
0.07324019074440002,
0.16790394484996796,
-0.000599725404754281,
0.10331609100103378,
-0.06109718978404999,
-0.11823387444019318,
0.10604303330183029,
0.020794294774532318,
0.08193226158618927,
-0.019523650407791138,
0.07844369113445282,
0.053551241755485535,
0.04229949414730072,
0.09456759691238403,
0.2239767611026764,
-0.03207701817154884,
0.02376060001552105,
-0.004032800905406475,
-0.06732849776744843,
-0.03856635093688965,
-0.026286287233233452,
0.0562632791697979,
-0.03909669071435928,
-0.025135528296232224,
-0.050104204565286636,
0.0262820553034544,
0.21956512331962585,
0.0694935992360115,
-0.17371302843093872,
-0.0891258716583252,
0.03779737651348114,
-0.0872935801744461,
-0.0905182957649231,
0.03227812796831131,
0.0379793681204319,
-0.12216784805059433,
0.09944360703229904,
0.007490664720535278,
0.09968147426843643,
-0.05085889995098114,
0.020773693919181824,
-0.1488688737154007,
0.05321094021201134,
0.022927414625883102,
0.11492767184972763,
-0.18956241011619568,
0.11950170248746872,
0.018814170733094215,
0.05485187843441963,
-0.11008644104003906,
0.06452618539333344,
0.04212939739227295,
0.058964625000953674,
0.09818252921104431,
-0.01413663662970066,
0.14246606826782227,
-0.12784002721309662,
-0.10812588036060333,
0.05262131243944168,
0.05537613853812218,
0.03422421216964722,
0.08278781175613403,
-0.009784865193068981,
-0.037126101553440094,
-0.02083607390522957,
-0.014765065163373947,
-0.2000710666179657,
-0.15908120572566986,
0.045495081692934036,
0.03366465121507645,
-0.05299222096800804,
-0.0468452163040638,
-0.10215698182582855,
-0.04918385669589043,
0.1518457531929016,
0.0756073072552681,
-0.16168852150440216,
-0.07186782360076904,
-0.09717750549316406,
0.15561605989933014,
-0.0901019275188446,
0.09416680037975311,
-0.056670546531677246,
0.1371554732322693,
-0.07512800395488739,
-0.08205479383468628,
-0.03384844958782196,
-0.10755424201488495,
-0.07707326859235764,
0.06049077585339546,
0.1646929383277893,
-0.009986829943954945,
0.03443950042128563,
0.07583768665790558,
-0.015682537108659744,
-0.003137770341709256,
-0.08724157512187958,
-0.057302072644233704,
0.037607334554195404,
0.12882518768310547,
0.08720523118972778,
-0.08985556662082672,
-0.1798642873764038,
-0.02895762398838997,
0.005470669362694025,
0.19627992808818817,
0.20033304393291473,
-0.004392308183014393,
0.04254366084933281,
0.279962420463562,
0.0054667009972035885,
-0.27218344807624817,
-0.18734212219715118,
-0.006994364783167839,
0.009741303510963917,
-0.07083271443843842,
-0.13642574846744537,
0.10824582725763321,
0.03264358639717102,
-0.015802014619112015,
-0.057511743158102036,
-0.16901488602161407,
-0.09243375808000565,
0.2036372721195221,
0.06711334735155106,
0.09355206787586212,
-0.12427777051925659,
-0.04722835496068001,
-0.12689100205898285,
-0.1664779633283615,
0.10518260300159454,
-0.0645526722073555,
0.10099202394485474,
-0.02419973909854889,
0.06169547513127327,
0.02737514302134514,
-0.019185759127140045,
0.11393465101718903,
-0.030690286308526993,
-0.04135725647211075,
-0.07625926285982132,
0.023808136582374573,
0.08764993399381638,
0.005088554695248604,
0.1698642373085022,
-0.05795992538332939,
-0.0026105367578566074,
0.030108748003840446,
-0.08326461911201477,
-0.06266586482524872,
0.10580810904502869,
0.0008074542856775224,
-0.08843778818845749,
-0.040597010403871536,
-0.006417140364646912,
-0.05696681886911392,
-0.01266938354820013,
0.06433442234992981,
-0.006216768641024828,
0.019293542951345444,
0.15330681204795837,
0.18702846765518188,
-0.13621576130390167,
0.052513543516397476,
-0.027911923825740814,
-0.09536352008581161,
0.04119996726512909,
-0.0019186140270903707,
0.055452775210142136,
0.05879654735326767,
0.010620754212141037,
0.059109631925821304,
0.03561265766620636,
-0.04522595554590225,
0.00980466604232788,
0.08318740129470825,
-0.07709122449159622,
-0.2138824462890625,
-0.014585822820663452,
-0.04487736523151398,
-0.07733689993619919,
0.10728374123573303,
0.12001945823431015,
-0.028067288920283318,
-0.09215103834867477,
-0.0021623685024678707,
0.029262030497193336,
-0.031795814633369446,
0.11599036306142807,
0.07002422958612442,
0.022392211481928825,
-0.10929444432258606,
0.09076318889856339,
0.10620194673538208,
-0.09699661284685135,
0.01048473920673132,
0.0859534963965416,
-0.07981627434492111,
-0.0967249870300293,
0.0436825230717659,
-0.043447624891996384,
-0.07312541455030441,
-0.06967844069004059,
-0.038696907460689545,
-0.10974377393722534,
0.005641195923089981,
0.06439552456140518,
0.07521389424800873,
-0.023846929892897606,
-0.03584813326597214,
0.016203884035348892,
-0.07689907401800156,
0.06662788987159729,
0.1060158908367157,
0.06793239712715149,
-0.09309198707342148,
0.06782761216163635,
-0.03204699978232384,
0.12551192939281464,
-0.04940617457032204,
-0.017351064831018448,
-0.07222014665603638,
-0.014536797069013119,
-0.25763559341430664,
0.040730174630880356,
-0.13427609205245972,
-0.007532996591180563,
-0.0007017602911219001,
-0.05295725166797638,
-0.0091958437114954,
0.04784893989562988,
-0.06597182899713516,
-0.00670401519164443,
-0.021345965564250946,
0.06695012748241425,
-0.11808983981609344,
-0.015822604298591614,
0.06677359342575073,
-0.041960567235946655,
0.09868932515382767,
0.052009545266628265,
-0.0843767449259758,
0.0761493593454361,
-0.08528313040733337,
-0.10983776301145554,
0.04721929877996445,
0.06231316551566124,
0.044777411967515945,
-0.0500393807888031,
0.024970097467303276,
0.09525230526924133,
0.03858325257897377,
0.01646837778389454,
0.1427592635154724,
-0.07274681329727173,
0.017484968528151512,
-0.0032684719190001488,
-0.06931602209806442,
-0.015716401860117912,
0.013419369235634804,
0.13625837862491608,
0.06453484296798706,
0.10152186453342438,
-0.09947178512811661,
0.04044398292899132,
-0.03810996934771538,
0.014748003333806992,
-0.06662487238645554,
-0.13633760809898376,
0.02384074404835701,
-0.029555385932326317,
0.004220221657305956,
0.04006181284785271,
0.10280159115791321,
-0.019068945199251175,
0.13419146835803986,
-0.011645892634987831,
0.018489234149456024,
0.0837315171957016,
-0.009191938675940037,
0.188362717628479,
0.028566278517246246,
-0.047411661595106125,
-0.07987026870250702,
-0.0034270400647073984,
0.05860371142625809,
0.006339387968182564,
0.0774545893073082,
0.09341387450695038,
0.00789597537368536,
0.07057592272758484,
0.05861712992191315,
0.05890921130776405,
-0.10362125188112259,
-0.19251112639904022,
0.07956520467996597,
0.04628676548600197,
-0.08787617832422256,
0.0955391526222229,
0.11654754728078842,
-0.06627635657787323,
0.037565071135759354,
0.008396443910896778,
-0.06869164109230042,
-0.12519265711307526,
-0.11451513320207596,
-0.06952323764562607,
-0.0659671276807785,
-0.03306925669312477,
-0.09348513931035995,
-0.013558818958699703,
0.003190977033227682,
0.07898428291082382,
-0.040845371782779694,
0.18773284554481506,
-0.11656872928142548,
-0.06327757984399796,
0.061315108090639114,
-0.01634674333035946,
0.0330568365752697,
0.09544240683317184,
-0.004446865525096655,
-0.034563757479190826,
0.05665528401732445,
0.03768281638622284,
0.0496026948094368,
0.012361876666545868,
0.03239494562149048,
-0.05985761061310768,
-0.0559924878180027,
-0.057889100164175034,
0.030474822968244553,
0.04796076938509941,
0.1699220836162567,
0.042838744819164276,
-0.0322054959833622,
0.01604883372783661,
0.10053669661283493,
-0.03290463984012604,
-0.22650142014026642,
-0.09659777581691742,
0.2430315464735031,
0.010479007847607136,
0.02206002175807953,
0.03555448725819588,
-0.09542439132928848,
-0.0687747448682785,
0.2261003851890564,
0.15221285820007324,
0.07915684580802917,
0.028849652037024498,
-0.03882620483636856,
0.01599046215415001,
-0.02382432296872139,
0.1207369863986969,
0.07822197675704956,
0.188069686293602,
-0.0441448837518692,
-0.003487192327156663,
-0.004835224710404873,
0.002100691432133317,
-0.28085410594940186,
0.030560748651623726,
-0.01239719893783331,
-0.04890438914299011,
0.007580956444144249,
0.08749637007713318,
-0.02572265826165676,
-0.06182575225830078,
-0.10406696051359177,
-0.019635066390037537,
-0.07951906323432922,
0.029801510274410248,
0.025017939507961273,
-0.009393717162311077,
0.0651855394244194,
-0.018652398139238358,
0.06969672441482544,
0.12071996927261353,
0.02310909330844879,
-0.07463809102773666,
0.02760046161711216,
0.14993543922901154,
0.00005578920172411017,
0.12874747812747955,
0.04946722835302353,
0.06712253391742706,
0.09390749037265778,
-0.0032261223532259464,
-0.11407317221164703,
0.06563349068164825,
0.036841534078121185,
-0.024040503427386284,
0.10481162369251251,
0.10217680782079697,
-0.03902490437030792,
-0.05053820461034775,
-0.03586987406015396,
-0.052971139550209045,
0.005400591995567083,
0.1431041806936264,
0.046322017908096313,
-0.10047312080860138,
0.09129929542541504,
-0.17197377979755402,
0.060631126165390015,
0.11092532426118851,
-0.020180072635412216,
-0.03842687979340553,
-0.07517168670892715,
0.07959266006946564,
0.0385887436568737,
-0.07423856854438782,
-0.07832030206918716,
-0.16132740676403046,
-0.03195078670978546,
-0.0943140983581543,
0.07875988632440567,
-0.1816212236881256,
0.00591029180213809,
-0.021885015070438385,
0.03374570608139038,
-0.1475607007741928,
0.02287331409752369,
0.07699830085039139,
-0.008281187154352665,
0.024512577801942825,
-0.08738336712121964,
-0.05503416061401367,
0.026897007599473,
-0.13044580817222595,
-0.03730550408363342
] |
null | null | transformers |
# distilbert-base-en-ro-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-ro-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-ro-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-ro-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-ro-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.029211794957518578,
0.013609268702566624,
-0.005117673892527819,
0.10056450963020325,
0.10068051517009735,
-0.01765148900449276,
0.14124587178230286,
0.08275976032018661,
-0.007903576828539371,
-0.0032750775571912527,
0.04660678654909134,
0.037115078419446945,
0.027441417798399925,
0.06364131718873978,
-0.03148316591978073,
-0.2779576778411865,
-0.016672341153025627,
0.05340837314724922,
-0.024060314521193504,
0.07003308087587357,
0.12564198672771454,
-0.06483934074640274,
0.0681542456150055,
0.038848016411066055,
-0.07034862041473389,
0.07776340842247009,
-0.038657691329717636,
-0.09753323346376419,
0.09070418030023575,
0.07021264731884003,
0.1092754378914833,
0.022828752174973488,
0.07170369476079941,
-0.036927878856658936,
0.00948191899806261,
-0.0010345338378101587,
0.020358078181743622,
0.013758368790149689,
-0.004162704572081566,
-0.07174663245677948,
0.06740277260541916,
-0.11633382737636566,
0.004067788366228342,
0.06067582219839096,
-0.027703074738383293,
-0.11435187608003616,
-0.06283679604530334,
0.026240453124046326,
0.07728210836648941,
0.021103505045175552,
0.02091323956847191,
0.12609517574310303,
-0.043358128517866135,
0.06646756082773209,
0.21260370314121246,
-0.22281917929649353,
-0.061917372047901154,
0.07101769745349884,
0.06667394191026688,
0.004644845146685839,
-0.02207150124013424,
0.054714906960725784,
0.04848242923617363,
0.09177947044372559,
-0.04633361101150513,
-0.10857650637626648,
-0.005844063591212034,
-0.06426511704921722,
-0.08561233431100845,
-0.037261348217725754,
0.15540793538093567,
-0.06799284368753433,
-0.11254339665174484,
-0.0622604601085186,
-0.041172388941049576,
0.15423010289669037,
-0.061647988855838776,
0.009915516711771488,
-0.005735736805945635,
-0.028057316318154335,
-0.068915456533432,
-0.13855460286140442,
-0.11720070242881775,
-0.062438011169433594,
-0.10246292501688004,
0.20410461723804474,
0.06539801508188248,
0.03336773067712784,
-0.05819069966673851,
0.019737442955374718,
-0.0420951209962368,
-0.0888952761888504,
-0.02101368084549904,
-0.08773694187402725,
0.06256645172834396,
0.04500613734126091,
-0.08560235798358917,
-0.08160814642906189,
0.1156902089715004,
0.14173518121242523,
-0.023884989321231842,
0.018172407522797585,
-0.049447041004896164,
-0.018299683928489685,
0.07565943151712418,
0.10748976469039917,
-0.04027426615357399,
-0.00277590099722147,
0.06082138791680336,
-0.07693453878164291,
0.018540268763899803,
-0.00973269809037447,
-0.1284472644329071,
-0.08237047493457794,
-0.0013904678635299206,
0.11456271260976791,
0.0257779099047184,
0.04171616956591606,
0.007421046495437622,
-0.036098744720220566,
0.09938108175992966,
-0.14090310037136078,
0.050301194190979004,
-0.015356900170445442,
0.04355552792549133,
0.17959217727184296,
0.012746313586831093,
-0.03803028166294098,
-0.14021797478199005,
-0.06211310252547264,
0.003710700199007988,
-0.010646194219589233,
-0.036712247878313065,
-0.11265774071216583,
0.026755645871162415,
-0.09307410567998886,
-0.010508717969059944,
-0.15661019086837769,
-0.10011947154998779,
0.051335446536540985,
0.04853251948952675,
-0.043641701340675354,
-0.004707152023911476,
0.022408954799175262,
0.03474536910653114,
0.010768585838377476,
-0.021083401516079903,
-0.041393376886844635,
-0.00992493610829115,
0.02139555662870407,
0.052909933030605316,
0.08453816175460815,
-0.11300377547740936,
0.02781759947538376,
-0.03749869391322136,
0.011080627329647541,
-0.17360278964042664,
0.08829668164253235,
-0.07921701669692993,
-0.011716339737176895,
-0.11579927057027817,
-0.12289251387119293,
0.07000002264976501,
-0.0056079416535794735,
0.04154682159423828,
0.08779869228601456,
-0.10101987421512604,
-0.06092912331223488,
0.12935736775398254,
-0.07525467872619629,
-0.0033203449565917253,
0.2011263072490692,
0.009342528879642487,
-0.04060131311416626,
0.09496866166591644,
0.013949488289654255,
0.10763705521821976,
-0.08698468655347824,
0.019346578046679497,
0.06466136127710342,
0.011518790386617184,
0.00626603327691555,
0.06793633103370667,
-0.02095462940633297,
-0.04360384866595268,
0.012556125409901142,
-0.022809825837612152,
0.021122191101312637,
-0.03066403791308403,
-0.027124803513288498,
-0.029496002942323685,
-0.06222963705658913,
0.1186981201171875,
0.027806265279650688,
0.04712453857064247,
-0.0706399604678154,
-0.05714324489235878,
0.09098624438047409,
0.05435200780630112,
-0.06958127021789551,
0.06013595312833786,
-0.11659075319766998,
0.05428490415215492,
-0.06811192631721497,
0.023134317249059677,
-0.14964936673641205,
-0.02874855324625969,
0.04091646522283554,
-0.002123348880559206,
0.06739833950996399,
0.008636610582470894,
0.06859933584928513,
0.043787356466054916,
-0.053782012313604355,
0.09426634013652802,
0.03594532236456871,
-0.027623599395155907,
-0.0012658062623813748,
-0.029763109982013702,
-0.07343695312738419,
-0.04647058993577957,
0.028473058715462685,
0.011918571777641773,
0.005439563188701868,
-0.03297005593776703,
0.08690036833286285,
-0.07709904760122299,
0.04727276414632797,
0.0330711305141449,
0.0629580095410347,
-0.05835159122943878,
-0.024933643639087677,
0.05932781100273132,
-0.031172972172498703,
-0.051071688532829285,
0.06114457920193672,
0.039689499884843826,
-0.054300542920827866,
0.11322443187236786,
-0.0275542214512825,
0.03088691644370556,
-0.0029308032244443893,
-0.0093087088316679,
0.009884289465844631,
-0.034975677728652954,
-0.05373068153858185,
0.18160122632980347,
0.011648436076939106,
0.08938959240913391,
-0.07694374769926071,
0.009531311690807343,
0.012674530036747456,
-0.08585231751203537,
-0.06144602224230766,
0.07026056200265884,
0.03698468953371048,
-0.09713106602430344,
0.06573216617107391,
0.08124745637178421,
-0.05042373389005661,
0.10763826966285706,
-0.022159388288855553,
-0.05395607650279999,
0.0369538888335228,
0.006175753194838762,
0.0394623689353466,
-0.027387958019971848,
-0.10660239309072495,
-0.056701987981796265,
0.08510398119688034,
-0.0504416823387146,
-0.009704936295747757,
-0.08987486362457275,
0.05079977214336395,
0.025566548109054565,
-0.05368370562791824,
-0.07816246896982193,
0.013418079353868961,
0.013038952834904194,
0.029736394062638283,
0.018888311460614204,
-0.018040010705590248,
0.03735633194446564,
0.012338070198893547,
-0.009656109847128391,
0.14338275790214539,
-0.12145517766475677,
-0.2817195653915405,
-0.2276550680398941,
-0.215277761220932,
-0.16227062046527863,
0.06658624857664108,
0.07920001447200775,
-0.09875326603651047,
-0.0750935897231102,
0.01578572951257229,
0.11849626153707504,
-0.04477576166391373,
-0.007697239983826876,
0.05502652749419212,
-0.002506459131836891,
-0.021587638184428215,
-0.16427192091941833,
-0.01866408996284008,
0.044726137071847916,
-0.1365099549293518,
0.0901065468788147,
-0.06849644333124161,
0.05920582637190819,
0.044540874660015106,
-0.035780612379312515,
0.014727525413036346,
-0.00868898257613182,
0.09949761629104614,
0.0016625417629256845,
0.02985307015478611,
0.2305726408958435,
0.001166683156043291,
0.06929407268762589,
0.05703040212392807,
0.07078531384468079,
-0.015928488224744797,
0.032847534865140915,
0.017056209966540337,
-0.07287914305925369,
-0.19261451065540314,
-0.06310556828975677,
-0.07022378593683243,
0.0640299990773201,
0.06951498240232468,
0.05330314487218857,
-0.018726535141468048,
0.09109246730804443,
-0.04552585259079933,
0.10427331924438477,
0.00921210553497076,
0.07072386890649796,
0.1778034120798111,
0.007167172618210316,
0.09486328810453415,
-0.05655105784535408,
-0.10266788303852081,
0.09401770681142807,
0.030402470380067825,
0.12329385429620743,
0.0070940544828772545,
0.13079924881458282,
0.05944812297821045,
0.03484741970896721,
0.09189461171627045,
0.21894429624080658,
-0.04431907460093498,
0.03304122015833855,
-0.007244557607918978,
-0.05802981182932854,
-0.028165647760033607,
-0.029787037521600723,
0.08190323412418365,
-0.046608440577983856,
-0.009823397733271122,
-0.04838629812002182,
0.0017088137101382017,
0.24547968804836273,
0.05999789014458656,
-0.16543522477149963,
-0.06779713183641434,
0.03958731144666672,
-0.08621862530708313,
-0.09668350219726562,
0.015179265290498734,
0.018521517515182495,
-0.1315835863351822,
0.1091214045882225,
-0.00029673974495381117,
0.1134190782904625,
-0.031792331486940384,
0.016271600499749184,
-0.11157412081956863,
0.06693874299526215,
0.030819308012723923,
0.11254776269197464,
-0.20377448201179504,
0.11907417327165604,
0.0138554023578763,
0.032023340463638306,
-0.11904469132423401,
0.07876389473676682,
0.04205847904086113,
0.03497312590479851,
0.08071038126945496,
-0.010043428279459476,
0.17350637912750244,
-0.10485164076089859,
-0.08206645399332047,
0.05169161781668663,
0.07624006271362305,
-0.0025151383597403765,
0.0874105915427208,
-0.0015324433334171772,
-0.03598993644118309,
-0.028875302523374557,
0.02039242722094059,
-0.17129941284656525,
-0.1810356080532074,
0.0645298957824707,
0.015009302645921707,
-0.0827937126159668,
-0.02000177837908268,
-0.08940739929676056,
-0.027429411187767982,
0.15811090171337128,
0.07132050395011902,
-0.1472710371017456,
-0.08760890364646912,
-0.08364806324243546,
0.1730203628540039,
-0.09362702816724777,
0.1051960363984108,
-0.047145262360572815,
0.11866457015275955,
-0.07155700773000717,
-0.10641924291849136,
-0.024149956181645393,
-0.1036653146147728,
-0.06679528206586838,
0.05691355839371681,
0.1434231400489807,
0.01468077301979065,
0.03961324319243431,
0.057449281215667725,
-0.009848070330917835,
-0.025225834921002388,
-0.08671592175960541,
-0.05121302977204323,
0.035755474120378494,
0.11347004771232605,
0.09606418013572693,
-0.07423339039087296,
-0.12131255865097046,
-0.022566623985767365,
0.018519969657063484,
0.18472279608249664,
0.17791390419006348,
-0.006553341168910265,
0.06283007562160492,
0.24797195196151733,
-0.013060432858765125,
-0.24292494356632233,
-0.2096668928861618,
0.006421374622732401,
0.03872497007250786,
-0.07643499970436096,
-0.19189423322677612,
0.1011207178235054,
0.008246278390288353,
-0.005424642004072666,
-0.05059891194105148,
-0.17911730706691742,
-0.080537348985672,
0.18321798741817474,
0.04227597638964653,
0.10278351604938507,
-0.10936124622821808,
-0.057486988604068756,
-0.12938667833805084,
-0.21890853345394135,
0.09517107158899307,
-0.04721957817673683,
0.1168951764702797,
-0.031807318329811096,
0.10529355704784393,
0.019487997516989708,
-0.0014483776176348329,
0.12788856029510498,
-0.008075603283941746,
-0.06191051006317139,
-0.07709801942110062,
0.0002910377224907279,
0.09225538372993469,
-0.0014692971017211676,
0.13166923820972443,
-0.07096952944993973,
-0.014785532839596272,
-0.01261671632528305,
-0.08373257517814636,
-0.06040072813630104,
0.09717828780412674,
-0.001103741000406444,
-0.07471120357513428,
-0.033645618706941605,
-0.0222955122590065,
-0.052812229841947556,
-0.005114999134093523,
0.07888476550579071,
0.0027278722263872623,
0.003949256613850594,
0.1377628594636917,
0.18195447325706482,
-0.11993598937988281,
0.03778021037578583,
-0.03443681448698044,
-0.08027544617652893,
0.0393652468919754,
-0.010522263124585152,
0.05273094028234482,
0.05376291647553444,
0.034986093640327454,
0.056836921721696854,
0.052388545125722885,
-0.04017173498868942,
0.033679500222206116,
0.07502253353595734,
-0.04896276444196701,
-0.208185613155365,
-0.023169001564383507,
-0.062415510416030884,
-0.07233486324548721,
0.12084934860467911,
0.12075509130954742,
-0.012427853420376778,
-0.09397082030773163,
0.006222713738679886,
0.017347408458590508,
-0.06038561463356018,
0.11275315284729004,
0.0488685704767704,
0.03168567642569542,
-0.1254083663225174,
0.07359928637742996,
0.10850797593593597,
-0.05356289818882942,
0.005746929440647364,
0.09850078821182251,
-0.0655997171998024,
-0.08473490178585052,
-0.004653995856642723,
-0.024256175383925438,
-0.09824635088443756,
-0.04525435343384743,
-0.04005648195743561,
-0.10479143261909485,
0.020157936960458755,
0.061456602066755295,
0.07727352529764175,
-0.023451518267393112,
-0.07646383345127106,
0.03059208020567894,
-0.06427323073148727,
0.036125484853982925,
0.10423754900693893,
0.07128212600946426,
-0.07450488954782486,
0.058444444090127945,
-0.03535880520939827,
0.15323641896247864,
-0.05342936888337135,
-0.03788359463214874,
-0.06709654629230499,
-0.004150688648223877,
-0.252535879611969,
0.015741290524601936,
-0.13287636637687683,
-0.005896435584872961,
-0.0032768789678812027,
-0.06449219584465027,
-0.023686472326517105,
0.05237296223640442,
-0.07391035556793213,
-0.026149647310376167,
-0.024898646399378777,
0.06824114918708801,
-0.10448793321847916,
-0.008072445169091225,
0.079253651201725,
-0.05105842277407646,
0.09921737760305405,
0.07758414000272751,
-0.07759266346693039,
0.05777490511536598,
-0.07042933255434036,
-0.10650109499692917,
0.0331292599439621,
0.05930740013718605,
0.06538022309541702,
-0.04938381537795067,
0.02175246737897396,
0.059094276279211044,
0.053926076740026474,
0.007782390341162682,
0.13347920775413513,
-0.0759478211402893,
0.024115486070513725,
-0.03390221670269966,
-0.08396375924348831,
-0.022502800449728966,
0.02710900828242302,
0.14640702307224274,
0.10320695489645004,
0.08520225435495377,
-0.06443223357200623,
0.055317267775535583,
-0.02344878762960434,
0.012559770606458187,
-0.059483617544174194,
-0.1121661439538002,
0.03467492386698723,
-0.06797925382852554,
0.0074048456735908985,
0.03640453517436981,
0.1084241047501564,
-0.028579413890838623,
0.12075777351856232,
-0.028658194467425346,
0.04707498848438263,
0.06775431334972382,
-0.024711983278393745,
0.16884662210941315,
0.0432203933596611,
-0.03493157774209976,
-0.05507570877671242,
0.009250489063560963,
0.06061236560344696,
0.06152254343032837,
0.0637974962592125,
0.07191923260688782,
0.026918616145849228,
0.08125012367963791,
0.08148621767759323,
0.04039191082119942,
-0.10457867383956909,
-0.1783912628889084,
0.08560406416654587,
0.060021575540304184,
-0.09877423942089081,
0.09109336882829666,
0.08317252993583679,
-0.07502136379480362,
0.05628678575158119,
0.03354557976126671,
-0.07363840937614441,
-0.11902980506420135,
-0.10428722202777863,
-0.056091826409101486,
-0.07465995848178864,
-0.030172249302268028,
-0.08663276582956314,
0.0254663173109293,
0.02928176522254944,
0.0754631906747818,
-0.012680605053901672,
0.15262927114963531,
-0.12596890330314636,
-0.06447400152683258,
0.05819042772054672,
-0.020387033000588417,
0.05074867978692055,
0.08758693933486938,
-0.012965713627636433,
-0.057107117027044296,
0.06429538875818253,
0.036947060376405716,
0.04862527549266815,
0.02448693849146366,
0.04169268161058426,
-0.0560622438788414,
-0.06140393018722534,
-0.05980229377746582,
0.018603051081299782,
0.046139221638441086,
0.1741388589143753,
0.03581027686595917,
-0.03783731535077095,
0.006742346566170454,
0.09700759500265121,
-0.047351494431495667,
-0.20785053074359894,
-0.10027807205915451,
0.20146840810775757,
0.019714314490556717,
0.016085483133792877,
0.021047135815024376,
-0.08519846946001053,
-0.10034593194723129,
0.2116105556488037,
0.1753455102443695,
0.07719029486179352,
0.015171557664871216,
0.0019907825626432896,
0.015511917881667614,
0.0038237650878727436,
0.11220044642686844,
0.05366595461964607,
0.1910886913537979,
-0.03841101750731468,
-0.023734694346785545,
-0.011133153922855854,
-0.00822148472070694,
-0.2611624598503113,
0.044109392911195755,
-0.010188200511038303,
-0.06073659285902977,
0.022619327530264854,
0.08807748556137085,
-0.04933377355337143,
-0.07619738578796387,
-0.05883751064538956,
-0.027021387591958046,
-0.0856013298034668,
0.015290767885744572,
0.030214209109544754,
0.012349965050816536,
0.08968021720647812,
-0.018056942149996758,
0.06403201073408127,
0.14272397756576538,
0.02953966334462166,
-0.10125131905078888,
0.021394511684775352,
0.17260803282260895,
-0.021213991567492485,
0.11008685827255249,
0.03393053263425827,
0.05755365267395973,
0.09525975584983826,
0.012227616272866726,
-0.09533638507127762,
0.029088903218507767,
0.03757621347904205,
-0.03230080008506775,
0.09927073866128922,
0.11210675537586212,
-0.04282458499073982,
-0.0665225237607956,
-0.05414169654250145,
-0.03518882766366005,
0.010599703527987003,
0.14966534078121185,
0.07438284903764725,
-0.09734397381544113,
0.06924737989902496,
-0.17371566593647003,
0.05107574909925461,
0.13171102106571198,
-0.013131123036146164,
-0.03497505187988281,
-0.07500191032886505,
0.06676133722066879,
0.038428615778684616,
-0.057028837502002716,
-0.11566311120986938,
-0.16087788343429565,
-0.04802697151899338,
-0.10489248484373093,
0.06149548292160034,
-0.1578311026096344,
-0.010844028554856777,
-0.0016095663886517286,
0.0383811816573143,
-0.11885426938533783,
0.01934199221432209,
0.08769378811120987,
-0.012043368071317673,
0.029451481997966766,
-0.10372589528560638,
-0.04683706909418106,
0.02766922116279602,
-0.1470590978860855,
-0.03578684478998184
] |
null | null | transformers |
# distilbert-base-en-ru-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-ru-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-ru-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-ru-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-ru-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.030108699575066566,
0.014818168245255947,
-0.00504010496661067,
0.09896834939718246,
0.09742101281881332,
-0.015144121833145618,
0.1399744302034378,
0.08028185367584229,
-0.00902989599853754,
-0.001510836067609489,
0.04889360070228577,
0.02248625084757805,
0.03002002090215683,
0.06125183030962944,
-0.029855996370315552,
-0.2736337184906006,
-0.010858661495149136,
0.050634995102882385,
-0.02654132805764675,
0.06989073753356934,
0.12794892489910126,
-0.06531798839569092,
0.06523454189300537,
0.039798565208911896,
-0.07518228143453598,
0.0796971321105957,
-0.037358615547418594,
-0.09688887000083923,
0.08673088997602463,
0.07046300172805786,
0.10916924476623535,
0.021877741441130638,
0.07038666307926178,
-0.038089100271463394,
0.009023548103868961,
0.00018800482212100178,
0.018494896590709686,
0.009366692043840885,
-0.000010843536983884405,
-0.06624285876750946,
0.07388971000909805,
-0.11300725489854813,
0.0008696381119079888,
0.06307843327522278,
-0.028593728318810463,
-0.10769177228212357,
-0.06425134092569351,
0.04168723523616791,
0.07849446684122086,
0.022711973637342453,
0.01736467517912388,
0.11833687871694565,
-0.04586699977517128,
0.06038171797990799,
0.20341920852661133,
-0.23041197657585144,
-0.06117429956793785,
0.07221121340990067,
0.06492812186479568,
0.008947310037910938,
-0.019091196358203888,
0.05493668466806412,
0.04828229919075966,
0.09373411536216736,
-0.05137426033616066,
-0.10820829123258591,
0.00199110503308475,
-0.06622907519340515,
-0.08704949170351028,
-0.03628282994031906,
0.16352421045303345,
-0.06785596907138824,
-0.1122228354215622,
-0.0628429651260376,
-0.040534064173698425,
0.1561075896024704,
-0.06121339648962021,
0.005426155403256416,
-0.011120365932583809,
-0.02091795764863491,
-0.05896845459938049,
-0.13193495571613312,
-0.12083960324525833,
-0.060257770121097565,
-0.0996662899851799,
0.2003452628850937,
0.067776620388031,
0.03538727015256882,
-0.05501037463545799,
0.018175870180130005,
-0.04691333696246147,
-0.09061882644891739,
-0.021470045670866966,
-0.09221892058849335,
0.06042121350765228,
0.04278470575809479,
-0.09082470089197159,
-0.09922264516353607,
0.11733759194612503,
0.134675070643425,
-0.024662507697939873,
0.017943451181054115,
-0.04619651287794113,
-0.01387070119380951,
0.07410416752099991,
0.11267087608575821,
-0.04883362352848053,
0.00505312904715538,
0.05684841424226761,
-0.08112867176532745,
0.015786336734890938,
-0.008822795003652573,
-0.1302088499069214,
-0.08649007976055145,
-0.006390107795596123,
0.11537611484527588,
0.020613348111510277,
0.03824852034449577,
0.0019482818897813559,
-0.04109101742506027,
0.10096173733472824,
-0.1364605873823166,
0.046644676476716995,
-0.016481515020132065,
0.045244984328746796,
0.17966115474700928,
0.006510076578706503,
-0.0356854647397995,
-0.14015133678913116,
-0.05921798571944237,
0.003093102015554905,
-0.01059757824987173,
-0.03583933785557747,
-0.11182757467031479,
0.025188131257891655,
-0.09356074035167694,
-0.01180330291390419,
-0.1592760682106018,
-0.09702444076538086,
0.05114505812525749,
0.04895959049463272,
-0.043827123939991,
0.0025370577350258827,
0.02945464476943016,
0.032356664538383484,
0.009015532210469246,
-0.01821543090045452,
-0.05729256197810173,
-0.01163487322628498,
0.01691022701561451,
0.04590625315904617,
0.08313965797424316,
-0.1153559461236,
0.0279205534607172,
-0.03809535130858421,
0.012457863427698612,
-0.1734859198331833,
0.08965710550546646,
-0.07892021536827087,
-0.01432771049439907,
-0.11308548599481583,
-0.12122008204460144,
0.07169751077890396,
-0.00794056337326765,
0.04348050057888031,
0.08835748583078384,
-0.11510026454925537,
-0.05894462391734123,
0.13256029784679413,
-0.07907687872648239,
-0.00819059181958437,
0.20310653746128082,
0.011761215515434742,
-0.041074514389038086,
0.09202493727207184,
0.017059918493032455,
0.11538420617580414,
-0.08420784026384354,
0.013745705597102642,
0.05801403895020485,
0.011071773245930672,
0.009142689406871796,
0.06918150931596756,
-0.021785486489534378,
-0.03655393421649933,
0.01296068262308836,
-0.0211567971855402,
0.020762324333190918,
-0.02916409820318222,
-0.027822015807032585,
-0.03356177732348442,
-0.06736409664154053,
0.12251914292573929,
0.025414325296878815,
0.04521302133798599,
-0.07160362601280212,
-0.0574461854994297,
0.08478733897209167,
0.0535384826362133,
-0.06639713793992996,
0.05865050479769707,
-0.11786212772130966,
0.05528726801276207,
-0.0627264678478241,
0.02476957067847252,
-0.14859789609909058,
-0.026182550936937332,
0.04393187165260315,
0.00237777060829103,
0.0678173080086708,
0.011004738509654999,
0.06753455102443695,
0.04424083232879639,
-0.05765789747238159,
0.0907554030418396,
0.02897009067237377,
-0.026037020608782768,
0.0009343615965917706,
-0.024317262694239616,
-0.07370805740356445,
-0.04628503695130348,
0.021507317200303078,
0.018727747723460197,
0.0076681156642735004,
-0.030318018049001694,
0.09195630997419357,
-0.07665689289569855,
0.04670552909374237,
0.0316498838365078,
0.06706699728965759,
-0.05670313164591789,
-0.024325016885995865,
0.05836796388030052,
-0.03177090734243393,
-0.05220915377140045,
0.05383744835853577,
0.048089656978845596,
-0.044571857899427414,
0.10942308604717255,
-0.013279520906507969,
0.029787462204694748,
0.004104410298168659,
-0.008973606862127781,
0.009795483201742172,
-0.03453310951590538,
-0.051749203354120255,
0.18374034762382507,
0.014035447500646114,
0.08176667243242264,
-0.07468310743570328,
0.012344427406787872,
0.01220764871686697,
-0.08540019392967224,
-0.06274103373289108,
0.062225185334682465,
0.03080848790705204,
-0.09694824367761612,
0.06312725692987442,
0.09106941521167755,
-0.04998355358839035,
0.10344599187374115,
-0.02608969248831272,
-0.05760258436203003,
0.039213668555021286,
0.007489525247365236,
0.04046681523323059,
-0.025186486542224884,
-0.10049311071634293,
-0.05436018481850624,
0.08319810777902603,
-0.04928740859031677,
-0.010179005563259125,
-0.08661792427301407,
0.04785924032330513,
0.023170221596956253,
-0.05234908685088158,
-0.07885949313640594,
0.018929246813058853,
0.013182418420910835,
0.029842613264918327,
0.021235674619674683,
-0.013470818288624287,
0.03797592595219612,
0.012994042597711086,
-0.011009140871465206,
0.14340640604496002,
-0.12514588236808777,
-0.2980945110321045,
-0.2281201332807541,
-0.20279473066329956,
-0.16617494821548462,
0.06815280765295029,
0.07917947322130203,
-0.1070769801735878,
-0.07634018361568451,
0.01676645688712597,
0.11994171887636185,
-0.04187200963497162,
-0.005879838019609451,
0.055307064205408096,
-0.0017154875677078962,
-0.016739072278141975,
-0.15948063135147095,
-0.019302044063806534,
0.049563176929950714,
-0.12709493935108185,
0.08754542469978333,
-0.06151716783642769,
0.0628119558095932,
0.048010919243097305,
-0.0391116589307785,
0.015143703669309616,
-0.005301726050674915,
0.10308072715997696,
0.0026971499901264906,
0.034156255424022675,
0.23424524068832397,
-0.00554268341511488,
0.06796929985284805,
0.06817921251058578,
0.07284965366125107,
-0.015732094645500183,
0.03349517285823822,
0.012628016993403435,
-0.06860186904668808,
-0.19006693363189697,
-0.06697258353233337,
-0.07038376480340958,
0.06474306434392929,
0.0639398917555809,
0.05458219349384308,
-0.01629597507417202,
0.09233421087265015,
-0.04463182017207146,
0.09895778447389603,
0.005873521324247122,
0.07029175758361816,
0.17423780262470245,
0.004800914321094751,
0.09557777643203735,
-0.057691484689712524,
-0.09918881952762604,
0.09623975306749344,
0.023697735741734505,
0.11604652553796768,
0.010279640555381775,
0.12758181989192963,
0.06413286924362183,
0.04057483375072479,
0.09336023777723312,
0.21295446157455444,
-0.03997727110981941,
0.02750040963292122,
-0.002997111761942506,
-0.05655800923705101,
-0.02626461535692215,
-0.02686646208167076,
0.08569277077913284,
-0.04844222962856293,
-0.012247150763869286,
-0.0486527681350708,
0.0061352974735200405,
0.24522706866264343,
0.06478243321180344,
-0.1597408950328827,
-0.07500921189785004,
0.04055994376540184,
-0.0842309221625328,
-0.09951724857091904,
0.016978979110717773,
0.02297097072005272,
-0.12875553965568542,
0.1036500483751297,
0.0018394633661955595,
0.11498679965734482,
-0.026155047118663788,
0.01655387319624424,
-0.10572677105665207,
0.06656131148338318,
0.03287723660469055,
0.11198690533638,
-0.20790880918502808,
0.11299645155668259,
0.013326659798622131,
0.03320438042283058,
-0.11588256806135178,
0.07935702800750732,
0.04209209233522415,
0.04279598966240883,
0.0772160068154335,
-0.008531132712960243,
0.16780510544776917,
-0.10042168945074081,
-0.07735980302095413,
0.04992165043950081,
0.07640398293733597,
-0.0022373793181031942,
0.08540273457765579,
-0.0013575934572145343,
-0.03184477612376213,
-0.02706916444003582,
0.03240601345896721,
-0.18674421310424805,
-0.1803184300661087,
0.06724125146865845,
0.02310657687485218,
-0.07155631482601166,
-0.0238469410687685,
-0.08577187359333038,
-0.02488759160041809,
0.1648380160331726,
0.08385752886533737,
-0.14746707677841187,
-0.08723790943622589,
-0.08810662478208542,
0.17703285813331604,
-0.09289610385894775,
0.10712599754333496,
-0.04776132106781006,
0.12317070364952087,
-0.07003828883171082,
-0.10508167743682861,
-0.028633447363972664,
-0.10552115738391876,
-0.06317055225372314,
0.054739683866500854,
0.14252379536628723,
0.017266055569052696,
0.038449887186288834,
0.057603396475315094,
-0.008073116652667522,
-0.022838978096842766,
-0.08834298700094223,
-0.04890655726194382,
0.0334363654255867,
0.1130320131778717,
0.09423303604125977,
-0.07548584789037704,
-0.12316925078630447,
-0.022240927442908287,
0.01599581353366375,
0.18574006855487823,
0.17517629265785217,
-0.010308235883712769,
0.06281567364931107,
0.24520836770534515,
-0.00852261483669281,
-0.24405509233474731,
-0.20795895159244537,
0.006316714454442263,
0.041064511984586716,
-0.07995371520519257,
-0.1916256695985794,
0.10182886570692062,
0.007762189954519272,
-0.005364735145121813,
-0.04759744182229042,
-0.1859557330608368,
-0.08239123225212097,
0.18957987427711487,
0.03942791372537613,
0.09504665434360504,
-0.10762515664100647,
-0.056824713945388794,
-0.13198848068714142,
-0.2212768793106079,
0.08397050201892853,
-0.04886039346456528,
0.11578353494405746,
-0.033071957528591156,
0.09731686115264893,
0.01795329712331295,
-0.0006379859405569732,
0.1307409554719925,
-0.0038184160366654396,
-0.06569797545671463,
-0.07736461609601974,
0.01046224869787693,
0.09120497107505798,
0.0000845640679472126,
0.13487078249454498,
-0.06730218976736069,
-0.010192932561039925,
-0.004473256412893534,
-0.08142594993114471,
-0.058081481605768204,
0.09750963747501373,
0.000047506182454526424,
-0.07787451893091202,
-0.038016557693481445,
-0.021112730726599693,
-0.053347207605838776,
-0.006213418208062649,
0.06916697323322296,
0.005250751040875912,
0.007486675400286913,
0.13342858850955963,
0.17554634809494019,
-0.12322891503572464,
0.03578486666083336,
-0.03536056727170944,
-0.08221444487571716,
0.03931388258934021,
-0.005439797416329384,
0.05324142053723335,
0.056170571595430374,
0.028369609266519547,
0.057254090905189514,
0.052576836198568344,
-0.03852377086877823,
0.0348239466547966,
0.077534519135952,
-0.05115685984492302,
-0.21071529388427734,
-0.0270113293081522,
-0.05991068482398987,
-0.07415731251239777,
0.11769500374794006,
0.11778583377599716,
-0.01625121384859085,
-0.09329423308372498,
0.006261886563152075,
0.014936577528715134,
-0.06451324373483658,
0.11099997162818909,
0.04931730031967163,
0.03205447271466255,
-0.12135455757379532,
0.0793561190366745,
0.10557752847671509,
-0.055229730904102325,
0.0043589831329882145,
0.09476926922798157,
-0.07047779113054276,
-0.08550913631916046,
0.0032852611038833857,
-0.03236584737896919,
-0.09601032733917236,
-0.048593804240226746,
-0.0392165370285511,
-0.10844477266073227,
0.02209310606122017,
0.06840164959430695,
0.07710815966129303,
-0.025660866871476173,
-0.07968144863843918,
0.027524465695023537,
-0.05967704579234123,
0.0372077077627182,
0.10935764014720917,
0.07123702764511108,
-0.08187771588563919,
0.055517569184303284,
-0.03507768735289574,
0.15015415847301483,
-0.053697776049375534,
-0.03498850017786026,
-0.06690829247236252,
-0.0051378593780100346,
-0.26917579770088196,
0.011864444240927696,
-0.13196074962615967,
-0.008682679384946823,
-0.004727222956717014,
-0.06602983921766281,
-0.02163761295378208,
0.05300997570157051,
-0.07139725983142853,
-0.029415985569357872,
-0.02762218378484249,
0.06978055834770203,
-0.10594895482063293,
-0.0052415658719837666,
0.07913070917129517,
-0.04901661351323128,
0.1004258543252945,
0.0784672200679779,
-0.07971907407045364,
0.06052770838141441,
-0.0660228356719017,
-0.10508328676223755,
0.03446333855390549,
0.06025683507323265,
0.06350858509540558,
-0.05081769451498985,
0.02314136177301407,
0.06035739183425903,
0.04362143576145172,
0.009454086422920227,
0.1316273808479309,
-0.06945821642875671,
0.018519530072808266,
-0.03844689950346947,
-0.07829459756612778,
-0.024316811934113503,
0.024498533457517624,
0.15859708189964294,
0.10626140236854553,
0.08262491226196289,
-0.06823385506868362,
0.057359855622053146,
-0.018561219796538353,
0.012450708076357841,
-0.058992303907871246,
-0.10772982239723206,
0.030945762991905212,
-0.06725884228944778,
0.006515342276543379,
0.03384162858128548,
0.10790783911943436,
-0.036001548171043396,
0.11908531934022903,
-0.026799911633133888,
0.052179399877786636,
0.0652056410908699,
-0.019146164879202843,
0.17474940419197083,
0.04353636875748634,
-0.03987104073166847,
-0.06372485309839249,
0.008300546556711197,
0.05666135624051094,
0.05308085307478905,
0.06517362594604492,
0.06793790310621262,
0.023204319179058075,
0.07772359997034073,
0.07508952170610428,
0.04289664328098297,
-0.10201384872198105,
-0.17942455410957336,
0.08350421488285065,
0.054335612803697586,
-0.09967108815908432,
0.09892544895410538,
0.08200652152299881,
-0.07784991711378098,
0.05514257028698921,
0.03214910626411438,
-0.07506206631660461,
-0.11118350178003311,
-0.09558022022247314,
-0.0540698766708374,
-0.07682187855243683,
-0.03060203418135643,
-0.08887093514204025,
0.021615108475089073,
0.026417870074510574,
0.0739811435341835,
-0.018515072762966156,
0.1631201058626175,
-0.1302361935377121,
-0.06517942994832993,
0.05954466760158539,
-0.02134660631418228,
0.04926259070634842,
0.09101210534572601,
-0.010418062098324299,
-0.05956343933939934,
0.06132693216204643,
0.03570878133177757,
0.048738569021224976,
0.019663993269205093,
0.0357494056224823,
-0.058705251663923264,
-0.060398176312446594,
-0.05618186295032501,
0.019237590953707695,
0.04457469284534454,
0.17408359050750732,
0.03954306244850159,
-0.0370674803853035,
0.006843624170869589,
0.09115554392337799,
-0.04688077047467232,
-0.20827233791351318,
-0.10547571629285812,
0.19590958952903748,
0.01777059957385063,
0.01490868255496025,
0.02384965866804123,
-0.08918561786413193,
-0.10586581379175186,
0.21292822062969208,
0.16749553382396698,
0.07169711589813232,
0.015632109716534615,
0.003789738519117236,
0.01568324863910675,
-0.000345111358910799,
0.11487200111150742,
0.050530605018138885,
0.1878705471754074,
-0.04034419730305672,
-0.020843537524342537,
-0.016194608062505722,
-0.013784240931272507,
-0.26297226548194885,
0.04490631818771362,
-0.009941436350345612,
-0.06363639235496521,
0.01959170773625374,
0.09473749995231628,
-0.057322029024362564,
-0.06794659048318863,
-0.05951875448226929,
-0.02449965849518776,
-0.08403877913951874,
0.01666630432009697,
0.027101602405309677,
0.008549047634005547,
0.08977258950471878,
-0.019336726516485214,
0.0660545602440834,
0.14560166001319885,
0.031663842499256134,
-0.09162479639053345,
0.02185744047164917,
0.17034600675106049,
-0.018650110810995102,
0.10653515160083771,
0.03319944068789482,
0.0588446781039238,
0.09567541629076004,
0.017266634851694107,
-0.09573276340961456,
0.02698059380054474,
0.038098689168691635,
-0.029561981558799744,
0.0947532057762146,
0.11258703470230103,
-0.04260620102286339,
-0.06598259508609772,
-0.05040586367249489,
-0.0399283766746521,
0.01028264220803976,
0.14271199703216553,
0.07969348877668381,
-0.09849555045366287,
0.07505524158477783,
-0.17212729156017303,
0.05238109081983566,
0.12917080521583557,
-0.012276027351617813,
-0.03666330873966217,
-0.07316692918539047,
0.06985529512166977,
0.04193209484219551,
-0.05158545821905136,
-0.10971567034721375,
-0.15920154750347137,
-0.04358375817537308,
-0.09879425168037415,
0.061026930809020996,
-0.15451578795909882,
-0.01323251985013485,
0.00042391312308609486,
0.04204849898815155,
-0.11684201657772064,
0.023285789415240288,
0.08916952461004257,
-0.014012417756021023,
0.030507370829582214,
-0.10262175649404526,
-0.04671905189752579,
0.023587774485349655,
-0.14281637966632843,
-0.03724384307861328
] |
null | null | transformers |
# distilbert-base-en-sw-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-sw-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-sw-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": ["multilingual", "en", "sw"], "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-sw-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"en",
"sw",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual",
"en",
"sw"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-sw-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-sw-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-sw-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
65,
91,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #en #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-sw-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.0442265160381794,
0.06568404287099838,
-0.0045693060383200645,
0.07194878160953522,
0.08420921117067337,
-0.0482177659869194,
0.12947428226470947,
0.07423850148916245,
-0.022245177999138832,
-0.0028067328967154026,
0.05032428354024887,
0.026551544666290283,
0.03337228298187256,
0.09876425564289093,
-0.0479140542447567,
-0.2484687715768814,
0.017921116203069687,
0.061073608696460724,
-0.04398493096232414,
0.06518464535474777,
0.1368991583585739,
-0.08346875756978989,
0.05565640702843666,
0.021464351564645767,
-0.036841802299022675,
0.0739452987909317,
-0.034109313040971756,
-0.11083939671516418,
0.08241719752550125,
0.08410777896642685,
0.11058806627988815,
0.05188374221324921,
0.085673026740551,
-0.0651041641831398,
0.0164799727499485,
0.0029045476112514734,
0.038242146372795105,
0.004998743999749422,
0.016287896782159805,
-0.06463206559419632,
0.003423113841563463,
-0.15203702449798584,
-0.01575370877981186,
0.060919806361198425,
-0.010147370398044586,
-0.1387667953968048,
-0.042732156813144684,
0.07960502058267593,
0.06684684753417969,
0.015925247222185135,
0.012218905612826347,
0.1833454966545105,
-0.040177006274461746,
0.06213707476854324,
0.18329940736293793,
-0.21893498301506042,
-0.04529104009270668,
0.046113431453704834,
0.04956754669547081,
0.012067807838320732,
-0.03083832375705242,
0.05465080589056015,
0.06336212158203125,
0.06169956550002098,
-0.04090768098831177,
-0.10478777438402176,
-0.03780277445912361,
-0.07549011707305908,
-0.0918031558394432,
-0.024384887889027596,
0.1783846914768219,
-0.03672599419951439,
-0.11605370044708252,
-0.07386934757232666,
-0.03861979767680168,
0.19538477063179016,
-0.05346596986055374,
-0.009443904273211956,
0.010854237712919712,
-0.020906470715999603,
-0.046862777322530746,
-0.09825523942708969,
-0.1410241425037384,
-0.023337990045547485,
-0.09543749690055847,
0.20189233124256134,
0.054346948862075806,
0.029867447912693024,
-0.04629919305443764,
-0.004086123779416084,
-0.05421159416437149,
-0.09203469753265381,
-0.010292590595781803,
-0.10902445763349533,
0.05725409835577011,
0.03038167767226696,
-0.07526518404483795,
-0.13305340707302094,
0.1220778301358223,
0.12820620834827423,
-0.05194079875946045,
-0.002407185034826398,
-0.03193465992808342,
-0.013885150663554668,
0.06792464852333069,
0.08643807470798492,
-0.04139816015958786,
-0.01352844387292862,
0.08245730400085449,
-0.04353395476937294,
0.046933531761169434,
0.009464665316045284,
-0.13412658870220184,
-0.08719708770513535,
0.00584152527153492,
0.11999905109405518,
0.016972562298178673,
0.04668015241622925,
0.03345276042819023,
-0.019325993955135345,
0.11754880100488663,
-0.14475272595882416,
0.03182516619563103,
-0.01058258954435587,
0.07020148634910583,
0.21500122547149658,
0.017238013446331024,
-0.026159079745411873,
-0.1414264440536499,
-0.03946991264820099,
0.0029421611689031124,
-0.014535050839185715,
-0.019831784069538116,
-0.1082221269607544,
0.05042989179491997,
-0.05150066316127777,
-0.0005940976552665234,
-0.17525026202201843,
-0.12545135617256165,
0.03990675136446953,
0.029111778363585472,
0.007237674668431282,
-0.012806323356926441,
0.0345759354531765,
0.027392854914069176,
-0.014814327470958233,
-0.03904535621404648,
-0.06390273571014404,
-0.024330895394086838,
0.02724875509738922,
0.037806425243616104,
0.06515631824731827,
-0.11431090533733368,
0.01321384496986866,
-0.07870621234178543,
0.0007429600227624178,
-0.17710883915424347,
0.06312412768602371,
-0.08581694215536118,
0.026205800473690033,
-0.09097195416688919,
-0.11739606410264969,
0.04543968290090561,
0.025290420278906822,
0.010200148448348045,
0.11832444369792938,
-0.11771329492330551,
-0.05564114823937416,
0.18367089331150055,
-0.12538287043571472,
-0.023419655859470367,
0.2001056671142578,
0.016908841207623482,
-0.04750373959541321,
0.1271127611398697,
0.060675617307424545,
0.1100677028298378,
-0.07822605222463608,
-0.029696643352508545,
0.07649002969264984,
0.006197882350534201,
-0.026782767847180367,
0.08159457892179489,
-0.013193693943321705,
-0.03542766347527504,
0.026740100234746933,
-0.04530872777104378,
0.030519256368279457,
-0.009549559094011784,
-0.0339549295604229,
-0.03580163046717644,
-0.08397022634744644,
0.1075335219502449,
0.032970599830150604,
0.03468233346939087,
-0.08962376415729523,
-0.06330490857362747,
0.10941149294376373,
0.07527483999729156,
-0.07484086602926254,
0.04546867311000824,
-0.107552170753479,
0.03508584573864937,
-0.06542854756116867,
0.027256209403276443,
-0.13203077018260956,
-0.02304692380130291,
0.028046617284417152,
-0.02665657177567482,
0.07042942196130753,
0.03161317855119705,
0.07059573382139206,
0.05066835507750511,
-0.07001350075006485,
0.06612960994243622,
0.05935218930244446,
-0.01971321366727352,
0.0012362573761492968,
-0.02316037006676197,
-0.044518209993839264,
-0.04463418200612068,
0.04793144762516022,
-0.058862440288066864,
0.021427730098366737,
-0.023083075881004333,
0.0970354899764061,
-0.053130533546209335,
0.05125368759036064,
0.055851954966783524,
0.04545247554779053,
-0.053677089512348175,
-0.019693199545145035,
0.04957372322678566,
-0.026992103084921837,
-0.05917556956410408,
0.06194422394037247,
-0.001303474884480238,
0.014262235723435879,
0.12405169010162354,
0.0041975523345172405,
0.03068462572991848,
-0.016768475994467735,
-0.011174071580171585,
0.012368868105113506,
-0.03658946231007576,
-0.06401383131742477,
0.10054099559783936,
0.015815455466508865,
0.08298348635435104,
-0.09410472959280014,
0.006790917832404375,
-0.0017206937773153186,
-0.10052958875894547,
-0.05512067675590515,
0.05812117084860802,
0.008159032091498375,
-0.10888213664293289,
0.08127613365650177,
0.1254713535308838,
-0.05291931331157684,
0.10239823907613754,
-0.04452121630311012,
-0.050252899527549744,
0.0560583733022213,
-0.005669555626809597,
0.032375190407037735,
-0.028235899284482002,
-0.04192136228084564,
-0.039815258234739304,
0.0933561697602272,
-0.05576255917549133,
-0.013005777262151241,
-0.07863713055849075,
0.03899253159761429,
0.030408000573515892,
-0.045914176851511,
-0.04238510876893997,
0.0015930114313960075,
0.010723157785832882,
0.03708770126104355,
-0.011564170010387897,
0.005193047691136599,
0.02123308926820755,
0.017376411706209183,
-0.029644470661878586,
0.1364465206861496,
-0.10774490237236023,
-0.33491894602775574,
-0.21590250730514526,
-0.12106441706418991,
-0.14787957072257996,
0.06811688840389252,
0.08535067737102509,
-0.10041321069002151,
-0.10042599588632584,
-0.015280847437679768,
0.05921713635325432,
-0.008608289994299412,
-0.01189067866653204,
0.060525909066200256,
0.03497294336557388,
-0.00009186696115648374,
-0.15172120928764343,
-0.013264885172247887,
0.038816217333078384,
-0.09350257366895676,
0.07917140424251556,
-0.04918545484542847,
0.08467189222574234,
0.07012826204299927,
-0.04361932724714279,
-0.0015940099256113172,
-0.009455564431846142,
0.07646496593952179,
0.009130677208304405,
0.050187695771455765,
0.24469877779483795,
-0.026963116601109505,
0.0562899187207222,
0.07927458733320236,
0.061311714351177216,
-0.010376885533332825,
0.03518182784318924,
0.0034002328757196665,
-0.05331537127494812,
-0.20816023647785187,
-0.06596796214580536,
-0.03415547311306,
0.05180323123931885,
0.042074888944625854,
0.046158015727996826,
-0.04962344467639923,
0.10617577284574509,
-0.07190535217523575,
0.049932703375816345,
0.007982652634382248,
0.07138504087924957,
0.17343759536743164,
0.004255829378962517,
0.10113788396120071,
-0.07895131409168243,
-0.11262454092502594,
0.1031862124800682,
0.013311905786395073,
0.06142047792673111,
-0.0022788129281252623,
0.10165679454803467,
0.046043239533901215,
-0.003035669680684805,
0.10213320702314377,
0.22176066040992737,
-0.001069194171577692,
0.01032780297100544,
-0.007086805999279022,
-0.07237865775823593,
-0.039407532662153244,
-0.01628120429813862,
0.04358125850558281,
-0.03864866495132446,
-0.021154187619686127,
-0.012213515117764473,
0.03659201040863991,
0.1862303763628006,
0.043849341571331024,
-0.15779007971286774,
-0.08007378876209259,
0.05940830707550049,
-0.08940218389034271,
-0.07600754499435425,
0.01726430654525757,
0.04293384775519371,
-0.10953117161989212,
0.1305609494447708,
0.021181371062994003,
0.10884636640548706,
-0.04567329213023186,
0.03283464536070824,
-0.1779351830482483,
0.06058700010180473,
0.032020192593336105,
0.12253308296203613,
-0.15480348467826843,
0.1057661920785904,
0.021067321300506592,
0.05194792151451111,
-0.10473556071519852,
0.06992978602647781,
0.04311389476060867,
0.08206107467412949,
0.0989961102604866,
-0.0053282808512449265,
0.07496067881584167,
-0.08913276344537735,
-0.08417747914791107,
0.05165184661746025,
0.0610935278236866,
0.024451080709695816,
0.0917932465672493,
-0.011721516028046608,
-0.04693521931767464,
-0.025262711569666862,
0.0069372947327792645,
-0.1956527829170227,
-0.17390067875385284,
0.051386501640081406,
0.028441831469535828,
-0.05253420025110245,
-0.042093921452760696,
-0.09776394069194794,
-0.0760115385055542,
0.1727670282125473,
0.05622018873691559,
-0.14498504996299744,
-0.07816566526889801,
-0.07791434973478317,
0.14827364683151245,
-0.09599071741104126,
0.07627904415130615,
-0.03686980530619621,
0.14129996299743652,
-0.09371604025363922,
-0.0730193555355072,
-0.042223427444696426,
-0.10661470890045166,
-0.0671757161617279,
0.05503011494874954,
0.1512957066297531,
-0.028651326894760132,
0.04300127550959587,
0.06376555562019348,
-0.024612171575427055,
0.017847618088126183,
-0.09772182255983353,
-0.050680410116910934,
0.067057766020298,
0.10568000376224518,
0.09084735810756683,
-0.0821744054555893,
-0.18649598956108093,
-0.013305584900081158,
-0.001102594193071127,
0.21210670471191406,
0.21994027495384216,
-0.008836320601403713,
0.04446765407919884,
0.2861928343772888,
-0.009483416564762592,
-0.2811092734336853,
-0.18326272070407867,
-0.020522315055131912,
0.015350294299423695,
-0.05896131321787834,
-0.1302313208580017,
0.12232226133346558,
0.025622917339205742,
-0.013209433294832706,
-0.07228268682956696,
-0.1393001824617386,
-0.10057830065488815,
0.19332052767276764,
0.04276091232895851,
0.12636713683605194,
-0.12846150994300842,
-0.054820213466882706,
-0.15552277863025665,
-0.1747959703207016,
0.11006160080432892,
-0.06299695372581482,
0.09006845951080322,
-0.005719768814742565,
0.04842129349708557,
0.028071794658899307,
-0.021679680794477463,
0.11951351910829544,
-0.0120704872533679,
-0.03865616396069527,
-0.0808536633849144,
0.02315433882176876,
0.10141801089048386,
0.005970802623778582,
0.16792063415050507,
-0.07323593646287918,
-0.01737094484269619,
0.023539651185274124,
-0.09081166237592697,
-0.04605824872851372,
0.11684628576040268,
0.003876680973917246,
-0.07667184621095657,
-0.026658738031983376,
-0.014429263770580292,
-0.04662829637527466,
-0.006498497445136309,
0.07926128804683685,
-0.02875055931508541,
-0.0020457992795854807,
0.15037360787391663,
0.21019244194030762,
-0.13333147764205933,
0.05203022062778473,
-0.034607868641614914,
-0.09569112211465836,
0.0319024920463562,
-0.016737911850214005,
0.05267436429858208,
0.053555771708488464,
0.014591421000659466,
0.05821146443486214,
0.033722635358572006,
-0.03903932869434357,
-0.00024911167565733194,
0.09045557677745819,
-0.07751232385635376,
-0.21849969029426575,
-0.027482537552714348,
-0.0365416444838047,
-0.10020897537469864,
0.10219734907150269,
0.12389802187681198,
-0.01824929565191269,
-0.08583411574363708,
0.00025660914252512157,
0.024732325226068497,
-0.029727481305599213,
0.10951779037714005,
0.07983670383691788,
0.03108464553952217,
-0.11468208581209183,
0.0969097763299942,
0.10191654413938522,
-0.11484628170728683,
0.0050784810446202755,
0.11019068956375122,
-0.08287788927555084,
-0.10046038776636124,
0.025367116555571556,
-0.016045009717345238,
-0.08307605236768723,
-0.08389266580343246,
-0.046208254992961884,
-0.11422901600599289,
-0.004719635006040335,
0.0798230692744255,
0.07760069519281387,
-0.035861119627952576,
-0.022783562541007996,
0.014368142932653427,
-0.07302813977003098,
0.06488358974456787,
0.12611758708953857,
0.06322802603244781,
-0.10679038614034653,
0.0772547572851181,
-0.03861609846353531,
0.12364432215690613,
-0.04837701842188835,
-0.005672750528901815,
-0.06909939646720886,
-0.018410012125968933,
-0.25853344798088074,
0.05326102674007416,
-0.13880540430545807,
-0.00008636380516691133,
-0.000048393256292911246,
-0.05486953258514404,
-0.012488668784499168,
0.03553786501288414,
-0.07191859185695648,
-0.000040732214984018356,
-0.015146778896450996,
0.07181037217378616,
-0.10001438111066818,
-0.014896921813488007,
0.06738203763961792,
-0.03962437063455582,
0.08843102306127548,
0.05679512023925781,
-0.08986656367778778,
0.0860484391450882,
-0.09068721532821655,
-0.11643928289413452,
0.04154190793633461,
0.07351284474134445,
0.03439981862902641,
-0.019660860300064087,
0.015031582675874233,
0.09092026203870773,
0.05243970453739166,
0.010352703742682934,
0.12256884574890137,
-0.058436378836631775,
0.03420700877904892,
-0.0025488045066595078,
-0.07770834863185883,
-0.013971003703773022,
0.007805724162608385,
0.1485433727502823,
0.062118928879499435,
0.09835165739059448,
-0.09229861944913864,
0.045122161507606506,
-0.047129444777965546,
0.029230725020170212,
-0.0610232949256897,
-0.13920503854751587,
0.018639344722032547,
-0.04203034192323685,
0.006872185040265322,
0.04424579441547394,
0.11140821874141693,
-0.041983529925346375,
0.1394737958908081,
-0.01098727248609066,
0.024455789476633072,
0.08261193335056305,
-0.004931935574859381,
0.1883402317762375,
0.03998183459043503,
-0.03895711526274681,
-0.07879620045423508,
-0.014023944735527039,
0.061882440000772476,
-0.01882854476571083,
0.08058778196573257,
0.1089899092912674,
0.010791349224746227,
0.09102275222539902,
0.052829232066869736,
0.06246147304773331,
-0.10111575573682785,
-0.15346954762935638,
0.07475443929433823,
0.036758266389369965,
-0.09798645973205566,
0.08666881173849106,
0.12801893055438995,
-0.057646870613098145,
0.03934546932578087,
0.01377489697188139,
-0.06153590604662895,
-0.136221244931221,
-0.13951686024665833,
-0.07515551894903183,
-0.05752420052886009,
-0.027348922565579414,
-0.08961502462625504,
-0.007700749207288027,
0.002354687312617898,
0.06575657427310944,
-0.02756010927259922,
0.16549262404441833,
-0.12863589823246002,
-0.053162217140197754,
0.038620758801698685,
-0.02793446183204651,
0.026526499539613724,
0.09435836225748062,
-0.0031083011999726295,
-0.016149228438735008,
0.06244242936372757,
0.029600044712424278,
0.049506206065416336,
0.03053666092455387,
0.03043072484433651,
-0.06207036226987839,
-0.05986318364739418,
-0.06312920153141022,
0.03516165539622307,
0.0491010919213295,
0.15194717049598694,
0.04544958099722862,
-0.03731583431363106,
0.007907266728579998,
0.08427586406469345,
-0.04068505018949509,
-0.24675977230072021,
-0.09503314644098282,
0.18046259880065918,
0.021345030516386032,
0.03854728490114212,
0.0260375514626503,
-0.097573421895504,
-0.05723344162106514,
0.22842201590538025,
0.16952122747898102,
0.07616792619228363,
0.036612339317798615,
-0.03071354515850544,
0.018097780644893646,
-0.03618317097425461,
0.10213632136583328,
0.057398319244384766,
0.18493299186229706,
-0.031167421489953995,
-0.003798584220930934,
-0.0013108187122270465,
-0.007298129145056009,
-0.27224859595298767,
0.03891422599554062,
-0.01829211600124836,
-0.05167058855295181,
0.022822221741080284,
0.0869453027844429,
-0.040309786796569824,
-0.06482591480016708,
-0.11434134840965271,
-0.027744896709918976,
-0.06705275923013687,
0.018610754981637,
0.036469943821430206,
0.018116723746061325,
0.055681705474853516,
-0.021313561126589775,
0.04677712917327881,
0.11654658615589142,
0.022290198132395744,
-0.08504342287778854,
0.04542635381221771,
0.1438106894493103,
-0.011799158528447151,
0.11081085354089737,
0.04969539865851402,
0.06306809186935425,
0.08754599839448929,
0.0022635844070464373,
-0.11036323010921478,
0.05163758993148804,
0.030593274161219597,
-0.01869628205895424,
0.10349623113870621,
0.11156107485294342,
-0.05154755339026451,
-0.016560789197683334,
-0.03233287110924721,
-0.07271932065486908,
-0.0015025692991912365,
0.16913683712482452,
0.03411303833127022,
-0.08014687895774841,
0.09403792768716812,
-0.16722147166728973,
0.06072292849421501,
0.11126700788736343,
-0.015575016848742962,
-0.03761353716254234,
-0.06834759563207626,
0.08147557079792023,
0.04338427260518074,
-0.07888591289520264,
-0.07812747359275818,
-0.15471261739730835,
-0.036280177533626556,
-0.08662017434835434,
0.09244182705879211,
-0.1617533415555954,
-0.00345548614859581,
-0.02286621369421482,
0.04519570618867874,
-0.1441393345594406,
0.023747507482767105,
0.10957913845777512,
-0.011971515603363514,
0.022840401157736778,
-0.11693423241376877,
-0.03547186404466629,
0.03106814995408058,
-0.13709598779678345,
-0.04324013367295265
] |
null | null | transformers |
# distilbert-base-en-th-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-th-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-th-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-th-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-th-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-th-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-th-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-th-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.04266597703099251,
0.04929241165518761,
-0.004552469123154879,
0.09134483337402344,
0.08462432771921158,
-0.05313338339328766,
0.12576943635940552,
0.08430834859609604,
-0.03721727803349495,
-0.0006701172678731382,
0.05477200448513031,
0.03041883185505867,
0.029971718788146973,
0.08531266450881958,
-0.052269548177719116,
-0.2529761791229248,
0.008823326788842678,
0.0708424523472786,
-0.010624469257891178,
0.0762743353843689,
0.13766823709011078,
-0.07898538559675217,
0.05599448084831238,
0.03058652952313423,
-0.04431706294417381,
0.07137373834848404,
-0.026624705642461777,
-0.10853663086891174,
0.09778288006782532,
0.07252366840839386,
0.10793647170066833,
0.041278399527072906,
0.07242982089519501,
-0.04486870765686035,
0.01772693358361721,
0.010259636677801609,
0.03247547149658203,
0.01528614480048418,
0.012531285174190998,
-0.06156279891729355,
0.024253763258457184,
-0.12283553928136826,
-0.0069524794816970825,
0.05168858915567398,
-0.018144086003303528,
-0.13941435515880585,
-0.05291913449764252,
0.04920411482453346,
0.07367467135190964,
0.028164105489850044,
0.00888165831565857,
0.17895664274692535,
-0.04923165962100029,
0.07144796848297119,
0.18183773756027222,
-0.23237766325473785,
-0.05268576741218567,
0.049655426293611526,
0.04282049089670181,
0.012355192564427853,
-0.031086113303899765,
0.0367191918194294,
0.06968841701745987,
0.07964018732309341,
-0.02272515930235386,
-0.0984792485833168,
-0.03368086740374565,
-0.08434939384460449,
-0.08966712653636932,
-0.03377070277929306,
0.16185657680034637,
-0.049530621618032455,
-0.11970659345388412,
-0.07492435723543167,
-0.04219870641827583,
0.18526573479175568,
-0.05763430893421173,
-0.007071584463119507,
-0.0038282203022390604,
-0.02406233362853527,
-0.05077144131064415,
-0.11145449429750443,
-0.1478089988231659,
-0.030603673309087753,
-0.10661380738019943,
0.18362461030483246,
0.06536336243152618,
0.029985597357153893,
-0.04970194771885872,
0.011763096787035465,
-0.061655182391405106,
-0.09413651376962662,
-0.013138229958713055,
-0.09777545928955078,
0.08770294487476349,
0.02196495607495308,
-0.06911986321210861,
-0.11349987983703613,
0.12023448944091797,
0.13354536890983582,
-0.07105752825737,
-0.005108060780912638,
-0.05888407677412033,
-0.018785787746310234,
0.0645255297422409,
0.1073453351855278,
-0.05617696791887283,
0.021344395354390144,
0.09449850022792816,
-0.033581510186195374,
0.04643545299768448,
0.015010795556008816,
-0.12090721726417542,
-0.08071865141391754,
0.048355646431446075,
0.13499407470226288,
0.017624827101826668,
0.04627246409654617,
0.011751159094274044,
-0.01737459935247898,
0.1293938159942627,
-0.1430763602256775,
0.029036838561296463,
-0.015279208309948444,
0.05721764639019966,
0.18195466697216034,
0.008523711003363132,
-0.02910574898123741,
-0.14361192286014557,
-0.051855262368917465,
0.000847227405756712,
-0.015448460355401039,
-0.015331068076193333,
-0.10929518938064575,
0.041199978440999985,
-0.06772518903017044,
-0.0021108335349708796,
-0.1805214285850525,
-0.09459345042705536,
0.05061384290456772,
0.036002494394779205,
-0.01682279072701931,
-0.001276331371627748,
0.036851219832897186,
0.017668725922703743,
-0.015951771289110184,
-0.035839781165122986,
-0.07120289653539658,
-0.028811240568757057,
0.03885585442185402,
0.04344349727034569,
0.07476725429296494,
-0.11166757345199585,
0.01763588935136795,
-0.0822785347700119,
0.004186590202152729,
-0.18350054323673248,
0.05168285220861435,
-0.07520627230405807,
0.006427895277738571,
-0.10563366115093231,
-0.12794654071331024,
0.06419284641742706,
0.0004454740264918655,
0.034712497144937515,
0.10716554522514343,
-0.10429872572422028,
-0.0462593212723732,
0.15877221524715424,
-0.10534698516130447,
-0.020721470937132835,
0.21226833760738373,
0.02179473452270031,
-0.03559920936822891,
0.12233534455299377,
0.05268449708819389,
0.08860551565885544,
-0.10042714327573776,
-0.009176398627460003,
0.06814347952604294,
0.005051433574408293,
-0.01021771039813757,
0.06815450638532639,
-0.0188780277967453,
-0.05295971781015396,
0.021415282040834427,
-0.02583477273583412,
0.027879968285560608,
-0.02151501737535,
-0.03186582028865814,
-0.03443186357617378,
-0.07793273776769638,
0.11217331141233444,
0.04092126712203026,
0.03657984733581543,
-0.09160391986370087,
-0.06280271708965302,
0.07426755130290985,
0.05514848232269287,
-0.07445991784334183,
0.0417017824947834,
-0.10497945547103882,
0.06291285157203674,
-0.08218546211719513,
0.01956774666905403,
-0.13672654330730438,
-0.03417839854955673,
0.04004763439297676,
-0.013018758036196232,
0.05874524265527725,
0.0018077349523082376,
0.0707353726029396,
0.055025067180395126,
-0.07203345745801926,
0.06458893418312073,
0.06331519782543182,
-0.01536437589675188,
-0.0061291963793337345,
-0.017352767288684845,
-0.0363440103828907,
-0.0428372398018837,
0.03717704862356186,
-0.01700911670923233,
0.008950764313340187,
-0.026117656379938126,
0.09933014214038849,
-0.05532821640372276,
0.06037020683288574,
0.056370388716459274,
0.052975039929151535,
-0.054950300604104996,
-0.029901836067438126,
0.0567365400493145,
-0.025558507069945335,
-0.03716640546917915,
0.07232759147882462,
0.011320233345031738,
-0.0017772167921066284,
0.1247396469116211,
0.02710990607738495,
0.020249202847480774,
-0.006888536736369133,
-0.019826116040349007,
0.01755845732986927,
-0.040247734636068344,
-0.05945070832967758,
0.12775368988513947,
0.006853525526821613,
0.09273567795753479,
-0.1024530902504921,
-0.001975629013031721,
0.008314870297908783,
-0.09628214687108994,
-0.07004428654909134,
0.06041881442070007,
0.0007859821780584753,
-0.10927953571081161,
0.08140438050031662,
0.11674174666404724,
-0.052997417747974396,
0.09527462720870972,
-0.03916151076555252,
-0.05608215183019638,
0.05813691020011902,
0.014478972181677818,
0.040536604821681976,
-0.016109438613057137,
-0.043150294572114944,
-0.03288529813289642,
0.08412343263626099,
-0.05255600064992905,
-0.011707979254424572,
-0.10091887414455414,
0.0423012338578701,
0.017148487269878387,
-0.05323487147688866,
-0.03536226600408554,
0.014643656089901924,
0.01881539076566696,
0.050735216587781906,
0.004213924985378981,
-0.01761077344417572,
0.0293720792979002,
0.026105478405952454,
-0.022177331149578094,
0.14792929589748383,
-0.11613652855157852,
-0.3237868547439575,
-0.2053520381450653,
-0.12130358815193176,
-0.14740748703479767,
0.06584160029888153,
0.0879204198718071,
-0.10321439802646637,
-0.09597227722406387,
-0.02561362087726593,
0.06706209480762482,
-0.0024872925132513046,
-0.009526997804641724,
0.041056495159864426,
0.022606952115893364,
0.003256150521337986,
-0.16107086837291718,
-0.01822265237569809,
0.042343225330114365,
-0.11008910834789276,
0.09630372375249863,
-0.05951165780425072,
0.06758449226617813,
0.05490772798657417,
-0.04475149139761925,
-0.008401797153055668,
-0.019098317250609398,
0.09863744676113129,
0.006531077437102795,
0.05417412891983986,
0.23892748355865479,
-0.013094118796288967,
0.06564468890428543,
0.09590417146682739,
0.059277743101119995,
-0.015015078708529472,
0.045499686151742935,
0.007268606219440699,
-0.05294514074921608,
-0.19364580512046814,
-0.060817450284957886,
-0.037073031067848206,
0.0681668072938919,
0.057535819709300995,
0.050663720816373825,
-0.02874661423265934,
0.09702365100383759,
-0.07335609197616577,
0.056398142129182816,
0.014025655575096607,
0.07167305052280426,
0.17380858957767487,
0.00218360242433846,
0.10007038712501526,
-0.060433391481637955,
-0.11706539988517761,
0.10479933023452759,
0.02613031305372715,
0.0830172449350357,
-0.020961420610547066,
0.08796422928571701,
0.05317463353276253,
0.03588632494211197,
0.09523408859968185,
0.2241782546043396,
-0.03137704357504845,
0.022783126682043076,
-0.00367533415555954,
-0.06890173256397247,
-0.03545336052775383,
-0.029220856726169586,
0.053751736879348755,
-0.035126663744449615,
-0.020802581682801247,
-0.04666668549180031,
0.026767980307340622,
0.21445678174495697,
0.07158958911895752,
-0.17409351468086243,
-0.09151943027973175,
0.03932305425405502,
-0.08846551924943924,
-0.08982041478157043,
0.028821879997849464,
0.03683393448591232,
-0.11791124939918518,
0.10208359360694885,
0.00673585245385766,
0.09875592589378357,
-0.043251462280750275,
0.02198147587478161,
-0.15325842797756195,
0.05894209444522858,
0.022715473547577858,
0.11581277847290039,
-0.18762746453285217,
0.12290971726179123,
0.020695200189948082,
0.053635820746421814,
-0.10703039914369583,
0.06622543185949326,
0.046186093240976334,
0.058883629739284515,
0.09790617227554321,
-0.014566506259143353,
0.13785266876220703,
-0.12505461275577545,
-0.10350948572158813,
0.05181112140417099,
0.058114614337682724,
0.03263265639543533,
0.08737564086914062,
-0.009375624358654022,
-0.04141309857368469,
-0.020804934203624725,
-0.01637634076178074,
-0.20488716661930084,
-0.1628202199935913,
0.04638619348406792,
0.03345734253525734,
-0.04940172657370567,
-0.0458553284406662,
-0.10166805982589722,
-0.04533083736896515,
0.15772177278995514,
0.07577604055404663,
-0.15877220034599304,
-0.07394713163375854,
-0.0869588777422905,
0.15540745854377747,
-0.09003052860498428,
0.09536466747522354,
-0.058579329401254654,
0.13719283044338226,
-0.07842971384525299,
-0.08436767756938934,
-0.03599242493510246,
-0.10844085365533829,
-0.07444370537996292,
0.05886436626315117,
0.16299787163734436,
-0.010145217180252075,
0.03554592654109001,
0.0761832669377327,
-0.014011294580996037,
-0.002854080405086279,
-0.08508080244064331,
-0.06112666428089142,
0.03806290775537491,
0.13268215954303741,
0.08815571665763855,
-0.08919154107570648,
-0.1884000152349472,
-0.027437284588813782,
0.004650837276130915,
0.19799572229385376,
0.20010825991630554,
-0.004422318190336227,
0.04308361932635307,
0.28353825211524963,
0.0067883743904531,
-0.27161338925361633,
-0.19095271825790405,
-0.007237015292048454,
0.01793351024389267,
-0.07013648748397827,
-0.1335195004940033,
0.10906075686216354,
0.023487787693738937,
-0.015437510795891285,
-0.05297936871647835,
-0.15892952680587769,
-0.09196626394987106,
0.19443494081497192,
0.06522893160581589,
0.09949594736099243,
-0.11845698952674866,
-0.04812280833721161,
-0.1283578723669052,
-0.17235924303531647,
0.10604113340377808,
-0.05855777859687805,
0.10296052694320679,
-0.021070286631584167,
0.05901686102151871,
0.026871560141444206,
-0.018090613186359406,
0.11488199234008789,
-0.03453702852129936,
-0.041061390191316605,
-0.07712158560752869,
0.017055414617061615,
0.098720483481884,
0.0012875556712970138,
0.16779127717018127,
-0.06591185927391052,
-0.00028402567841112614,
0.040448661893606186,
-0.0836966261267662,
-0.06129106506705284,
0.10944980382919312,
0.0004788316146004945,
-0.08705783635377884,
-0.04046456888318062,
-0.007464672904461622,
-0.05474912002682686,
-0.012850901111960411,
0.06120925024151802,
-0.0038455009926110506,
0.01724184677004814,
0.15209271013736725,
0.1928863376379013,
-0.1414177566766739,
0.06763653457164764,
-0.02640709839761257,
-0.09445347636938095,
0.03862188383936882,
-0.0051562893204391,
0.05474310368299484,
0.059346165508031845,
0.013452168554067612,
0.05904681235551834,
0.035003647208213806,
-0.04387623816728592,
0.011279748752713203,
0.08688328415155411,
-0.07906811684370041,
-0.21216541528701782,
-0.019148826599121094,
-0.047616153955459595,
-0.08096646517515182,
0.10667495429515839,
0.12018469721078873,
-0.025015002116560936,
-0.09091238677501678,
-0.0005746882525272667,
0.02756795659661293,
-0.029841195791959763,
0.10959139466285706,
0.06903170049190521,
0.024804474785923958,
-0.10792341083288193,
0.0877743661403656,
0.10879097878932953,
-0.09896068274974823,
0.009794523939490318,
0.0898943692445755,
-0.08209837973117828,
-0.09553247690200806,
0.03363152593374252,
-0.03881867229938507,
-0.07593456655740738,
-0.06877671182155609,
-0.04172505810856819,
-0.10867252945899963,
0.0006590924458578229,
0.07921060919761658,
0.07513457536697388,
-0.02134384587407112,
-0.03686566650867462,
0.01640019565820694,
-0.07399336248636246,
0.07262144237756729,
0.1091451421380043,
0.06912727653980255,
-0.09346232563257217,
0.05747044458985329,
-0.03415900096297264,
0.1291917860507965,
-0.04978231340646744,
-0.01845601014792919,
-0.0673404410481453,
-0.015827031806111336,
-0.26215001940727234,
0.04366166144609451,
-0.1371108591556549,
-0.0049054804258048534,
-0.004909034352749586,
-0.054613351821899414,
-0.00892668217420578,
0.04825370013713837,
-0.06548645347356796,
-0.007544647436589003,
-0.021173078566789627,
0.06680721044540405,
-0.11796578764915466,
-0.017213845625519753,
0.06642027199268341,
-0.042899079620838165,
0.10055255144834518,
0.051643919199705124,
-0.08484598994255066,
0.07610815018415451,
-0.08928189426660538,
-0.11491519957780838,
0.04583977162837982,
0.06381246447563171,
0.046536885201931,
-0.05122833326458931,
0.021918151527643204,
0.09329158812761307,
0.03889000043272972,
0.013340779580175877,
0.13727517426013947,
-0.07095055282115936,
0.011990897357463837,
-0.0021205132361501455,
-0.06951143592596054,
-0.01903245784342289,
0.01415958721190691,
0.13754260540008545,
0.06112547218799591,
0.102618008852005,
-0.0962114930152893,
0.038869962096214294,
-0.03857741504907608,
0.016276497393846512,
-0.06759269535541534,
-0.13990087807178497,
0.009620844386518002,
-0.03280055895447731,
0.005127585493028164,
0.038035448640584946,
0.09951967000961304,
-0.02233285643160343,
0.13689467310905457,
-0.01382473111152649,
0.015817686915397644,
0.08454086631536484,
-0.009160246700048447,
0.1898626685142517,
0.026797858998179436,
-0.04864818975329399,
-0.08535809814929962,
-0.004904941655695438,
0.05802227184176445,
0.0005703249480575323,
0.07704965770244598,
0.09458611160516739,
0.01160754356533289,
0.07006146013736725,
0.06039641425013542,
0.059794578701257706,
-0.10604673624038696,
-0.1894102245569229,
0.07545147091150284,
0.0446087121963501,
-0.08792120963335037,
0.0872008204460144,
0.11916084587574005,
-0.06464114040136337,
0.03820794075727463,
0.006048050709068775,
-0.06879587471485138,
-0.12028124928474426,
-0.1186017319560051,
-0.06859385222196579,
-0.06114940717816353,
-0.03152613714337349,
-0.09396186470985413,
-0.00989990308880806,
0.004734225105494261,
0.0776371955871582,
-0.040558502078056335,
0.18915830552577972,
-0.11589417606592178,
-0.06077231839299202,
0.059992771595716476,
-0.01714542880654335,
0.03292082995176315,
0.10512672364711761,
-0.004980225581675768,
-0.0390927828848362,
0.059691689908504486,
0.03408117592334747,
0.051803383976221085,
0.01771421916782856,
0.03250136971473694,
-0.06040644645690918,
-0.057063475251197815,
-0.055518075823783875,
0.03208828344941139,
0.052579570561647415,
0.1669943630695343,
0.0426069013774395,
-0.03067275509238243,
0.019075196236371994,
0.10275162756443024,
-0.033672209829092026,
-0.23526309430599213,
-0.0975102037191391,
0.2401864379644394,
0.01220734789967537,
0.021324122324585915,
0.03217332810163498,
-0.09926605969667435,
-0.06787937134504318,
0.2193010002374649,
0.15298157930374146,
0.07985848933458328,
0.02978849597275257,
-0.03898848220705986,
0.01580651104450226,
-0.025392040610313416,
0.11566844582557678,
0.07431133091449738,
0.19227585196495056,
-0.04543498903512955,
-0.015010692179203033,
-0.005071649327874184,
0.0002344943641219288,
-0.28012898564338684,
0.0356445349752903,
-0.014454944990575314,
-0.04911475256085396,
0.008465003222227097,
0.08781374245882034,
-0.025077762082219124,
-0.06634244322776794,
-0.10807789117097855,
-0.02638937532901764,
-0.07960301637649536,
0.026563651859760284,
0.026045920327305794,
-0.005548231769353151,
0.06287529319524765,
-0.021103214472532272,
0.06835085153579712,
0.11721109598875046,
0.021766966208815575,
-0.07144801318645477,
0.03999989852309227,
0.14835885167121887,
-0.002663852646946907,
0.12485599517822266,
0.04831646382808685,
0.06819815933704376,
0.09785017371177673,
-0.0015808078460395336,
-0.1138886958360672,
0.06627652794122696,
0.039162926375865936,
-0.02167680114507675,
0.10846832394599915,
0.10699649900197983,
-0.03663626313209534,
-0.05014590919017792,
-0.0390368327498436,
-0.04859022796154022,
0.00886326190084219,
0.15095257759094238,
0.0446816124022007,
-0.10010449588298798,
0.09101053327322006,
-0.16853861510753632,
0.06220510974526405,
0.11129672080278397,
-0.02058468759059906,
-0.0370623879134655,
-0.07449505478143692,
0.07692399621009827,
0.04346917197108269,
-0.07968523353338242,
-0.08223694562911987,
-0.16395971179008484,
-0.029161930084228516,
-0.08825137466192245,
0.07831985503435135,
-0.17995582520961761,
0.0011518500978127122,
-0.017733069136738777,
0.03841780498623848,
-0.14449137449264526,
0.023223362863063812,
0.08860427141189575,
-0.008614124730229378,
0.026256317272782326,
-0.08716273307800293,
-0.056240689009428024,
0.026316795498132706,
-0.13560622930526733,
-0.04143735021352768
] |
null | null | transformers |
# distilbert-base-en-tr-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-tr-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-tr-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-tr-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-tr-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-tr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-tr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
60,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-tr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.036139115691185,
0.043128978461027145,
-0.004405346233397722,
0.09475985169410706,
0.08671747893095016,
-0.05215854570269585,
0.12398973107337952,
0.08315938711166382,
-0.049839507788419724,
-0.003710177494212985,
0.05617675930261612,
0.035108163952827454,
0.0259685255587101,
0.08115580677986145,
-0.051008615642786026,
-0.260135680437088,
0.006204564124345779,
0.07021748274564743,
-0.010077472776174545,
0.07983601838350296,
0.1387183666229248,
-0.0745215117931366,
0.05572737380862236,
0.03190276026725769,
-0.0457608662545681,
0.07107914984226227,
-0.023015636950731277,
-0.10920481383800507,
0.09876927733421326,
0.07814355194568634,
0.10627394914627075,
0.03943990543484688,
0.07373631745576859,
-0.045577287673950195,
0.01815037801861763,
0.012889894656836987,
0.02778593823313713,
0.014304375275969505,
0.015546484850347042,
-0.06282641738653183,
0.029675612226128578,
-0.12024164199829102,
-0.007285854779183865,
0.05547267943620682,
-0.020142309367656708,
-0.13405776023864746,
-0.05505162850022316,
0.04816311225295067,
0.07342469692230225,
0.030085282400250435,
0.010193015448749065,
0.1846173107624054,
-0.05362667888402939,
0.07285574078559875,
0.17837531864643097,
-0.23939475417137146,
-0.05784376710653305,
0.0453534871339798,
0.04805408790707588,
0.013347811996936798,
-0.03265045955777168,
0.037619151175022125,
0.0691334679722786,
0.0813690721988678,
-0.01937251165509224,
-0.0992184653878212,
-0.043837059289216995,
-0.08633378148078918,
-0.08893873542547226,
-0.03256864845752716,
0.16158533096313477,
-0.050953131169080734,
-0.11903735995292664,
-0.07110743969678879,
-0.04246107116341591,
0.18008919060230255,
-0.05482667312026024,
-0.005250978283584118,
-0.005462670233100653,
-0.019800415262579918,
-0.04768293350934982,
-0.11392328143119812,
-0.15026547014713287,
-0.031229089945554733,
-0.11384519934654236,
0.18213285505771637,
0.06528156995773315,
0.02998994290828705,
-0.05064082145690918,
0.012441758997738361,
-0.05216408893465996,
-0.0925479307770729,
-0.011561132967472076,
-0.09937301278114319,
0.08718760311603546,
0.022290537133812904,
-0.06715857237577438,
-0.1125519871711731,
0.11828997731208801,
0.13381227850914001,
-0.0645049512386322,
-0.005688770208507776,
-0.06526923924684525,
-0.017547136172652245,
0.057148613035678864,
0.10958798229694366,
-0.059476088732481,
0.02544593997299671,
0.0963389202952385,
-0.035697292536497116,
0.04539719969034195,
0.01797267235815525,
-0.11985382437705994,
-0.08001841604709625,
0.04526660591363907,
0.1362747699022293,
0.019438184797763824,
0.045660048723220825,
0.01095140352845192,
-0.01567791774868965,
0.12536026537418365,
-0.13991622626781464,
0.031802982091903687,
-0.015215498395264149,
0.0572003498673439,
0.18397629261016846,
0.004867393523454666,
-0.028701728209853172,
-0.1432371735572815,
-0.05875194072723389,
-0.001009352970868349,
-0.017187388613820076,
-0.015173052437603474,
-0.11150172352790833,
0.04211939871311188,
-0.06514695286750793,
-0.0036936867982149124,
-0.18594560027122498,
-0.0958864763379097,
0.05115088075399399,
0.037539009004831314,
-0.018678897991776466,
0.0037292952183634043,
0.039272863417863846,
0.013764895498752594,
-0.013810437172651291,
-0.033828333020210266,
-0.06877574324607849,
-0.02823132462799549,
0.04091734066605568,
0.03886796161532402,
0.07318039983510971,
-0.11029142141342163,
0.01896403729915619,
-0.08289536833763123,
0.0019908482208848,
-0.17349234223365784,
0.05523891746997833,
-0.07122622430324554,
0.005185822024941444,
-0.10823257267475128,
-0.12929397821426392,
0.06022079288959503,
0.001608530874364078,
0.03466232120990753,
0.10486394912004471,
-0.10475379973649979,
-0.0431734174489975,
0.15802007913589478,
-0.10505256056785583,
-0.015868159011006355,
0.21628156304359436,
0.023529114201664925,
-0.03569911792874336,
0.12328798323869705,
0.047547534108161926,
0.09878069907426834,
-0.09146139025688171,
-0.007752918638288975,
0.0619543120265007,
0.00010937090701190755,
-0.01050312165170908,
0.0701102688908577,
-0.014566494151949883,
-0.0605144165456295,
0.020343970507383347,
-0.019864873960614204,
0.029595909640192986,
-0.02326972410082817,
-0.030083227902650833,
-0.03372151777148247,
-0.07714944332838058,
0.12151611596345901,
0.04016932472586632,
0.03782491758465767,
-0.09357186406850815,
-0.06791859865188599,
0.07066795974969864,
0.055714379996061325,
-0.07377354800701141,
0.040733955800533295,
-0.10613231360912323,
0.0602266788482666,
-0.08284945785999298,
0.01825062744319439,
-0.13613945245742798,
-0.03373456373810768,
0.03906218335032463,
-0.014917004853487015,
0.060920681804418564,
0.004198139999061823,
0.07060278207063675,
0.055932894349098206,
-0.07127650082111359,
0.06629180908203125,
0.06254256516695023,
-0.01842336542904377,
-0.007788112852722406,
-0.014369921758770943,
-0.035682085901498795,
-0.042126793414354324,
0.03876924887299538,
-0.019701307639479637,
0.0075470744632184505,
-0.02998257800936699,
0.09794872254133224,
-0.05590943247079849,
0.06349309533834457,
0.05609296262264252,
0.05415429174900055,
-0.05499701201915741,
-0.030709944665431976,
0.05520446598529816,
-0.027752196416258812,
-0.0349133275449276,
0.07418232411146164,
0.010092497803270817,
0.0010509890271350741,
0.12346411496400833,
0.03354975953698158,
0.018598798662424088,
-0.0016617322107777,
-0.020839760079979897,
0.017855674028396606,
-0.04081741347908974,
-0.05913066864013672,
0.13285231590270996,
0.0048043085262179375,
0.09316825121641159,
-0.10307925939559937,
-0.003079831600189209,
0.010321483947336674,
-0.09797107428312302,
-0.070001982152462,
0.06369847059249878,
-0.005803183186799288,
-0.12142892181873322,
0.08139723539352417,
0.11446762830018997,
-0.0538976714015007,
0.0951453298330307,
-0.034186795353889465,
-0.05416982248425484,
0.059137724339962006,
0.014244449324905872,
0.04396311193704605,
-0.018211055546998978,
-0.035464897751808167,
-0.030364682897925377,
0.08322882652282715,
-0.05181014910340309,
-0.011457803659141064,
-0.10496217757463455,
0.04047014191746712,
0.0180733110755682,
-0.05364392697811127,
-0.03750058263540268,
0.01851961761713028,
0.01820705458521843,
0.054798707365989685,
0.0022359471768140793,
-0.01936042308807373,
0.029628880321979523,
0.02824409306049347,
-0.021412963047623634,
0.147488534450531,
-0.12129487842321396,
-0.32823455333709717,
-0.20598900318145752,
-0.11338738352060318,
-0.14674654603004456,
0.06509646028280258,
0.09165320545434952,
-0.10444852709770203,
-0.09453360736370087,
-0.027786865830421448,
0.06406037509441376,
-0.0019408758962526917,
-0.010579239577054977,
0.03978659212589264,
0.022249819710850716,
0.000042929499613819644,
-0.16106176376342773,
-0.01631460338830948,
0.04338151961565018,
-0.11789082735776901,
0.09990464895963669,
-0.06455755233764648,
0.06775889545679092,
0.05823814868927002,
-0.0505361407995224,
-0.01190223079174757,
-0.02028709091246128,
0.0880800187587738,
0.006394022144377232,
0.05678008124232292,
0.24329319596290588,
-0.006609416101127863,
0.06535711884498596,
0.09335879236459732,
0.05779612064361572,
-0.015114162117242813,
0.04870586469769478,
0.007507581729441881,
-0.055557508021593094,
-0.2017168402671814,
-0.061980344355106354,
-0.038978300988674164,
0.06717492640018463,
0.05769181251525879,
0.05388450250029564,
-0.02404891885817051,
0.09710340201854706,
-0.0742916464805603,
0.059356946498155594,
0.017266739159822464,
0.07221728563308716,
0.1795159876346588,
0.004008463583886623,
0.1011277362704277,
-0.061982423067092896,
-0.11642291396856308,
0.10561787337064743,
0.01906583458185196,
0.07466179877519608,
-0.02003766968846321,
0.08293139189481735,
0.05114214867353439,
0.03942544385790825,
0.09295115619897842,
0.22559913992881775,
-0.030155567452311516,
0.024630285799503326,
-0.0027433789800852537,
-0.06777127087116241,
-0.04064727947115898,
-0.0313575454056263,
0.0557827390730381,
-0.03422737494111061,
-0.019412659108638763,
-0.046137310564517975,
0.027515273541212082,
0.21376709640026093,
0.07393259555101395,
-0.18168802559375763,
-0.09258583188056946,
0.03893372043967247,
-0.08879081904888153,
-0.09140051156282425,
0.02981455810368061,
0.04055900499224663,
-0.11752292513847351,
0.09871349483728409,
0.004834642633795738,
0.09987448900938034,
-0.03859122097492218,
0.0210366602987051,
-0.14549420773983002,
0.06319763511419296,
0.02278398536145687,
0.11580773442983627,
-0.18550139665603638,
0.1233636736869812,
0.021043408662080765,
0.05263558402657509,
-0.10995025932788849,
0.062151506543159485,
0.045557908713817596,
0.05386169254779816,
0.09469196945428848,
-0.013701929710805416,
0.14496883749961853,
-0.12245631217956543,
-0.10713300853967667,
0.05246630311012268,
0.05860091745853424,
0.030638637021183968,
0.08451912552118301,
-0.01492914929986,
-0.04215758666396141,
-0.022885333746671677,
-0.01844594068825245,
-0.20743779838085175,
-0.1615113615989685,
0.044446635991334915,
0.03992334008216858,
-0.0458943136036396,
-0.04503730684518814,
-0.10326103866100311,
-0.03623698651790619,
0.15524552762508392,
0.07820898294448853,
-0.15427273511886597,
-0.0754634365439415,
-0.08714600652456284,
0.1600644737482071,
-0.09056364744901657,
0.09298514574766159,
-0.058939818292856216,
0.13270771503448486,
-0.0746026486158371,
-0.08867690712213516,
-0.034828465431928635,
-0.10674943029880524,
-0.0749264657497406,
0.056393980979919434,
0.16684789955615997,
-0.010586867108941078,
0.03903606906533241,
0.08081777393817902,
-0.01704324409365654,
-0.00023222595336847007,
-0.08477632701396942,
-0.06721802800893784,
0.039286933839321136,
0.13490337133407593,
0.09008107334375381,
-0.09222351014614105,
-0.18469862639904022,
-0.028233284130692482,
0.0050606983713805676,
0.1999100297689438,
0.19613537192344666,
-0.00686115026473999,
0.04271350055932999,
0.2776147425174713,
0.007028897292912006,
-0.2712959051132202,
-0.19000589847564697,
-0.0065078712068498135,
0.019935570657253265,
-0.06971761584281921,
-0.12654896080493927,
0.10123219341039658,
0.027115002274513245,
-0.014808768406510353,
-0.051935773342847824,
-0.1670779436826706,
-0.09155549854040146,
0.1898655742406845,
0.0642310157418251,
0.0963735282421112,
-0.12307965010404587,
-0.04539984092116356,
-0.128467857837677,
-0.17068210244178772,
0.1059463769197464,
-0.06431209295988083,
0.10688778758049011,
-0.02207145467400551,
0.0532551184296608,
0.024889547377824783,
-0.016721714287996292,
0.11242202669382095,
-0.03678526729345322,
-0.04354582726955414,
-0.07801981270313263,
0.018014714121818542,
0.10256245732307434,
0.004215164575725794,
0.166190966963768,
-0.06277509033679962,
-0.00003969520184909925,
0.034668147563934326,
-0.08121288567781448,
-0.06203597038984299,
0.10630808025598526,
0.001585045363754034,
-0.08574961870908737,
-0.03954331949353218,
-0.006666631903499365,
-0.05171238258481026,
-0.014806479215621948,
0.05625692754983902,
-0.005564140621572733,
0.02541983872652054,
0.15539725124835968,
0.1936703622341156,
-0.13293209671974182,
0.06823613494634628,
-0.02563537284731865,
-0.09254001826047897,
0.036063432693481445,
-0.005409755744040012,
0.05562723055481911,
0.06083245202898979,
0.012230314314365387,
0.05860080569982529,
0.03702431544661522,
-0.04039609059691429,
0.018030017614364624,
0.08791074901819229,
-0.07488210499286652,
-0.2125597447156906,
-0.018871070817112923,
-0.04112432524561882,
-0.07937084138393402,
0.10464837402105331,
0.12273585051298141,
-0.0311929602175951,
-0.09292984753847122,
-0.0007123660761862993,
0.02517963945865631,
-0.03285755217075348,
0.11256002634763718,
0.0648793876171112,
0.023796305060386658,
-0.10730724036693573,
0.08662696927785873,
0.10713913291692734,
-0.09686446934938431,
0.007104930933564901,
0.09201404452323914,
-0.07872477173805237,
-0.09902893006801605,
0.047826528549194336,
-0.05151968449354172,
-0.07758508622646332,
-0.0657336637377739,
-0.035599663853645325,
-0.10991237312555313,
0.002484487369656563,
0.0839017778635025,
0.07225548475980759,
-0.018455879762768745,
-0.038900431245565414,
0.015428313985466957,
-0.07706381380558014,
0.06568214297294617,
0.11129818856716156,
0.06611131876707077,
-0.09498634189367294,
0.056757960468530655,
-0.03545762225985527,
0.12964662909507751,
-0.05144566670060158,
-0.01830866001546383,
-0.06841087341308594,
-0.016614917665719986,
-0.2624955475330353,
0.04470269754528999,
-0.13373655080795288,
-0.0037861517630517483,
-0.0043037026189267635,
-0.057319846004247665,
-0.011763154529035091,
0.04654521495103836,
-0.06540777534246445,
-0.008971118368208408,
-0.020813167095184326,
0.06662796437740326,
-0.11972367018461227,
-0.018138453364372253,
0.06669431179761887,
-0.04069586843252182,
0.10058025270700455,
0.05292252078652382,
-0.08443029224872589,
0.07619347423315048,
-0.09767231345176697,
-0.1152256429195404,
0.044795602560043335,
0.061628762632608414,
0.04680611193180084,
-0.04918292537331581,
0.02549714967608452,
0.09323332458734512,
0.03915952146053314,
0.014832116663455963,
0.13516545295715332,
-0.0710638165473938,
0.013887651264667511,
-0.010923581197857857,
-0.06863027811050415,
-0.018474258482456207,
0.011940612457692623,
0.13447588682174683,
0.06192469969391823,
0.10227792710065842,
-0.09712646156549454,
0.0392424575984478,
-0.040566906332969666,
0.015444768592715263,
-0.0702221468091011,
-0.1405293345451355,
0.011328127235174179,
-0.032680951058864594,
0.00543214101344347,
0.042462803423404694,
0.08953572064638138,
-0.017412275075912476,
0.14477898180484772,
-0.014377388171851635,
0.017542457208037376,
0.08359585702419281,
-0.009406288154423237,
0.1840222030878067,
0.025667570531368256,
-0.04865417629480362,
-0.08397398144006729,
-0.007257069461047649,
0.05936310812830925,
-0.004994586575776339,
0.07673747837543488,
0.09095285087823868,
0.007666008546948433,
0.07010892778635025,
0.06268668919801712,
0.05969312787055969,
-0.10945184528827667,
-0.19872497022151947,
0.07790670543909073,
0.0444791316986084,
-0.09037375450134277,
0.08551965653896332,
0.11918456107378006,
-0.06666560471057892,
0.03732184320688248,
0.005340812262147665,
-0.0683324784040451,
-0.12119372189044952,
-0.12115246802568436,
-0.07040318846702576,
-0.06076928973197937,
-0.03213566169142723,
-0.09221451729536057,
-0.005714079365134239,
0.004180003888905048,
0.07933532446622849,
-0.03757868707180023,
0.1849617213010788,
-0.11701266467571259,
-0.06269881129264832,
0.06049872934818268,
-0.016081463545560837,
0.03734767064452171,
0.10540996491909027,
-0.00417373888194561,
-0.04044174775481224,
0.05397501960396767,
0.03757687658071518,
0.0561072938144207,
0.01774262823164463,
0.03387811779975891,
-0.06594575196504593,
-0.057851094752550125,
-0.055511411279439926,
0.03532117232680321,
0.05366770923137665,
0.160600483417511,
0.045973338186740875,
-0.03544748201966286,
0.021486781537532806,
0.11336258053779602,
-0.032560624182224274,
-0.22890698909759521,
-0.09587506204843521,
0.24336358904838562,
0.01352505199611187,
0.02203504741191864,
0.03279939293861389,
-0.09697849303483963,
-0.06586981564760208,
0.22438009083271027,
0.15755830705165863,
0.07858145236968994,
0.029174981638789177,
-0.041376665234565735,
0.015884198248386383,
-0.0232843104749918,
0.11882468312978745,
0.07605286687612534,
0.18962953984737396,
-0.0498412624001503,
-0.010674046352505684,
-0.005317297764122486,
0.0036848783493041992,
-0.27809181809425354,
0.0295389574021101,
-0.019503116607666016,
-0.051417216658592224,
0.010823998600244522,
0.0905354768037796,
-0.026461517438292503,
-0.06076426804065704,
-0.1050846129655838,
-0.0263574980199337,
-0.08019609749317169,
0.02671973779797554,
0.027374854311347008,
-0.005216515623033047,
0.06779687106609344,
-0.021681172773241997,
0.06687938421964645,
0.10710763186216354,
0.021266136318445206,
-0.07570667564868927,
0.03987746685743332,
0.14739792048931122,
0.00765066035091877,
0.12437514215707779,
0.04738998040556908,
0.0684230625629425,
0.09818194061517715,
-0.0014836116461083293,
-0.11460878700017929,
0.06503641605377197,
0.03673291951417923,
-0.02497643418610096,
0.11138082295656204,
0.10478010028600693,
-0.037267327308654785,
-0.053528957068920135,
-0.03856946900486946,
-0.04831341281533241,
0.011589301750063896,
0.14671699702739716,
0.052288662642240524,
-0.09522742033004761,
0.09348630905151367,
-0.16728661954402924,
0.0660952776670456,
0.11353057622909546,
-0.02101992815732956,
-0.035163864493370056,
-0.07483870536088943,
0.07370977103710175,
0.042612094432115555,
-0.07308148592710495,
-0.0799272432923317,
-0.16069284081459045,
-0.032996341586112976,
-0.09480167180299759,
0.07690707594156265,
-0.1818920075893402,
-0.000028066933737136424,
-0.021290278062224388,
0.03495602682232857,
-0.1477792114019394,
0.026019971817731857,
0.08775006979703903,
-0.010257625952363014,
0.025908999145030975,
-0.09777316451072693,
-0.057059284299612045,
0.02766716293990612,
-0.1357298642396927,
-0.03938563913106918
] |
null | null | transformers |
# distilbert-base-en-uk-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-uk-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-uk-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-uk-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-uk-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-uk-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-uk-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-uk-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03648936748504639,
0.015865907073020935,
-0.005055881571024656,
0.10011328011751175,
0.09809532016515732,
-0.013224397785961628,
0.14518612623214722,
0.08276871591806412,
-0.0015257768100127578,
-0.00411334540694952,
0.04909911006689072,
0.03116682544350624,
0.025091787800192833,
0.05562880262732506,
-0.024668170139193535,
-0.27550822496414185,
-0.011044413782656193,
0.05253354460000992,
-0.03991029039025307,
0.07030301541090012,
0.12667688727378845,
-0.07034440338611603,
0.064651258289814,
0.03985022380948067,
-0.07107117027044296,
0.07383359968662262,
-0.04197394475340843,
-0.09507529437541962,
0.08925411850214005,
0.07281436771154404,
0.1056237742304802,
0.02380955033004284,
0.0649801716208458,
-0.038631971925497055,
0.008758727461099625,
-0.0031696793157607317,
0.02266700752079487,
0.00937296450138092,
-0.002675172407180071,
-0.06496411561965942,
0.06218085065484047,
-0.10900139808654785,
0.0062822918407619,
0.06294204294681549,
-0.02731171064078808,
-0.11319427192211151,
-0.05923326313495636,
0.030385350808501244,
0.08081110566854477,
0.022020697593688965,
0.018270639702677727,
0.12252045422792435,
-0.04663470387458801,
0.06260017305612564,
0.1991136372089386,
-0.23068767786026,
-0.057092707604169846,
0.06772644072771072,
0.06848081946372986,
0.008473831228911877,
-0.01964162476360798,
0.055666543543338776,
0.046792104840278625,
0.09527178853750229,
-0.05130093917250633,
-0.10276772826910019,
-0.0035503997933119535,
-0.06284267455339432,
-0.08523844927549362,
-0.041668422520160675,
0.1689455509185791,
-0.06611793488264084,
-0.11393065750598907,
-0.06884794682264328,
-0.03536422550678253,
0.1615000218153,
-0.062204718589782715,
0.010262451134622097,
-0.0084471944719553,
-0.02000458724796772,
-0.0662553459405899,
-0.14039212465286255,
-0.12257850170135498,
-0.06329691410064697,
-0.10745181888341904,
0.20674581825733185,
0.06665784120559692,
0.03639410436153412,
-0.05398530140519142,
0.020076632499694824,
-0.04184935614466667,
-0.08795960992574692,
-0.021848442032933235,
-0.0848955363035202,
0.06682857871055603,
0.04032287001609802,
-0.0869244784116745,
-0.09345187991857529,
0.11724122613668442,
0.1243901178240776,
-0.021369580179452896,
0.014838616363704205,
-0.05557968467473984,
-0.011978531256318092,
0.0811694785952568,
0.110076904296875,
-0.04876042529940605,
0.009058287367224693,
0.054513320326805115,
-0.07382401823997498,
0.017182521522045135,
-0.006785322446376085,
-0.12912049889564514,
-0.08758009970188141,
-0.0016182517865672708,
0.1178305521607399,
0.02531115710735321,
0.04265882074832916,
0.0009152141865342855,
-0.03954649344086647,
0.11069939285516739,
-0.1382663995027542,
0.049629081040620804,
-0.01794138178229332,
0.04454579949378967,
0.1744651347398758,
0.012770183384418488,
-0.0357249490916729,
-0.1402471661567688,
-0.06513936072587967,
0.002321073552593589,
-0.006963710766285658,
-0.033222928643226624,
-0.11113810539245605,
0.02896117977797985,
-0.08224263042211533,
-0.013838990591466427,
-0.15264512598514557,
-0.10807379335165024,
0.05641575902700424,
0.04896927252411842,
-0.036635104566812515,
-0.0009837482357397676,
0.02444702573120594,
0.03588169068098068,
0.006459496449679136,
-0.022226007655262947,
-0.04967988654971123,
-0.012146024033427238,
0.02246367558836937,
0.04820622131228447,
0.08511364459991455,
-0.122784323990345,
0.027824463322758675,
-0.04052497446537018,
0.01211500447243452,
-0.18200667202472687,
0.09235586225986481,
-0.07888305932283401,
-0.009537744335830212,
-0.11264636367559433,
-0.11975894123315811,
0.07415985316038132,
-0.004762536846101284,
0.039387281984090805,
0.09282514452934265,
-0.11196727305650711,
-0.061890847980976105,
0.12451252341270447,
-0.07747677713632584,
-0.012911404483020306,
0.20046040415763855,
0.010188709013164043,
-0.04127078875899315,
0.09743289649486542,
0.002084980020299554,
0.11211340129375458,
-0.08497466146945953,
0.01585167460143566,
0.06156080216169357,
0.004922411870211363,
0.008405717089772224,
0.0689617171883583,
-0.03248130530118942,
-0.04151168838143349,
0.016371365636587143,
-0.022184593603014946,
0.024590903893113136,
-0.03222007676959038,
-0.02774224430322647,
-0.03160536661744118,
-0.06919050961732864,
0.12428608536720276,
0.028587620705366135,
0.04684470593929291,
-0.07541238516569138,
-0.051801178604364395,
0.10272923111915588,
0.04843251779675484,
-0.06886853277683258,
0.06047807261347771,
-0.11616043001413345,
0.051553696393966675,
-0.0741715133190155,
0.021462341770529747,
-0.1499055176973343,
-0.030207287520170212,
0.0433807410299778,
-0.005070957355201244,
0.0718032717704773,
0.006873146630823612,
0.06967200338840485,
0.047234389930963516,
-0.05843205749988556,
0.094134122133255,
0.03592021018266678,
-0.027076296508312225,
-0.0026301585603505373,
-0.0290633887052536,
-0.07129385322332382,
-0.042998891323804855,
0.026748601347208023,
0.025742171332240105,
0.00722362520173192,
-0.030086634680628777,
0.08516597002744675,
-0.07670588791370392,
0.04370337352156639,
0.040013596415519714,
0.06320232152938843,
-0.055516622960567474,
-0.022383885458111763,
0.058501336723566055,
-0.03309725597500801,
-0.05893811956048012,
0.05922194570302963,
0.04195735231041908,
-0.04694553092122078,
0.12100081145763397,
-0.02363378368318081,
0.041129522025585175,
-0.0017847024137154222,
-0.009728800505399704,
0.00912492349743843,
-0.03624117001891136,
-0.05593404546380043,
0.17874431610107422,
0.012552496045827866,
0.08530470728874207,
-0.07852126657962799,
0.003726817201822996,
0.010411843657493591,
-0.0806041955947876,
-0.06738277524709702,
0.06371801346540451,
0.030800458043813705,
-0.09351553022861481,
0.061634909361600876,
0.09276501834392548,
-0.04407598078250885,
0.11223215609788895,
-0.027304217219352722,
-0.05499408394098282,
0.041334137320518494,
0.005559039767831564,
0.03482023626565933,
-0.02148463949561119,
-0.12467008829116821,
-0.05338726565241814,
0.08556769043207169,
-0.04882095009088516,
-0.01086350716650486,
-0.08923303335905075,
0.049850884824991226,
0.02558261714875698,
-0.061295852065086365,
-0.08286317437887192,
0.011915050446987152,
0.016171453520655632,
0.028187565505504608,
0.01954154297709465,
-0.006540605332702398,
0.04332514852285385,
0.01239110343158245,
-0.011509778909385204,
0.14011242985725403,
-0.13403119146823883,
-0.28444844484329224,
-0.22933584451675415,
-0.20119549334049225,
-0.1639459729194641,
0.06994142383337021,
0.07774975895881653,
-0.10069915652275085,
-0.07558898627758026,
0.014719458296895027,
0.12691715359687805,
-0.050740160048007965,
-0.005715006496757269,
0.052554525434970856,
-0.003963387105613947,
-0.021120671182870865,
-0.16538117825984955,
-0.01603393256664276,
0.05013539269566536,
-0.12488923966884613,
0.08521690219640732,
-0.06707398593425751,
0.05635347589850426,
0.04823547601699829,
-0.04138602688908577,
0.01733008585870266,
-0.008628064766526222,
0.11385969817638397,
0.0014017013600096107,
0.031435806304216385,
0.22286845743656158,
-0.0005442659603431821,
0.06472834199666977,
0.06893327087163925,
0.07708624005317688,
-0.01936887390911579,
0.030847113579511642,
0.012297505512833595,
-0.0676114410161972,
-0.19065217673778534,
-0.06800559163093567,
-0.06756072491407394,
0.06877335906028748,
0.06417196244001389,
0.05477714538574219,
-0.016188332810997963,
0.09167543798685074,
-0.04706249386072159,
0.09904251247644424,
0.009191462770104408,
0.06927981972694397,
0.17781880497932434,
0.003938058856874704,
0.09466306120157242,
-0.05520104244351387,
-0.09813398867845535,
0.09400032460689545,
0.021441170945763588,
0.11063528805971146,
0.010337157174944878,
0.1261235475540161,
0.060897186398506165,
0.03055807761847973,
0.09363796561956406,
0.22303332388401031,
-0.03966556861996651,
0.029446423053741455,
-0.002935747615993023,
-0.05839793384075165,
-0.02895311266183853,
-0.03374134376645088,
0.09452250599861145,
-0.04278022423386574,
-0.014777909964323044,
-0.05922125652432442,
0.003915177658200264,
0.23206675052642822,
0.060026414692401886,
-0.1564662903547287,
-0.07231219112873077,
0.03984053432941437,
-0.09166086465120316,
-0.10297660529613495,
0.014936215244233608,
0.020783796906471252,
-0.12991465628147125,
0.10412666946649551,
0.004823315888643265,
0.11267542839050293,
-0.030815688893198967,
0.014532729983329773,
-0.11124278604984283,
0.05644610524177551,
0.028408581390976906,
0.11003771424293518,
-0.2108892798423767,
0.11643915623426437,
0.01755044236779213,
0.036161214113235474,
-0.1189882755279541,
0.07777758687734604,
0.0404401570558548,
0.04443773254752159,
0.07901330292224884,
-0.008369402959942818,
0.18149885535240173,
-0.1018175259232521,
-0.07642316818237305,
0.049309562891721725,
0.07470856606960297,
-0.0033817854709923267,
0.08415127545595169,
0.005528699606657028,
-0.036365654319524765,
-0.028368182480335236,
0.024291163310408592,
-0.18155182898044586,
-0.1790952831506729,
0.0629691556096077,
0.02303232252597809,
-0.06894908100366592,
-0.02268059365451336,
-0.0878293365240097,
-0.03633143752813339,
0.1610477715730667,
0.06766217947006226,
-0.156378835439682,
-0.08669280260801315,
-0.08668168634176254,
0.18087275326251984,
-0.08694841712713242,
0.10680419951677322,
-0.04790951684117317,
0.11765649169683456,
-0.07055483013391495,
-0.10503935068845749,
-0.026101212948560715,
-0.10236050188541412,
-0.06490904837846756,
0.05306190252304077,
0.14996163547039032,
0.015749141573905945,
0.042724501341581345,
0.05342349410057068,
-0.011989072896540165,
-0.023378347977995872,
-0.08410784602165222,
-0.05107834190130234,
0.042357418686151505,
0.11340010166168213,
0.1020045056939125,
-0.07119223475456238,
-0.11711696535348892,
-0.01782410405576229,
0.014764279127120972,
0.1841798573732376,
0.1758510172367096,
-0.003560425480827689,
0.05738693103194237,
0.2505558729171753,
-0.008140269666910172,
-0.23903420567512512,
-0.20711755752563477,
0.0009071653475984931,
0.03949066624045372,
-0.08769583702087402,
-0.1885978877544403,
0.11143377423286438,
0.009827569127082825,
-0.0061006080359220505,
-0.044792961329221725,
-0.17951138317584991,
-0.08566725999116898,
0.18917527794837952,
0.04514589160680771,
0.09689159691333771,
-0.10885713994503021,
-0.058641914278268814,
-0.12892836332321167,
-0.22739136219024658,
0.0953967347741127,
-0.04275921732187271,
0.11434528976678848,
-0.03282461687922478,
0.10173576325178146,
0.020779797807335854,
-0.0013893607538193464,
0.13282859325408936,
-0.0019271025666967034,
-0.06161357834935188,
-0.07323693484067917,
0.00737354438751936,
0.09413178265094757,
0.001961227972060442,
0.137549489736557,
-0.07012123614549637,
-0.01478406973183155,
-0.005696878768503666,
-0.08211042732000351,
-0.06280789524316788,
0.09313266724348068,
-0.001996678067371249,
-0.07775229215621948,
-0.03745582327246666,
-0.023293767124414444,
-0.05918993428349495,
-0.0031060499604791403,
0.06472557783126831,
-0.0005016217473894358,
0.003812233218923211,
0.1301315575838089,
0.19307294487953186,
-0.1343962699174881,
0.0391346774995327,
-0.031845055520534515,
-0.08472981303930283,
0.04069219157099724,
-0.0074662403203547,
0.05345473065972328,
0.05634545907378197,
0.03391037508845329,
0.05539589002728462,
0.054664842784404755,
-0.040751803666353226,
0.029813846573233604,
0.07540198415517807,
-0.050902631133794785,
-0.2163459062576294,
-0.025095095857977867,
-0.0661221370100975,
-0.07404867559671402,
0.11171871423721313,
0.11306087672710419,
-0.00944911316037178,
-0.09123778343200684,
0.007110282778739929,
0.008138465695083141,
-0.05955887958407402,
0.11712928116321564,
0.04904404655098915,
0.03143918141722679,
-0.12642860412597656,
0.0775366872549057,
0.10549184679985046,
-0.05782473459839821,
0.004469959065318108,
0.09625124931335449,
-0.06919579952955246,
-0.08496615290641785,
-0.002880510874092579,
-0.025863099843263626,
-0.0920468270778656,
-0.04819953069090843,
-0.03262092545628548,
-0.10737110674381256,
0.021633531898260117,
0.07071927934885025,
0.07555088400840759,
-0.015674320980906487,
-0.07770015299320221,
0.03220772743225098,
-0.05893400311470032,
0.04176689684391022,
0.09862501919269562,
0.070866659283638,
-0.07700921595096588,
0.06439944356679916,
-0.03726675733923912,
0.1487060785293579,
-0.0530356764793396,
-0.038988713175058365,
-0.06000497192144394,
-0.004003249108791351,
-0.25483813881874084,
0.0076208095997571945,
-0.1355213075876236,
-0.01037264708429575,
0.000369423592928797,
-0.06491614133119583,
-0.016313958913087845,
0.04767755791544914,
-0.06999583542346954,
-0.029530733823776245,
-0.022099299356341362,
0.06609642505645752,
-0.10706498473882675,
-0.008283409290015697,
0.08127213269472122,
-0.04768209159374237,
0.10239783674478531,
0.07928827404975891,
-0.07963747531175613,
0.05750887468457222,
-0.0636458545923233,
-0.10784812271595001,
0.03503585606813431,
0.05828749015927315,
0.06684548407793045,
-0.04423929750919342,
0.01644778810441494,
0.06252989917993546,
0.054688286036252975,
0.01383217517286539,
0.13289682567119598,
-0.0696367472410202,
0.021640487015247345,
-0.02580016478896141,
-0.07873471826314926,
-0.02286386676132679,
0.021841036155819893,
0.15813469886779785,
0.09728065878152847,
0.08436846733093262,
-0.06448652595281601,
0.049372974783182144,
-0.023611970245838165,
0.014866798184812069,
-0.059930626302957535,
-0.10895135253667831,
0.02917787805199623,
-0.06288331001996994,
0.0036536569241434336,
0.028230495750904083,
0.1135837659239769,
-0.03693332150578499,
0.11722834408283234,
-0.025351526215672493,
0.05551622435450554,
0.07039672136306763,
-0.02364693582057953,
0.18258312344551086,
0.04377501457929611,
-0.0393981970846653,
-0.05693081021308899,
0.013190730474889278,
0.058454688638448715,
0.04754367843270302,
0.05982503667473793,
0.061791714280843735,
0.0242022555321455,
0.07970951497554779,
0.07967817783355713,
0.0501142218708992,
-0.10934928804636002,
-0.18290433287620544,
0.09452588856220245,
0.057206884026527405,
-0.0988909900188446,
0.10258012264966965,
0.08023584634065628,
-0.08160658925771713,
0.060059092938899994,
0.04221849516034126,
-0.07455523312091827,
-0.11483795195817947,
-0.0953020453453064,
-0.051983002573251724,
-0.07940609753131866,
-0.0282672718167305,
-0.08916347473859787,
0.02042284794151783,
0.02454310469329357,
0.07561450451612473,
-0.016678743064403534,
0.16142533719539642,
-0.13000312447547913,
-0.060666050761938095,
0.05702110752463341,
-0.02357071451842785,
0.052904944866895676,
0.08819055557250977,
-0.009294101968407631,
-0.058187246322631836,
0.061191376298666,
0.03397723287343979,
0.05298923701047897,
0.01308559998869896,
0.03836580365896225,
-0.05869615823030472,
-0.06192385032773018,
-0.059544146060943604,
0.01975315809249878,
0.04287668317556381,
0.17651349306106567,
0.03816762939095497,
-0.03798316791653633,
0.003952573984861374,
0.08919530361890793,
-0.046651389449834824,
-0.2127823829650879,
-0.10027945041656494,
0.1971091479063034,
0.018471935763955116,
0.01540607213973999,
0.0254889614880085,
-0.08894825726747513,
-0.10545117408037186,
0.21311788260936737,
0.16756556928157806,
0.07110267877578735,
0.015241260640323162,
0.005459191277623177,
0.013645827770233154,
-0.002649660687893629,
0.10858889669179916,
0.05246727913618088,
0.18841639161109924,
-0.0387972928583622,
-0.023148389533162117,
-0.011259007267653942,
-0.01363042276352644,
-0.2667251527309418,
0.04045228287577629,
-0.009997682645916939,
-0.0652192234992981,
0.020565148442983627,
0.08860768377780914,
-0.053605642169713974,
-0.057653460651636124,
-0.06921108812093735,
-0.019083285704255104,
-0.07941050082445145,
0.0159592367708683,
0.022788522765040398,
0.01346760056912899,
0.08312752842903137,
-0.017957240343093872,
0.06660853326320648,
0.1389583945274353,
0.028784336522221565,
-0.10478492081165314,
0.02417939342558384,
0.17448101937770844,
-0.018086742609739304,
0.10974492132663727,
0.039049386978149414,
0.059908363968133926,
0.09276384115219116,
0.015519817359745502,
-0.09791803359985352,
0.025952013209462166,
0.038215454667806625,
-0.02457539550960064,
0.09715301543474197,
0.11667296290397644,
-0.033985234797000885,
-0.06909474730491638,
-0.05437082052230835,
-0.03173372894525528,
0.0128769651055336,
0.14872540533542633,
0.07281879335641861,
-0.10190684348344803,
0.07114942371845245,
-0.17021159827709198,
0.05199125409126282,
0.12534219026565552,
-0.00784831028431654,
-0.036086518317461014,
-0.0707196444272995,
0.06471599638462067,
0.03886230289936066,
-0.05000271275639534,
-0.1174488440155983,
-0.1565156728029251,
-0.046500563621520996,
-0.10209567844867706,
0.05598963797092438,
-0.15892095863819122,
-0.014033752493560314,
0.001451601623557508,
0.03925012797117233,
-0.11355171352624893,
0.017548447474837303,
0.0969921201467514,
-0.0120858671143651,
0.0312126986682415,
-0.09632541984319687,
-0.04580957815051079,
0.026560913771390915,
-0.15000157058238983,
-0.03382210060954094
] |
null | null | transformers |
# distilbert-base-en-ur-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-ur-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-ur-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-ur-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-ur-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-ur-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-ur-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-ur-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03306887671351433,
0.021296631544828415,
-0.005157425068318844,
0.09898310899734497,
0.09982383251190186,
-0.016081426292657852,
0.14316079020500183,
0.0798758938908577,
-0.0073646241798996925,
-0.0026369006372988224,
0.04716837406158447,
0.031174084171652794,
0.026628250256180763,
0.05605052039027214,
-0.028156498447060585,
-0.27391180396080017,
-0.013658223673701286,
0.053415436297655106,
-0.032352566719055176,
0.07043382525444031,
0.1225351095199585,
-0.06765381991863251,
0.06421598047018051,
0.04041723534464836,
-0.07043470442295074,
0.07271616160869598,
-0.040486015379428864,
-0.09407912939786911,
0.08716826140880585,
0.07048801332712173,
0.1064908429980278,
0.02527504973113537,
0.06836917251348495,
-0.0363202728331089,
0.009185152128338814,
-0.002286385977640748,
0.021773697808384895,
0.009314468130469322,
-0.005044270306825638,
-0.06682810932397842,
0.06257753819227219,
-0.11371243000030518,
0.004260352347046137,
0.06229477748274803,
-0.029605012387037277,
-0.10731305181980133,
-0.06180804222822189,
0.031809646636247635,
0.07532388716936111,
0.020560093224048615,
0.018722593784332275,
0.1222769096493721,
-0.04765620455145836,
0.06297887861728668,
0.1938873678445816,
-0.22681619226932526,
-0.06021162495017052,
0.0673304945230484,
0.06662599742412567,
0.005854881834238768,
-0.018540436401963234,
0.05490408092737198,
0.04900099337100983,
0.09242572635412216,
-0.04694075137376785,
-0.10590866208076477,
0.0003795250959228724,
-0.06429259479045868,
-0.08770979940891266,
-0.04019716754555702,
0.16331800818443298,
-0.06580762565135956,
-0.11434904485940933,
-0.06253693252801895,
-0.03776486590504646,
0.1616646945476532,
-0.061300672590732574,
0.007734186016023159,
-0.007485126610845327,
-0.022003566846251488,
-0.06612171232700348,
-0.13580267131328583,
-0.11948926001787186,
-0.06246071308851242,
-0.10406412184238434,
0.20310409367084503,
0.06619931757450104,
0.03383722901344299,
-0.05667658522725105,
0.017035741358995438,
-0.04185136780142784,
-0.0913781225681305,
-0.021072177216410637,
-0.08645523339509964,
0.06441710144281387,
0.03910582512617111,
-0.08749564737081528,
-0.0959031730890274,
0.11808840185403824,
0.13260845839977264,
-0.021792476996779442,
0.015507775358855724,
-0.0546768493950367,
-0.015218858607113361,
0.07749857008457184,
0.11337149888277054,
-0.04470366984605789,
0.006162633653730154,
0.05822208151221275,
-0.07428961247205734,
0.018000062555074692,
-0.008378907106816769,
-0.13013072311878204,
-0.08425348997116089,
-0.0016746915644034743,
0.118745356798172,
0.02645106241106987,
0.04282020032405853,
0.005400991998612881,
-0.041361577808856964,
0.10620663315057755,
-0.13923831284046173,
0.04857470095157623,
-0.014532893896102905,
0.04651236906647682,
0.17947067320346832,
0.01095485594123602,
-0.0371733121573925,
-0.1407708376646042,
-0.06240561231970787,
0.0010171658359467983,
-0.009068485349416733,
-0.03563711792230606,
-0.11219493299722672,
0.02854253351688385,
-0.08256836235523224,
-0.013919955119490623,
-0.15367770195007324,
-0.10088292509317398,
0.05317164212465286,
0.04952356964349747,
-0.04011690616607666,
-0.00350757734850049,
0.025853237137198448,
0.03361780196428299,
0.009427638724446297,
-0.021027972921729088,
-0.05416640639305115,
-0.012956586666405201,
0.02219231426715851,
0.0472760908305645,
0.08176184445619583,
-0.11478174477815628,
0.02840118668973446,
-0.03619992360472679,
0.01418627705425024,
-0.1831202507019043,
0.0895947739481926,
-0.07861533761024475,
-0.007795931771397591,
-0.11245719343423843,
-0.12246426939964294,
0.06928569823503494,
-0.006543636787682772,
0.04381493479013443,
0.0934579148888588,
-0.11003676056861877,
-0.061609815806150436,
0.12896586954593658,
-0.07752182334661484,
-0.011329873465001583,
0.2024805098772049,
0.01251894049346447,
-0.04658012464642525,
0.09507337957620621,
0.013690860010683537,
0.11002746224403381,
-0.08576083183288574,
0.017677973955869675,
0.06282208859920502,
0.01160448882728815,
0.007509100716561079,
0.06991459429264069,
-0.025296807289123535,
-0.03942294791340828,
0.012574396096169949,
-0.018395578488707542,
0.02390444651246071,
-0.03069963864982128,
-0.029094627127051353,
-0.03221655264496803,
-0.06687715649604797,
0.12039989233016968,
0.026330197229981422,
0.045014213770627975,
-0.06993471831083298,
-0.05568481981754303,
0.09821823239326477,
0.05128465220332146,
-0.06876853853464127,
0.059489596635103226,
-0.11652304977178574,
0.054822906851768494,
-0.06962650269269943,
0.024439020082354546,
-0.14675858616828918,
-0.02838192693889141,
0.04304398596286774,
-0.004731659311801195,
0.06891872733831406,
0.0029960370156913996,
0.06868604570627213,
0.04659483581781387,
-0.0558101050555706,
0.09463966637849808,
0.03173023462295532,
-0.026247503235936165,
-0.0012726271525025368,
-0.02934315986931324,
-0.06937850266695023,
-0.04414166510105133,
0.026115361601114273,
0.020721128210425377,
0.0073339375667274,
-0.02913823537528515,
0.08655975759029388,
-0.07896758615970612,
0.04453381896018982,
0.036619823426008224,
0.06369634717702866,
-0.054839491844177246,
-0.02477424032986164,
0.05931757017970085,
-0.028311898931860924,
-0.05517146363854408,
0.059756092727184296,
0.042093873023986816,
-0.04628128558397293,
0.11614487320184708,
-0.022252757102251053,
0.03406238183379173,
-0.0029920039232820272,
-0.009576404467225075,
0.008804448880255222,
-0.03156844899058342,
-0.05430237576365471,
0.17769795656204224,
0.012995102442800999,
0.08645669370889664,
-0.07673593610525131,
0.009739071130752563,
0.01144653931260109,
-0.07986180484294891,
-0.062322791665792465,
0.06305178254842758,
0.03617764636874199,
-0.09330137819051743,
0.06484353542327881,
0.09052874147891998,
-0.0452316515147686,
0.10765960812568665,
-0.027673043310642242,
-0.05430173501372337,
0.038009531795978546,
0.008014610037207603,
0.03986223042011261,
-0.023565713316202164,
-0.11733850091695786,
-0.05454590544104576,
0.08307584375143051,
-0.04843300208449364,
-0.009686280973255634,
-0.08804222196340561,
0.04969034343957901,
0.025523141026496887,
-0.05589983984827995,
-0.08317996561527252,
0.01068604551255703,
0.01424797996878624,
0.028901511803269386,
0.02286703884601593,
-0.008124643936753273,
0.03892082720994949,
0.013095160014927387,
-0.012564561329782009,
0.14454111456871033,
-0.12493165582418442,
-0.2882121205329895,
-0.22691507637500763,
-0.20049668848514557,
-0.166672945022583,
0.068166084587574,
0.07843083888292313,
-0.09960605949163437,
-0.07483997941017151,
0.017287487164139748,
0.12157734483480453,
-0.044918712228536606,
-0.0032757692970335484,
0.05806422978639603,
-0.004809239879250526,
-0.018089670687913895,
-0.16381356120109558,
-0.018595796078443527,
0.04789779707789421,
-0.1303941309452057,
0.08472895622253418,
-0.06177319586277008,
0.06258014589548111,
0.05122355371713638,
-0.03680427372455597,
0.015171036124229431,
-0.006025886628776789,
0.1109333336353302,
0.0025985892862081528,
0.030306244269013405,
0.22959910333156586,
-0.004597961436957121,
0.06843774020671844,
0.0646657720208168,
0.07571810483932495,
-0.01711106486618519,
0.033067986369132996,
0.014432409778237343,
-0.06905775517225266,
-0.18792718648910522,
-0.066972516477108,
-0.0718446671962738,
0.06445435434579849,
0.06420633941888809,
0.054154664278030396,
-0.017799653112888336,
0.09134820103645325,
-0.04637127369642258,
0.10361705720424652,
0.0058553158305585384,
0.06975873559713364,
0.18072564899921417,
0.004438834730535746,
0.09371298551559448,
-0.05464521422982216,
-0.10324355959892273,
0.09458649158477783,
0.028054622933268547,
0.11499378830194473,
0.009786688722670078,
0.12924252450466156,
0.0655558630824089,
0.028762277215719223,
0.09150087088346481,
0.21484144032001495,
-0.04287674278020859,
0.029798882082104683,
-0.004540150985121727,
-0.06078316271305084,
-0.02621576189994812,
-0.03171481192111969,
0.0884169191122055,
-0.04657287523150444,
-0.012159067206084728,
-0.05287903547286987,
0.007637497037649155,
0.24178297817707062,
0.06034369394183159,
-0.15793411433696747,
-0.0725291445851326,
0.04076177254319191,
-0.0854712426662445,
-0.09717369824647903,
0.014046801254153252,
0.020845606923103333,
-0.12540550529956818,
0.10473044961690903,
0.004075945354998112,
0.11406974494457245,
-0.03167204558849335,
0.01771426945924759,
-0.10926230251789093,
0.06400026381015778,
0.0298050194978714,
0.11039848625659943,
-0.21061857044696808,
0.11469631642103195,
0.01628895476460457,
0.03566103056073189,
-0.11603930592536926,
0.07950503379106522,
0.044488050043582916,
0.04269569739699364,
0.07809081673622131,
-0.007584050763398409,
0.17966823279857635,
-0.09962823987007141,
-0.08156779408454895,
0.05069614201784134,
0.07359083741903305,
0.002246562857180834,
0.08402504771947861,
0.0026100734248757362,
-0.03415839374065399,
-0.026399901136755943,
0.03173288330435753,
-0.18624678254127502,
-0.1792542040348053,
0.06597169488668442,
0.014843308366835117,
-0.07729548215866089,
-0.0204948578029871,
-0.08772865682840347,
-0.033715855330228806,
0.16460832953453064,
0.07442092150449753,
-0.15042002499103546,
-0.08588361740112305,
-0.0885370671749115,
0.17386259138584137,
-0.09075883775949478,
0.10655969381332397,
-0.04778755456209183,
0.11939812451601028,
-0.07036732137203217,
-0.10639091581106186,
-0.0282258503139019,
-0.10339014232158661,
-0.06254082173109055,
0.05385442078113556,
0.14320260286331177,
0.012204683385789394,
0.03964844346046448,
0.055750470608472824,
-0.011346054263412952,
-0.022920407354831696,
-0.09107837826013565,
-0.05115292966365814,
0.035248685628175735,
0.1159750297665596,
0.09546451270580292,
-0.07626210898160934,
-0.12088918685913086,
-0.01932813972234726,
0.016700096428394318,
0.1840975284576416,
0.1746249496936798,
-0.005629705730825663,
0.058346133679151535,
0.2530277371406555,
-0.01042882725596428,
-0.24472203850746155,
-0.20548684895038605,
0.0033776923082768917,
0.03811667859554291,
-0.08433026820421219,
-0.19413843750953674,
0.10512766987085342,
0.00904268492013216,
-0.006004439201205969,
-0.04366022348403931,
-0.18226183950901031,
-0.08542376756668091,
0.18492983281612396,
0.04299217462539673,
0.09745793789625168,
-0.11183955520391464,
-0.06153402477502823,
-0.1288183629512787,
-0.22637787461280823,
0.09415001422166824,
-0.043873876333236694,
0.1151692345738411,
-0.03219015896320343,
0.0972888171672821,
0.019583186134696007,
-0.0034058524761348963,
0.13146698474884033,
-0.004015480168163776,
-0.06433617323637009,
-0.0766606256365776,
0.006936487276107073,
0.08987592905759811,
0.00026603767764754593,
0.1354595124721527,
-0.06945330649614334,
-0.0128223467618227,
-0.005177158396691084,
-0.08259213715791702,
-0.06062282621860504,
0.09502483904361725,
-0.0010725234169512987,
-0.0786808654665947,
-0.03466009348630905,
-0.022047823294997215,
-0.05240345001220703,
-0.005526186432689428,
0.06647370010614395,
0.003291634377092123,
0.00304885464720428,
0.13115273416042328,
0.18467500805854797,
-0.13385333120822906,
0.037245143204927444,
-0.034707024693489075,
-0.08272407948970795,
0.040323175489902496,
-0.00951656885445118,
0.05441432446241379,
0.056699059903621674,
0.035135287791490555,
0.058311302214860916,
0.055837348103523254,
-0.036230675876140594,
0.031055189669132233,
0.07637687772512436,
-0.0506114661693573,
-0.2135201245546341,
-0.026105068624019623,
-0.06638435274362564,
-0.07411251217126846,
0.11708779633045197,
0.1151001825928688,
-0.011452010832726955,
-0.09032787382602692,
0.006611842196434736,
0.0124925272539258,
-0.059846535325050354,
0.11103560775518417,
0.04941912740468979,
0.03194783627986908,
-0.12474070489406586,
0.07732731848955154,
0.10763990134000778,
-0.05901408940553665,
0.004090465605258942,
0.0962967574596405,
-0.06672386080026627,
-0.08477514982223511,
-0.0028561127837747335,
-0.02437049150466919,
-0.09439065307378769,
-0.045733995735645294,
-0.04048536345362663,
-0.10817777365446091,
0.023443033918738365,
0.06959894299507141,
0.07548024505376816,
-0.018905887380242348,
-0.07732872664928436,
0.033565741032361984,
-0.060210756957530975,
0.03980407118797302,
0.10090862959623337,
0.06966087967157364,
-0.07600642740726471,
0.06341778486967087,
-0.03604966774582863,
0.15088529884815216,
-0.05304911360144615,
-0.03768867999315262,
-0.06815110892057419,
-0.004389964044094086,
-0.25981107354164124,
0.012287121266126633,
-0.13574843108654022,
-0.007077792193740606,
-0.0024738882202655077,
-0.0656697079539299,
-0.0216702651232481,
0.05256657302379608,
-0.07178492099046707,
-0.029423968866467476,
-0.02448529377579689,
0.06870131194591522,
-0.10792458057403564,
-0.005792309530079365,
0.0779275968670845,
-0.051866400986909866,
0.10001330077648163,
0.07618626952171326,
-0.07974349707365036,
0.05649536848068237,
-0.06927625089883804,
-0.10811915248632431,
0.03261212259531021,
0.060714591294527054,
0.06411169469356537,
-0.0469701923429966,
0.021530527621507645,
0.06130063906311989,
0.04808509349822998,
0.010270544327795506,
0.13366639614105225,
-0.0708901509642601,
0.019167542457580566,
-0.029167287051677704,
-0.07963044196367264,
-0.02265467308461666,
0.026001915335655212,
0.1529717892408371,
0.10040454566478729,
0.08008329570293427,
-0.06515510380268097,
0.05105825513601303,
-0.025638563558459282,
0.012079236097633839,
-0.05754772573709488,
-0.10943496227264404,
0.030327240005135536,
-0.06484664231538773,
0.007147154305130243,
0.0345403254032135,
0.10872359573841095,
-0.035475220531225204,
0.1206173449754715,
-0.02642480470240116,
0.05835442617535591,
0.06634562462568283,
-0.022244859486818314,
0.1767459213733673,
0.042533449828624725,
-0.03796306625008583,
-0.06146946921944618,
0.011035460978746414,
0.05849727615714073,
0.053048498928546906,
0.06447713077068329,
0.06613278388977051,
0.024636028334498405,
0.07951872050762177,
0.08133472502231598,
0.046709951013326645,
-0.11199810355901718,
-0.17942309379577637,
0.08808916807174683,
0.06114962697029114,
-0.09835107624530792,
0.09458991885185242,
0.07581248879432678,
-0.0770520493388176,
0.0604378916323185,
0.03379690647125244,
-0.07476925104856491,
-0.11325103789567947,
-0.09870511293411255,
-0.051926784217357635,
-0.07541302591562271,
-0.030652470886707306,
-0.089569590985775,
0.023252997547388077,
0.024980640038847923,
0.07572298496961594,
-0.017293540760874748,
0.15901896357536316,
-0.1250528246164322,
-0.060860179364681244,
0.057854969054460526,
-0.021913796663284302,
0.05040639266371727,
0.08803310245275497,
-0.00993754155933857,
-0.055791839957237244,
0.06568075716495514,
0.037256672978401184,
0.05045105516910553,
0.020834462717175484,
0.03669953718781471,
-0.056826140731573105,
-0.06003008037805557,
-0.0584474578499794,
0.016813179478049278,
0.044943246990442276,
0.17491930723190308,
0.03711903840303421,
-0.03711914271116257,
0.0073705678805708885,
0.08948291838169098,
-0.04593908041715622,
-0.213246688246727,
-0.10359952598810196,
0.20245032012462616,
0.01720678061246872,
0.01494570542126894,
0.024867970496416092,
-0.08909722417593002,
-0.10309801995754242,
0.2160487025976181,
0.16375860571861267,
0.06866004317998886,
0.015281794592738152,
0.004324966110289097,
0.014764707535505295,
0.0016334770480170846,
0.11284714937210083,
0.053248293697834015,
0.19038109481334686,
-0.03668094053864479,
-0.023391252383589745,
-0.014847853220999241,
-0.014230110682547092,
-0.2621960937976837,
0.04358186945319176,
-0.009575667791068554,
-0.059712767601013184,
0.02041422761976719,
0.09063135087490082,
-0.055535681545734406,
-0.06292793154716492,
-0.06616462022066116,
-0.027355683967471123,
-0.08365058153867722,
0.013133998960256577,
0.026633882895112038,
0.010563351213932037,
0.08474595844745636,
-0.01806740090250969,
0.06649193912744522,
0.13789722323417664,
0.029384436085820198,
-0.095126673579216,
0.02379096858203411,
0.17228655517101288,
-0.014930968172848225,
0.11267740279436111,
0.037218715995550156,
0.056428126990795135,
0.09385799616575241,
0.01694541424512863,
-0.09496823698282242,
0.027153436094522476,
0.03746557980775833,
-0.031655989587306976,
0.09674344956874847,
0.11182094365358353,
-0.040087345987558365,
-0.07066018879413605,
-0.054920051246881485,
-0.03352208808064461,
0.009937641210854053,
0.1492597609758377,
0.07294706255197525,
-0.09823489189147949,
0.07043855637311935,
-0.17207415401935577,
0.05142901465296745,
0.12849834561347961,
-0.009421957656741142,
-0.034450702369213104,
-0.07346192747354507,
0.06734316796064377,
0.03839551657438278,
-0.0517486035823822,
-0.11523688584566116,
-0.1597626507282257,
-0.04423139989376068,
-0.10257668048143387,
0.061375584453344345,
-0.157737597823143,
-0.01376628503203392,
0.004228430334478617,
0.04169464111328125,
-0.11679110676050186,
0.019365739077329636,
0.09182985872030258,
-0.011885404586791992,
0.02813233807682991,
-0.10312344133853912,
-0.04530991241335869,
0.025181736797094345,
-0.14400239288806915,
-0.034780144691467285
] |
null | null | transformers |
# distilbert-base-en-vi-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-vi-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-vi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-vi-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-vi-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-vi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.035044483840465546,
0.016261056065559387,
-0.0052148085087537766,
0.10105082392692566,
0.10031600296497345,
-0.016143977642059326,
0.13774751126766205,
0.08261773735284805,
-0.012230181135237217,
-0.0031071787234395742,
0.0476757250726223,
0.03360920026898384,
0.02678946778178215,
0.05799953266978264,
-0.030248936265707016,
-0.27130091190338135,
-0.013758140616118908,
0.057972948998212814,
-0.024246428161859512,
0.06966418772935867,
0.12600518763065338,
-0.06970379501581192,
0.06508807837963104,
0.04241495952010155,
-0.07338888943195343,
0.07442893832921982,
-0.0347883403301239,
-0.09492114186286926,
0.09144839644432068,
0.0704166442155838,
0.10607387870550156,
0.023851310834288597,
0.06870118528604507,
-0.03274351730942726,
0.009490068070590496,
0.00005056212467025034,
0.02210041880607605,
0.009443584829568863,
-0.00200343644246459,
-0.05769047886133194,
0.058323875069618225,
-0.11549023538827896,
0.004412656184285879,
0.06194694712758064,
-0.02712051384150982,
-0.10949806869029999,
-0.06085527688264847,
0.022460876032710075,
0.07899767905473709,
0.019052352756261826,
0.020029744133353233,
0.12767773866653442,
-0.041275493800640106,
0.0641966238617897,
0.19319964945316315,
-0.22865338623523712,
-0.06144433096051216,
0.07225969433784485,
0.07088884711265564,
0.007413528393954039,
-0.01707857847213745,
0.06048048287630081,
0.046437326818704605,
0.09035997837781906,
-0.04128211736679077,
-0.10727744549512863,
-0.005910445470362902,
-0.06302399933338165,
-0.08790181577205658,
-0.03764698654413223,
0.1625981330871582,
-0.06775109469890594,
-0.1111057847738266,
-0.06496301293373108,
-0.03926713019609451,
0.16717278957366943,
-0.06373152136802673,
0.007380599621683359,
-0.006444102618843317,
-0.02584473043680191,
-0.054070502519607544,
-0.13582302629947662,
-0.11935993283987045,
-0.06729385256767273,
-0.09831520169973373,
0.1883472353219986,
0.06581729650497437,
0.03226643428206444,
-0.06147567555308342,
0.014631221070885658,
-0.06215830519795418,
-0.0887238010764122,
-0.021725855767726898,
-0.08676925301551819,
0.06244894489645958,
0.03709891811013222,
-0.08486856520175934,
-0.10859711468219757,
0.11516565829515457,
0.11523771286010742,
-0.018666163086891174,
0.01624046452343464,
-0.05819132551550865,
-0.019404685124754906,
0.07588884234428406,
0.11362022906541824,
-0.04497821629047394,
0.009658869355916977,
0.059474680572748184,
-0.07308052480220795,
0.014317696914076805,
-0.007671896833926439,
-0.12922145426273346,
-0.08722399175167084,
-0.0048743016086518764,
0.11888296902179718,
0.02710196003317833,
0.04032742604613304,
0.00808599404990673,
-0.04228135198354721,
0.10218308120965958,
-0.13811223208904266,
0.05386557802557945,
-0.015218865126371384,
0.04926988482475281,
0.1764548420906067,
0.007037763018161058,
-0.039279721677303314,
-0.1458887755870819,
-0.06184623762965202,
-0.0016227501910179853,
-0.00980777945369482,
-0.03531431406736374,
-0.1172390952706337,
0.026541998609900475,
-0.08503828942775726,
-0.014293638058006763,
-0.15399980545043945,
-0.0982268899679184,
0.054125286638736725,
0.0491129606962204,
-0.04145931825041771,
-0.005049809813499451,
0.026230355724692345,
0.03379181772470474,
0.011276165954768658,
-0.019968604668974876,
-0.0514848567545414,
-0.012192865833640099,
0.021079648286104202,
0.049707330763339996,
0.08107773214578629,
-0.10908401757478714,
0.029448073357343674,
-0.03133426234126091,
0.01304175890982151,
-0.1777675598859787,
0.08682234585285187,
-0.07759246230125427,
-0.014957393519580364,
-0.11580245196819305,
-0.12166610360145569,
0.079372838139534,
-0.007823430933058262,
0.0458199605345726,
0.09437210857868195,
-0.11538685858249664,
-0.05840230733156204,
0.12965522706508636,
-0.07844298332929611,
-0.014091981574892998,
0.20043106377124786,
0.01536577194929123,
-0.04873836040496826,
0.09518645703792572,
0.0152684785425663,
0.110373854637146,
-0.09637889266014099,
0.020931899547576904,
0.05979137867689133,
0.013851623982191086,
0.006673644296824932,
0.0689459815621376,
-0.022666532546281815,
-0.0484825000166893,
0.009924008511006832,
-0.03368291258811951,
0.018736805766820908,
-0.030860954895615578,
-0.027995752170681953,
-0.034015316516160965,
-0.06551436334848404,
0.1217026337981224,
0.02565588615834713,
0.04362914711236954,
-0.06989604234695435,
-0.05026249215006828,
0.09755545109510422,
0.05275395140051842,
-0.06913702934980392,
0.06092359498143196,
-0.11824829876422882,
0.054358743131160736,
-0.07354162633419037,
0.02703140489757061,
-0.14242783188819885,
-0.025978581979870796,
0.04848087579011917,
-0.008262822404503822,
0.06524906307458878,
0.006368319038301706,
0.06632224470376968,
0.04712248966097832,
-0.055883266031742096,
0.09275797009468079,
0.031163467094302177,
-0.02418544702231884,
-0.0012630062410607934,
-0.03486056253314018,
-0.0715094655752182,
-0.044776394963264465,
0.01981387473642826,
0.014914888888597488,
0.007239340338855982,
-0.02670365571975708,
0.08180318772792816,
-0.07746650278568268,
0.04446510970592499,
0.03690936416387558,
0.06286810338497162,
-0.05351228639483452,
-0.022540293633937836,
0.05821788311004639,
-0.03264046832919121,
-0.05201949179172516,
0.06079927459359169,
0.043315235525369644,
-0.04111938551068306,
0.11464519053697586,
-0.01807504892349243,
0.03894520550966263,
-0.005532882642000914,
-0.004682519938796759,
0.009363582357764244,
-0.034775231033563614,
-0.05351129174232483,
0.1721603125333786,
0.014010175131261349,
0.08852230757474899,
-0.08026213198900223,
0.01217878982424736,
0.015742307528853416,
-0.07834615558385849,
-0.06845107674598694,
0.061069879680871964,
0.04406125843524933,
-0.09503787755966187,
0.060449644923210144,
0.09190339595079422,
-0.04482918605208397,
0.10672400146722794,
-0.023578153923153877,
-0.05403117462992668,
0.03866707161068916,
0.007497029844671488,
0.04307843744754791,
-0.017909826710820198,
-0.1283288300037384,
-0.054311614483594894,
0.08362159878015518,
-0.04623003676533699,
-0.015195859596133232,
-0.0866251140832901,
0.04826645180583,
0.028561925515532494,
-0.05550837516784668,
-0.08346453309059143,
0.012763425707817078,
0.013667589984834194,
0.030842149630188942,
0.022535908967256546,
-0.007620115764439106,
0.03366775065660477,
0.0120708541944623,
-0.013736448250710964,
0.14500761032104492,
-0.13043850660324097,
-0.2950376868247986,
-0.22428667545318604,
-0.20718933641910553,
-0.16823767125606537,
0.0694078579545021,
0.07895196974277496,
-0.10553929954767227,
-0.07942463457584381,
0.014848087914288044,
0.12725691497325897,
-0.044333189725875854,
-0.0008881290559656918,
0.05887586623430252,
-0.006546318996697664,
-0.016690829768776894,
-0.16676631569862366,
-0.015772605314850807,
0.04906526580452919,
-0.13066689670085907,
0.08326636999845505,
-0.057162750512361526,
0.06134078651666641,
0.051389142870903015,
-0.03895353525876999,
0.01639988273382187,
-0.007928377948701382,
0.11344904452562332,
0.0023951083421707153,
0.03093072958290577,
0.23687264323234558,
0.0009686511475592852,
0.06519350409507751,
0.06751731783151627,
0.07560884207487106,
-0.017971260473132133,
0.031652726233005524,
0.012593589723110199,
-0.06563162058591843,
-0.18820695579051971,
-0.06721864640712738,
-0.07284858822822571,
0.06637191027402878,
0.0701579824090004,
0.05292075127363205,
-0.017063016071915627,
0.08922291547060013,
-0.04556072875857353,
0.10511608421802521,
0.01240403950214386,
0.07151384651660919,
0.19078834354877472,
0.001635321183130145,
0.09032115340232849,
-0.05002501606941223,
-0.096612848341465,
0.09365199506282806,
0.02924921363592148,
0.10790833085775375,
0.008600306697189808,
0.1287917047739029,
0.06384492665529251,
0.030975811183452606,
0.09053448587656021,
0.21730709075927734,
-0.05009634420275688,
0.03035232424736023,
-0.004537394270300865,
-0.06265384703874588,
-0.021757639944553375,
-0.03435412049293518,
0.08707362413406372,
-0.04771425947546959,
-0.017316944897174835,
-0.0515085905790329,
0.007086611818522215,
0.22866107523441315,
0.06588905304670334,
-0.15554863214492798,
-0.07159141451120377,
0.04046613723039627,
-0.08750622719526291,
-0.1070738285779953,
0.011899224482476711,
0.027510637417435646,
-0.12560170888900757,
0.10586594045162201,
0.0026303159538656473,
0.11669707298278809,
-0.026401611045002937,
0.02027221769094467,
-0.10686574876308441,
0.06245046108961105,
0.031122518703341484,
0.1108904704451561,
-0.21130120754241943,
0.11274993419647217,
0.018958328291773796,
0.035731494426727295,
-0.11688940227031708,
0.08008616417646408,
0.03663337230682373,
0.057181619107723236,
0.07905290275812149,
-0.008022630587220192,
0.2006840705871582,
-0.09299030900001526,
-0.0786890983581543,
0.04982243478298187,
0.06968090683221817,
0.0019518316257745028,
0.08180365711450577,
0.002578657353296876,
-0.037908460944890976,
-0.02761252038180828,
0.027645180001854897,
-0.18456853926181793,
-0.17832984030246735,
0.0703807845711708,
0.019092824310064316,
-0.07122846692800522,
-0.022568827494978905,
-0.08761297166347504,
-0.03229888901114464,
0.16191670298576355,
0.07195112109184265,
-0.14602918922901154,
-0.08794109523296356,
-0.08325733244419098,
0.1764552742242813,
-0.08896628767251968,
0.11402218043804169,
-0.05005652457475662,
0.1245337575674057,
-0.0735061839222908,
-0.10152597725391388,
-0.028753986582159996,
-0.10354502499103546,
-0.06207776069641113,
0.05108419433236122,
0.14260798692703247,
0.005215850193053484,
0.037665896117687225,
0.05952450633049011,
-0.010997036471962929,
-0.019993163645267487,
-0.08741667121648788,
-0.05396420881152153,
0.03936691954731941,
0.11170309782028198,
0.08738689124584198,
-0.07146602869033813,
-0.12442785501480103,
-0.019871080294251442,
0.014304040931165218,
0.18168571591377258,
0.1768808215856552,
-0.006105249281972647,
0.06307373195886612,
0.24867373704910278,
-0.01407937053591013,
-0.24423417448997498,
-0.2015138417482376,
0.004758650436997414,
0.03966134041547775,
-0.08371980488300323,
-0.19195985794067383,
0.10357199609279633,
0.0024976269342005253,
-0.005627429112792015,
-0.04925277829170227,
-0.18431377410888672,
-0.08642097562551498,
0.17730267345905304,
0.05046045035123825,
0.09246139228343964,
-0.10569107532501221,
-0.06171653792262077,
-0.12458329647779465,
-0.22644254565238953,
0.09573598951101303,
-0.04075612872838974,
0.1132243201136589,
-0.032937247306108475,
0.09225938469171524,
0.02017977088689804,
-0.0025588516145944595,
0.13167771697044373,
-0.007180644199252129,
-0.06560279428958893,
-0.07465183734893799,
0.006819254718720913,
0.0855143740773201,
-0.0009732539183460176,
0.13874295353889465,
-0.06595269590616226,
-0.011343099176883698,
-0.009395967237651348,
-0.08112769573926926,
-0.06294144690036774,
0.09691160172224045,
-0.004591325763612986,
-0.07668162882328033,
-0.030705701559782028,
-0.02503235824406147,
-0.05252484232187271,
-0.00948257651180029,
0.07017474621534348,
0.0037540835328400135,
-0.001236577401868999,
0.12840768694877625,
0.18708136677742004,
-0.13816386461257935,
0.03795897960662842,
-0.027368566021323204,
-0.0791897177696228,
0.04570908099412918,
-0.009143439121544361,
0.05717983841896057,
0.05375347286462784,
0.03371656313538551,
0.0573190413415432,
0.05311298370361328,
-0.03528478741645813,
0.026458043605089188,
0.07403489947319031,
-0.05387800559401512,
-0.21126475930213928,
-0.027254708111286163,
-0.05439797416329384,
-0.07023296505212784,
0.12022122740745544,
0.1191755160689354,
-0.013069300912320614,
-0.0930049866437912,
0.00707950908690691,
0.01361760962754488,
-0.057656291872262955,
0.11343318223953247,
0.04835333302617073,
0.03390917554497719,
-0.12571407854557037,
0.07142101973295212,
0.10990574210882187,
-0.07224516570568085,
0.003499651327729225,
0.10036665946245193,
-0.06631811708211899,
-0.0862792581319809,
0.005699818953871727,
-0.023615030571818352,
-0.09023953229188919,
-0.041180066764354706,
-0.03623456135392189,
-0.11075548082590103,
0.02540997415781021,
0.07805333286523819,
0.07359107583761215,
-0.018774740397930145,
-0.07912269234657288,
0.0292595736682415,
-0.06445866823196411,
0.04219205304980278,
0.09915079921483994,
0.07311911880970001,
-0.08406320959329605,
0.058173272758722305,
-0.037912216037511826,
0.15289296209812164,
-0.05156610906124115,
-0.035869844257831573,
-0.06603719294071198,
-0.007202973123639822,
-0.2500489056110382,
0.013747668825089931,
-0.13288411498069763,
-0.005887521896511316,
-0.0032380770426243544,
-0.06649352610111237,
-0.0184322576969862,
0.053867634385824203,
-0.07057975232601166,
-0.027453750371932983,
-0.028735464438796043,
0.06991871446371078,
-0.10826795548200607,
-0.005742302164435387,
0.07520642131567001,
-0.05127573385834694,
0.10380125045776367,
0.07000600546598434,
-0.07988497614860535,
0.05837428569793701,
-0.06922780722379684,
-0.10796674340963364,
0.031703248620033264,
0.06392977386713028,
0.06815130263566971,
-0.05004071071743965,
0.025845885276794434,
0.05992706120014191,
0.04695424437522888,
0.007806040812283754,
0.14050279557704926,
-0.0703992173075676,
0.013728841207921505,
-0.02926567755639553,
-0.08037928491830826,
-0.019443506374955177,
0.030442645773291588,
0.15367692708969116,
0.09688060730695724,
0.07899222522974014,
-0.06329530477523804,
0.05293719843029976,
-0.024846579879522324,
0.012565070763230324,
-0.06043240427970886,
-0.1113382950425148,
0.027867848053574562,
-0.06369107216596603,
0.009488373063504696,
0.0327170193195343,
0.09877707809209824,
-0.025759723037481308,
0.12200728803873062,
-0.023343661800026894,
0.05307810381054878,
0.06755447387695312,
-0.020502876490354538,
0.17251135408878326,
0.0378124825656414,
-0.03519230708479881,
-0.05950276926159859,
0.009184591472148895,
0.06114872172474861,
0.06190994381904602,
0.05475969985127449,
0.06316757202148438,
0.026300353929400444,
0.07886707782745361,
0.0826672837138176,
0.042548779398202896,
-0.11521298438310623,
-0.18276908993721008,
0.08279482275247574,
0.0668911263346672,
-0.10088842362165451,
0.09141558408737183,
0.07322551310062408,
-0.07842930406332016,
0.05944762006402016,
0.03019583597779274,
-0.07878056913614273,
-0.11296238005161285,
-0.10461810231208801,
-0.05490393191576004,
-0.07755308598279953,
-0.032831087708473206,
-0.092687226831913,
0.02770509198307991,
0.008546878583729267,
0.07708673179149628,
-0.01643090695142746,
0.1642044484615326,
-0.11589875817298889,
-0.06199663504958153,
0.06054310500621796,
-0.018485495820641518,
0.050856634974479675,
0.09040873497724533,
-0.002621008548885584,
-0.05621214210987091,
0.06284811347723007,
0.03313552215695381,
0.05192742496728897,
0.020588845014572144,
0.03704576566815376,
-0.05166780576109886,
-0.06188541278243065,
-0.0567665696144104,
0.013317781500518322,
0.04196062684059143,
0.17965975403785706,
0.03471801057457924,
-0.03765227645635605,
0.006547186989337206,
0.0927887037396431,
-0.04377998411655426,
-0.2099456787109375,
-0.10261598229408264,
0.19877874851226807,
0.01952114887535572,
0.017066679894924164,
0.024382827803492546,
-0.08315730839967728,
-0.10354197770357132,
0.22296687960624695,
0.16193193197250366,
0.0732424259185791,
0.014826214872300625,
0.005389230791479349,
0.01390020176768303,
0.0013198592932894826,
0.11416579782962799,
0.05141634866595268,
0.18780922889709473,
-0.03622879460453987,
-0.016045214608311653,
-0.015504403971135616,
-0.00987972505390644,
-0.25727853178977966,
0.042955201119184494,
-0.008762141689658165,
-0.06124702841043472,
0.023315932601690292,
0.09026900678873062,
-0.04304786026477814,
-0.06473720818758011,
-0.06296765804290771,
-0.02724888175725937,
-0.08115391433238983,
0.011424786411225796,
0.036885883659124374,
0.004263156093657017,
0.08246465772390366,
-0.018034689128398895,
0.06790154427289963,
0.14286121726036072,
0.030764484778046608,
-0.09284691512584686,
0.014107157476246357,
0.1756550371646881,
-0.024947941303253174,
0.11527376621961594,
0.03688725084066391,
0.054556410759687424,
0.09063611924648285,
0.013620211742818356,
-0.09942125529050827,
0.025871941819787025,
0.038539495319128036,
-0.030619224533438683,
0.09615375846624374,
0.11623873561620712,
-0.04015371575951576,
-0.05676533281803131,
-0.06038285419344902,
-0.039049774408340454,
0.009146482683718204,
0.14941391348838806,
0.0718473270535469,
-0.09360922127962112,
0.07530644536018372,
-0.17257842421531677,
0.04871618002653122,
0.12820231914520264,
-0.011231159791350365,
-0.036936402320861816,
-0.07657963037490845,
0.06866691261529922,
0.03570158779621124,
-0.04675979167222977,
-0.11146342009305954,
-0.16374777257442474,
-0.04323599487543106,
-0.11055748909711838,
0.06359998136758804,
-0.15102294087409973,
-0.014719700440764427,
0.002006326336413622,
0.04090962931513786,
-0.12144257873296738,
0.02078426629304886,
0.09364694356918335,
-0.01747286319732666,
0.027225429192185402,
-0.10411316156387329,
-0.04312381148338318,
0.02928289771080017,
-0.1424926370382309,
-0.03578273206949234
] |
null | null | transformers |
# distilbert-base-en-zh-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-zh-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-zh-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-zh-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-zh-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
90,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-zh-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.04507690295577049,
-0.016749151051044464,
-0.004306292627006769,
0.08812839537858963,
0.08672924339771271,
-0.020587027072906494,
0.12726962566375732,
0.08055022358894348,
0.008044839836657047,
0.0018768013687804341,
0.03094697929918766,
0.024217339232563972,
0.02896219491958618,
0.04724106937646866,
-0.026550324633717537,
-0.2606503665447235,
-0.012544230557978153,
0.06917675584554672,
-0.04602167755365372,
0.06191390007734299,
0.1277247965335846,
-0.07292656600475311,
0.06065332889556885,
0.053004246205091476,
-0.05404641479253769,
0.07184058427810669,
-0.04586584120988846,
-0.09085886180400848,
0.08925454318523407,
0.07541415095329285,
0.0843300148844719,
0.04295642673969269,
0.06613067537546158,
-0.050272468477487564,
0.009799661114811897,
-0.010495532304048538,
0.012549227103590965,
0.0005158880958333611,
-0.004807955585420132,
-0.0678943395614624,
0.07878875732421875,
-0.13311049342155457,
-0.019090639427304268,
0.0752333253622055,
-0.0047955261543393135,
-0.13204194605350494,
-0.0718189999461174,
0.05428575351834297,
0.07240427285432816,
0.013837131671607494,
0.019198521971702576,
0.1264493465423584,
-0.046245355159044266,
0.05517451465129852,
0.22191007435321808,
-0.24320346117019653,
-0.052585989236831665,
0.07307222485542297,
0.08765482157468796,
-0.0007884271908551455,
-0.028762221336364746,
0.06923922151327133,
0.05081011354923248,
0.07673051953315735,
-0.05330004170536995,
-0.10455819964408875,
0.06541357934474945,
-0.05466805025935173,
-0.10025694221258163,
-0.03630224987864494,
0.17070752382278442,
-0.05695696920156479,
-0.11483482271432877,
-0.0753033235669136,
-0.03929664567112923,
0.15478481352329254,
-0.060839757323265076,
0.02641267515718937,
-0.026966728270053864,
-0.02560044825077057,
-0.05904368683695793,
-0.1328459233045578,
-0.12152844667434692,
-0.06877042353153229,
-0.08262725174427032,
0.2289072871208191,
0.07902577519416809,
0.03585417568683624,
-0.05426523834466934,
0.027325229719281197,
-0.024338895455002785,
-0.09920661896467209,
-0.028621092438697815,
-0.09899900108575821,
0.04517056420445442,
0.05220203846693039,
-0.07639587670564651,
-0.09738456457853317,
0.13794787228107452,
0.1515418291091919,
-0.000612593546975404,
0.031500451266765594,
-0.03621716797351837,
-0.02069077640771866,
0.08114985376596451,
0.11080653220415115,
-0.04141191765666008,
-0.016376404091715813,
0.07072924077510834,
-0.06823834776878357,
0.016926782205700874,
-0.021155178546905518,
-0.13534291088581085,
-0.10334209352731705,
0.028783252462744713,
0.12268606573343277,
0.013411544263362885,
0.04940047487616539,
0.02326844446361065,
-0.04499437287449837,
0.0878320187330246,
-0.12659232318401337,
0.035496700555086136,
-0.008763724006712437,
0.03357408568263054,
0.1671496331691742,
0.008315427228808403,
-0.03366145119071007,
-0.14186765253543854,
-0.05970505625009537,
0.004294043406844139,
-0.016715165227651596,
-0.025735313072800636,
-0.09696140885353088,
0.022990118712186813,
-0.08255107700824738,
-0.004284067079424858,
-0.15549451112747192,
-0.10031025111675262,
0.05358544737100601,
0.037703290581703186,
-0.025575824081897736,
-0.00021500220464076847,
0.03709139674901962,
0.04013936221599579,
0.01207033172249794,
-0.021071068942546844,
-0.03374728560447693,
-0.020131152123212814,
0.03300641104578972,
0.048546917736530304,
0.062299083918333054,
-0.1247660294175148,
0.023867066949605942,
-0.02150588482618332,
0.024896986782550812,
-0.1195228099822998,
0.08110611885786057,
-0.08557053655385971,
-0.0204746276140213,
-0.10787251591682434,
-0.12277500331401825,
0.07958340644836426,
-0.009432517923414707,
0.03514394164085388,
0.07741289585828781,
-0.11339867115020752,
-0.05369347706437111,
0.12807472050189972,
-0.07656639814376831,
-0.023745333775877953,
0.19429314136505127,
0.006853943690657616,
-0.053519342094659805,
0.09436316788196564,
0.022410742938518524,
0.13568417727947235,
-0.09742576628923416,
0.010606964118778706,
0.053488295525312424,
0.01193009503185749,
0.007832851260900497,
0.07452551275491714,
-0.009069856256246567,
-0.04558561369776726,
0.011288515292108059,
-0.02149706892669201,
0.023603150621056557,
-0.035348888486623764,
-0.029022889211773872,
-0.03141435980796814,
-0.07667633891105652,
0.1385572850704193,
0.026701580733060837,
0.05184394493699074,
-0.06337583810091019,
-0.052258145064115524,
0.08306995034217834,
0.06748276203870773,
-0.07011303305625916,
0.05622686818242073,
-0.12347576767206192,
0.06868761777877808,
-0.04758759215474129,
0.027873752638697624,
-0.14320263266563416,
-0.022730203345417976,
0.04283321648836136,
-0.0026952847838401794,
0.07548834383487701,
0.022374581545591354,
0.05479228124022484,
0.05277298018336296,
-0.05451434105634689,
0.07806001603603363,
0.027556922286748886,
-0.015555359423160553,
-0.002916166791692376,
-0.026999473571777344,
-0.08768531680107117,
-0.03634471073746681,
0.05054972320795059,
0.003034221241250634,
0.009827809408307076,
-0.011713040061295033,
0.0876409262418747,
-0.08970670402050018,
0.057791803032159805,
0.031578537076711655,
0.049650680273771286,
-0.05048493295907974,
-0.011842490173876286,
0.05825699865818024,
-0.025352071970701218,
-0.07179690897464752,
0.0440514013171196,
0.03816348686814308,
-0.04692999646067619,
0.10271850228309631,
-0.00300506385974586,
0.05900685861706734,
-0.023234648630023003,
-0.015582413412630558,
0.001052915584295988,
-0.028845664113759995,
-0.07148456573486328,
0.16708557307720184,
0.005335608031600714,
0.09017675369977951,
-0.0880465880036354,
-0.0020501718390733004,
0.018217049539089203,
-0.09073657542467117,
-0.0424971841275692,
0.06898102164268494,
0.02549607865512371,
-0.12704366445541382,
0.05678768828511238,
0.07191077619791031,
-0.04507124051451683,
0.14447233080863953,
-0.04654007777571678,
-0.03926623985171318,
0.034994032233953476,
0.006715991534292698,
0.03525051474571228,
0.0029163886792957783,
-0.11236891150474548,
-0.054580625146627426,
0.08509044349193573,
-0.04983776807785034,
0.0004909346462227404,
-0.08905211836099625,
0.05748457834124565,
0.017810460180044174,
-0.057007428258657455,
-0.05648332089185715,
0.03577205538749695,
0.0070417495444417,
0.03394680097699165,
0.01750325597822666,
-0.0012746945722028613,
0.0355612076818943,
0.005172227509319782,
-0.028014227747917175,
0.132792130112648,
-0.12190810590982437,
-0.2610826790332794,
-0.2273349016904831,
-0.2031715214252472,
-0.19137471914291382,
0.05195455625653267,
0.0745067372918129,
-0.07712984085083008,
-0.06375646591186523,
0.026108985766768456,
0.12356401234865189,
-0.04600110277533531,
0.004355211276561022,
0.044842224568128586,
-0.007197197992354631,
-0.03573491424322128,
-0.16614963114261627,
-0.0267550740391016,
0.027354827150702477,
-0.13283205032348633,
0.08182671666145325,
-0.0770312175154686,
0.06329645216464996,
0.04821985214948654,
-0.03627285733819008,
0.030703166499733925,
-0.011169078759849072,
0.09278259426355362,
0.0014851426240056753,
0.044563665986061096,
0.25284257531166077,
-0.0014339220942929387,
0.07131463289260864,
0.048991333693265915,
0.06422021985054016,
-0.006636951118707657,
0.027952421456575394,
0.016657987609505653,
-0.08117673546075821,
-0.1765955537557602,
-0.08316115289926529,
-0.07696311175823212,
0.04930231720209122,
0.05592743679881096,
0.05824689567089081,
0.03210771456360817,
0.08012207597494125,
-0.06636371463537216,
0.09762732684612274,
0.009120047092437744,
0.0647091418504715,
0.16492512822151184,
0.016429614275693893,
0.08587836474180222,
-0.06035548821091652,
-0.09471848607063293,
0.0907941609621048,
0.017970627173781395,
0.12476446479558945,
-0.0008747143438085914,
0.1288379579782486,
0.07431822270154953,
0.048814836889505386,
0.10202111303806305,
0.21353298425674438,
-0.048742104321718216,
0.02617713063955307,
0.0009895807597786188,
-0.06359241157770157,
-0.025661833584308624,
-0.02928301692008972,
0.09555553644895554,
-0.04474750533699989,
-0.01882782019674778,
-0.05552082136273384,
0.012924865819513798,
0.22329553961753845,
0.0436546765267849,
-0.11768701672554016,
-0.06428313255310059,
0.03598202392458916,
-0.08346392214298248,
-0.10104735195636749,
0.004170367959886789,
0.01856522262096405,
-0.14131410419940948,
0.12170109152793884,
0.001665310701355338,
0.11170656234025955,
-0.020475178956985474,
0.02077317051589489,
-0.12826292216777802,
0.05645204335451126,
0.03240140154957771,
0.12046641856431961,
-0.21180489659309387,
0.09247639775276184,
0.019200103357434273,
0.03574255108833313,
-0.1479119509458542,
0.06781268119812012,
0.04958071559667587,
0.037939559668302536,
0.07220528274774551,
-0.006699167191982269,
0.18425288796424866,
-0.08713299036026001,
-0.06254751235246658,
0.046856727451086044,
0.0744931697845459,
-0.007402458693832159,
0.08242098242044449,
-0.0032737974543124437,
-0.034479331225156784,
-0.03516479209065437,
0.055137623101472855,
-0.1740478277206421,
-0.1710188239812851,
0.0734897032380104,
0.0014709981624037027,
-0.09350021928548813,
-0.03379261866211891,
-0.0812079980969429,
-0.040667176246643066,
0.1319752335548401,
0.05172682926058769,
-0.15369966626167297,
-0.09115991741418839,
-0.07939587533473969,
0.17082898318767548,
-0.09737595170736313,
0.10671690106391907,
-0.03346331790089607,
0.12417684495449066,
-0.09113364666700363,
-0.11552310734987259,
-0.04708955064415932,
-0.09457413107156754,
-0.07634631544351578,
0.05984386429190636,
0.16567710041999817,
0.01981993205845356,
0.047330308705568314,
0.06142249330878258,
-0.03283216431736946,
-0.016885118559002876,
-0.0980299562215805,
-0.06574061512947083,
0.0296043548732996,
0.10133615136146545,
0.07721151411533356,
-0.06673113256692886,
-0.1312272548675537,
-0.02266506850719452,
0.0026603471487760544,
0.1858212649822235,
0.1897008866071701,
-0.006665067747235298,
0.05721190199255943,
0.23724938929080963,
0.004084947984665632,
-0.25095832347869873,
-0.2255568504333496,
0.0038587350863963366,
0.0528525710105896,
-0.10981281846761703,
-0.16895489394664764,
0.09944011270999908,
0.005343578290194273,
-0.010439591482281685,
-0.029509324580430984,
-0.1901983767747879,
-0.09512322396039963,
0.17895105481147766,
0.0434948168694973,
0.11282504349946976,
-0.1075664535164833,
-0.06855534762144089,
-0.13176731765270233,
-0.20386548340320587,
0.10466669499874115,
-0.06670241802930832,
0.11997342109680176,
-0.03385774418711662,
0.06878481805324554,
0.01899886317551136,
0.0027929937932640314,
0.13995756208896637,
0.008892161771655083,
-0.06448663771152496,
-0.07603469491004944,
-0.004579788539558649,
0.09901109337806702,
-0.008515543304383755,
0.12828011810779572,
-0.09312989562749863,
-0.016059650108218193,
-0.01628897525370121,
-0.07593189179897308,
-0.07041702419519424,
0.10346165299415588,
-0.0029908695723861456,
-0.08063701540231705,
-0.056933436542749405,
-0.01825624145567417,
-0.041642267256975174,
-0.0039853560738265514,
0.07986419647932053,
-0.003504514927044511,
-0.025360366329550743,
0.12524303793907166,
0.18646521866321564,
-0.13974949717521667,
0.03905012458562851,
-0.05306807905435562,
-0.07065339386463165,
0.047786787152290344,
-0.007576144766062498,
0.06053774803876877,
0.06069866567850113,
0.04764162376523018,
0.05564352497458458,
0.04594230651855469,
-0.06345727294683456,
0.019192596897482872,
0.07551193982362747,
-0.049822043627500534,
-0.20357096195220947,
-0.051968157291412354,
-0.029843980446457863,
-0.058879051357507706,
0.1251036375761032,
0.10815732926130295,
-0.0008247248479165137,
-0.08829682320356369,
0.004369566682726145,
-0.008904395624995232,
-0.06633710861206055,
0.12421970814466476,
0.06872323155403137,
0.051748182624578476,
-0.12718148529529572,
0.05969047546386719,
0.08766109496355057,
0.00514328433200717,
0.0005947084864601493,
0.10295283794403076,
-0.07953153550624847,
-0.087272047996521,
-0.0022662244737148285,
-0.0026701248716562986,
-0.09989973902702332,
-0.059683848172426224,
-0.044821351766586304,
-0.11832273751497269,
0.012389824725687504,
0.11444150656461716,
0.08240297436714172,
-0.03018045611679554,
-0.06843936443328857,
0.018098993226885796,
-0.06034192815423012,
0.03081606514751911,
0.10931713134050369,
0.07059996575117111,
-0.08028610795736313,
0.053874172270298004,
-0.03131803870201111,
0.17759011685848236,
-0.06239375099539757,
-0.04090337082743645,
-0.06875712424516678,
-0.0009449541685171425,
-0.2761639654636383,
0.020590415224432945,
-0.13741673529148102,
-0.014352883212268353,
-0.008276166394352913,
-0.06762903183698654,
-0.01473960466682911,
0.06359169632196426,
-0.07114183157682419,
-0.023283476009964943,
-0.03200005367398262,
0.06813522428274155,
-0.08769948780536652,
-0.012124434113502502,
0.07375847548246384,
-0.060694679617881775,
0.10483015328645706,
0.07531439512968063,
-0.06810653954744339,
0.08234324306249619,
-0.058178700506687164,
-0.10445600003004074,
0.0231104027479887,
0.07075146585702896,
0.05936311557888985,
-0.03991621732711792,
0.022459516301751137,
0.05108708515763283,
0.04112157225608826,
0.008294710889458656,
0.09917353093624115,
-0.06549777835607529,
0.013600359670817852,
-0.05710578337311745,
-0.058680858463048935,
-0.02077600732445717,
0.03471165522933006,
0.14293339848518372,
0.12116280943155289,
0.06933120638132095,
-0.05979513004422188,
0.04985596984624863,
-0.020692598074674606,
0.012865884229540825,
-0.05935010313987732,
-0.12264017760753632,
0.06335162371397018,
-0.07526509463787079,
-0.0023619085550308228,
0.04074930399656296,
0.10209615528583527,
-0.043311286717653275,
0.1098645031452179,
-0.03840307891368866,
0.0916827842593193,
0.08008889853954315,
-0.01913996785879135,
0.21261870861053467,
0.031579215079545975,
-0.019379332661628723,
-0.04976477101445198,
0.01048617996275425,
0.04796753078699112,
0.06770554929971695,
0.06051843613386154,
0.05284044146537781,
0.02701977640390396,
0.07333700358867645,
0.08664194494485855,
0.03975173830986023,
-0.09766409546136856,
-0.17590852081775665,
0.08384636789560318,
0.0364198163151741,
-0.0990167185664177,
0.0872630774974823,
0.09319260716438293,
-0.08907349407672882,
0.05146833136677742,
0.05819306522607803,
-0.07704799622297287,
-0.09862187504768372,
-0.13301876187324524,
-0.04903283715248108,
-0.05467890202999115,
-0.029629642143845558,
-0.07250838726758957,
-0.0003133956925012171,
0.031378041952848434,
0.07717672735452652,
-0.013256948441267014,
0.1545441448688507,
-0.13737213611602783,
-0.07749255746603012,
0.05992596596479416,
-0.023905152454972267,
0.03251456841826439,
0.10212540626525879,
-0.0014691157266497612,
-0.05318578705191612,
0.045759167522192,
0.03582329303026199,
0.046846307814121246,
0.017907973378896713,
0.03840000554919243,
-0.051825277507305145,
-0.05443154275417328,
-0.05338070169091225,
0.0009208398987539113,
0.06147700920701027,
0.18960356712341309,
0.037787482142448425,
-0.04441940784454346,
-0.0026948107406497,
0.073955237865448,
-0.023952435702085495,
-0.2359982579946518,
-0.0893947035074234,
0.17778845131397247,
0.03295605629682541,
0.001292057684622705,
0.0365758016705513,
-0.08468208461999893,
-0.07588566094636917,
0.21445021033287048,
0.15395112335681915,
0.07389483600854874,
0.029761377722024918,
0.0019466655794531107,
0.016705693677067757,
-0.002502351999282837,
0.106097012758255,
0.029927950352430344,
0.1911161243915558,
-0.03141294792294502,
-0.00909891165792942,
-0.025107374414801598,
-0.020077375695109367,
-0.2587639391422272,
0.06396746635437012,
-0.0016436949372291565,
-0.07632545381784439,
0.02267351560294628,
0.08314583450555801,
-0.06220131739974022,
-0.05402688682079315,
-0.05636405572295189,
-0.012841369956731796,
-0.08375661075115204,
0.020336482673883438,
0.014727278612554073,
0.009664096869528294,
0.07433611899614334,
-0.02253582514822483,
0.07529526203870773,
0.10304190963506699,
0.034393828362226486,
-0.09337356686592102,
0.040924202650785446,
0.18538798391819,
-0.003660920076072216,
0.11492922902107239,
0.024854661896824837,
0.06821023672819138,
0.09999493509531021,
0.020611291751265526,
-0.08223595470190048,
0.04393494129180908,
0.03768809884786606,
-0.04140974581241608,
0.08640624582767487,
0.11297313123941422,
-0.03315044566988945,
-0.06777676939964294,
-0.06351789087057114,
-0.04073663055896759,
0.006182021927088499,
0.16259588301181793,
0.073369100689888,
-0.08826577663421631,
0.09638319909572601,
-0.17180588841438293,
0.06741835922002792,
0.09554927796125412,
-0.020402908325195312,
-0.04210922494530678,
-0.07943462580442429,
0.06839314848184586,
0.037699420005083084,
-0.04669487848877907,
-0.11185536533594131,
-0.16288232803344727,
-0.04506741464138031,
-0.12359371036291122,
0.04696100577712059,
-0.1360614001750946,
-0.015343059785664082,
-0.0038625490851700306,
0.03222127631306648,
-0.11756190657615662,
0.029659951105713844,
0.09891065210103989,
-0.02060629613697529,
0.03745433688163757,
-0.12097218632698059,
-0.057724058628082275,
0.0104014091193676,
-0.15413768589496613,
-0.039129067212343216
] |
null | null | transformers |
# distilbert-base-en-zh-hi-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-en-zh-hi-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-en-zh-hi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "multilingual", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-en-zh-hi-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"multilingual",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"multilingual"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-en-zh-hi-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-en-zh-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-en-zh-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
55,
92,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #multilingual #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-en-zh-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03870393708348274,
0.0092824287712574,
-0.004047255497425795,
0.08312200009822845,
0.08496365696191788,
-0.0306207537651062,
0.12575651705265045,
0.08740444481372833,
0.009934951551258564,
0.00548914959654212,
0.03844071552157402,
0.014220859855413437,
0.03828642517328262,
0.06627587974071503,
-0.03527093678712845,
-0.2702161967754364,
-0.010305756703019142,
0.07741904258728027,
-0.041750069707632065,
0.058963093906641006,
0.1355528086423874,
-0.07156474888324738,
0.06524787098169327,
0.05091579630970955,
-0.05437302961945534,
0.08112385123968124,
-0.04539502412080765,
-0.09035525470972061,
0.09066008776426315,
0.08352652192115784,
0.07958366721868515,
0.04266799986362457,
0.07068344205617905,
-0.047720376402139664,
0.011120710521936417,
-0.005651666317135096,
0.01808876544237137,
0.0023626454640179873,
-0.015003198757767677,
-0.0594044029712677,
0.07238679379224777,
-0.13391515612602234,
-0.028582505881786346,
0.06514246016740799,
-0.0030590842943638563,
-0.12367334961891174,
-0.07074341177940369,
0.057431355118751526,
0.06182342395186424,
0.01361630018800497,
0.013002661988139153,
0.1401333063840866,
-0.04659227281808853,
0.05398678779602051,
0.21480721235275269,
-0.22993960976600647,
-0.0500580258667469,
0.07640881836414337,
0.07181617617607117,
-0.0035783930215984583,
-0.033264946192502975,
0.06369536370038986,
0.06004340574145317,
0.07135599106550217,
-0.06392760574817657,
-0.10447769612073898,
0.04724393039941788,
-0.059625137597322464,
-0.08915018290281296,
-0.03158201649785042,
0.16805078089237213,
-0.05559709668159485,
-0.10718442499637604,
-0.07377692312002182,
-0.035750020295381546,
0.15992671251296997,
-0.06150473281741142,
0.01569531299173832,
-0.018658332526683807,
-0.031767744570970535,
-0.05561862513422966,
-0.13267961144447327,
-0.1302240639925003,
-0.045324813574552536,
-0.09414039552211761,
0.2096017748117447,
0.07852469384670258,
0.03421945124864578,
-0.05311492830514908,
0.016271179541945457,
-0.03759926185011864,
-0.1020202711224556,
-0.029225392267107964,
-0.09914986789226532,
0.05776112899184227,
0.03771600499749184,
-0.07947870343923569,
-0.086789071559906,
0.130234032869339,
0.14089609682559967,
-0.0094482796266675,
0.02354433760046959,
-0.0401853583753109,
-0.016523459926247597,
0.08180282264947891,
0.11223333328962326,
-0.04285302758216858,
-0.009010863490402699,
0.07589532434940338,
-0.05723719298839569,
0.020911823958158493,
-0.009798702783882618,
-0.1472461074590683,
-0.09656812995672226,
0.028070444241166115,
0.1167856752872467,
0.007175706326961517,
0.05134842172265053,
0.0306599959731102,
-0.03609905764460564,
0.08417686074972153,
-0.13348300755023956,
0.03427770361304283,
-0.01748703047633171,
0.031279291957616806,
0.1756584644317627,
-0.0021968490909785032,
-0.03600280359387398,
-0.1551946997642517,
-0.051754727959632874,
-0.0010079342173412442,
-0.00618625758215785,
-0.01984792947769165,
-0.0969800129532814,
0.021430503576993942,
-0.09219739586114883,
-0.0010685051092877984,
-0.16101674735546112,
-0.09178262203931808,
0.04927777126431465,
0.03987876698374748,
-0.028547734022140503,
-0.002975977724418044,
0.03489471226930618,
0.04171423241496086,
0.003489515744149685,
-0.028915423899888992,
-0.036242756992578506,
-0.021354755386710167,
0.0344027504324913,
0.047635920345783234,
0.07337622344493866,
-0.1351657211780548,
0.02809303067624569,
-0.03539721667766571,
0.008172022178769112,
-0.11788834631443024,
0.0710705816745758,
-0.08587128669023514,
-0.019177209585905075,
-0.10785580426454544,
-0.12556855380535126,
0.08398895710706711,
-0.001380032510496676,
0.03163135051727295,
0.08197364211082458,
-0.11855029314756393,
-0.057686470448970795,
0.13018347322940826,
-0.07773548364639282,
-0.01501411385834217,
0.19352580606937408,
0.009616244584321976,
-0.028683671727776527,
0.10183171927928925,
0.03860265389084816,
0.11125162988901138,
-0.10573086887598038,
0.006831527221947908,
0.06355457752943039,
0.022162985056638718,
0.006310206837952137,
0.061876364052295685,
-0.012281765230000019,
-0.03836121782660484,
0.018481208011507988,
-0.020776815712451935,
0.013410456478595734,
-0.02945082262158394,
-0.03252622112631798,
-0.024240771308541298,
-0.06885728240013123,
0.12683714926242828,
0.03560398891568184,
0.0621555894613266,
-0.06306035071611404,
-0.052015919238328934,
0.08709754794836044,
0.06724810600280762,
-0.07068553566932678,
0.05645967274904251,
-0.11816688627004623,
0.06759288161993027,
-0.0449642539024353,
0.022106768563389778,
-0.13875998556613922,
0.0019255193183198571,
0.03988667577505112,
0.00002479004797351081,
0.08096867054700851,
0.03466295823454857,
0.05698924884200096,
0.04179791361093521,
-0.06126599758863449,
0.08480538427829742,
0.044454045593738556,
-0.013977162539958954,
-0.006067698355764151,
-0.02400338277220726,
-0.07199286669492722,
-0.033355314284563065,
0.05729346722364426,
-0.00400385819375515,
-0.0007548987050540745,
-0.017252668738365173,
0.10518361628055573,
-0.0839972198009491,
0.06654340028762817,
0.029922068119049072,
0.051770564168691635,
-0.051968589425086975,
-0.01578289084136486,
0.05793023854494095,
-0.024072324857115746,
-0.06064201146364212,
0.055024534463882446,
0.03633417561650276,
-0.048530030995607376,
0.1138167679309845,
0.013057373464107513,
0.04793676733970642,
-0.03234483674168587,
-0.016655638813972473,
0.004686096683144569,
-0.02619766816496849,
-0.06591422855854034,
0.15348190069198608,
0.002464441116899252,
0.09841074794530869,
-0.09239128977060318,
-0.005740603897720575,
0.012766546569764614,
-0.09558292478322983,
-0.04936709627509117,
0.06648868322372437,
0.027303630486130714,
-0.1341012716293335,
0.07210507988929749,
0.07070143520832062,
-0.049033328890800476,
0.1432899832725525,
-0.04283033311367035,
-0.043595604598522186,
0.040601201355457306,
-0.004271705634891987,
0.027572808787226677,
0.004731445573270321,
-0.08937043696641922,
-0.05686976760625839,
0.0827043429017067,
-0.0541771724820137,
0.00616424297913909,
-0.0893290787935257,
0.05670269578695297,
0.012857276946306229,
-0.04989992827177048,
-0.040968943387269974,
0.03926689177751541,
0.004574785474687815,
0.03940235823392868,
0.018890153616666794,
-0.007689768448472023,
0.03127410635352135,
0.009122383780777454,
-0.02378706820309162,
0.12873226404190063,
-0.12321518361568451,
-0.2880660891532898,
-0.2193101942539215,
-0.20120008289813995,
-0.17957615852355957,
0.05589347332715988,
0.07451917976140976,
-0.08898020535707474,
-0.07065977156162262,
0.01743801310658455,
0.09970279783010483,
-0.03981534019112587,
-0.006972306873649359,
0.036119092255830765,
-0.00018818861281033605,
-0.036736395210027695,
-0.16252264380455017,
-0.027885420247912407,
0.019221538677811623,
-0.1202821359038353,
0.08522246778011322,
-0.08123829960823059,
0.052590370178222656,
0.04554569348692894,
-0.038245994597673416,
0.032022472470998764,
-0.018170500174164772,
0.09716340899467468,
0.0028347745537757874,
0.04935961216688156,
0.24450263381004333,
-0.0022732142824679613,
0.06879286468029022,
0.07137130945920944,
0.05857967585325241,
-0.003927494399249554,
0.0286781657487154,
0.011756820604205132,
-0.06595876812934875,
-0.17158423364162445,
-0.08070065081119537,
-0.07146618515253067,
0.03309732303023338,
0.06642060726881027,
0.05274517461657524,
0.02364826761186123,
0.07863541692495346,
-0.06775891035795212,
0.09944496303796768,
-0.004564519971609116,
0.06534447520971298,
0.17082996666431427,
0.008795911446213722,
0.08509675413370132,
-0.05711931735277176,
-0.10515516996383667,
0.09529883414506912,
0.027143632993102074,
0.11768735945224762,
-0.0053204926662147045,
0.11194746196269989,
0.06442287564277649,
0.037005193531513214,
0.10775122791528702,
0.20213548839092255,
-0.044058285653591156,
0.02229021117091179,
-0.0024130851961672306,
-0.06983275711536407,
-0.03478730469942093,
-0.017353052273392677,
0.10043183714151382,
-0.05533982813358307,
-0.012467067688703537,
-0.057295188307762146,
0.009017297066748142,
0.2111882120370865,
0.06474515795707703,
-0.11950846016407013,
-0.061268292367458344,
0.03755725175142288,
-0.08660103380680084,
-0.09887682646512985,
0.007674182299524546,
0.02695915848016739,
-0.1374533623456955,
0.11733964085578918,
0.01258786953985691,
0.10712972283363342,
-0.027315236628055573,
0.02199876680970192,
-0.13791075348854065,
0.051925573498010635,
0.030459290370345116,
0.11957313120365143,
-0.2131197601556778,
0.1134536862373352,
0.020299851894378662,
0.037105243653059006,
-0.14306116104125977,
0.0658210963010788,
0.05289299041032791,
0.03817563131451607,
0.07790744304656982,
0.0006610117852687836,
0.15212969481945038,
-0.09755030274391174,
-0.06560499221086502,
0.046372149139642715,
0.07109738141298294,
0.010534189641475677,
0.07726487517356873,
-0.008734334260225296,
-0.03408835828304291,
-0.04099559783935547,
0.042752593755722046,
-0.18095357716083527,
-0.17925338447093964,
0.0795806497335434,
0.005077142268419266,
-0.08253203332424164,
-0.03197020664811134,
-0.09140115976333618,
-0.0354311540722847,
0.14037491381168365,
0.06734351813793182,
-0.1526206135749817,
-0.08395741879940033,
-0.059866975992918015,
0.1630781888961792,
-0.0994098037481308,
0.09473390132188797,
-0.035981375724077225,
0.12364652007818222,
-0.09008271992206573,
-0.10811503976583481,
-0.050953976809978485,
-0.08520898222923279,
-0.06114503741264343,
0.05786871537566185,
0.1682770997285843,
0.005326756741851568,
0.046238675713539124,
0.0683591291308403,
-0.028213506564497948,
-0.01683209463953972,
-0.08572904765605927,
-0.05541147291660309,
0.029986130073666573,
0.10627197474241257,
0.08376535028219223,
-0.07561802119016647,
-0.1442064791917801,
-0.02257022075355053,
-0.004777038935571909,
0.19619692862033844,
0.18788936734199524,
-0.004485337529331446,
0.054976485669612885,
0.25745779275894165,
-0.003658752189949155,
-0.2591651976108551,
-0.20883490145206451,
0.003441402455791831,
0.048306144773960114,
-0.12221691012382507,
-0.16571418941020966,
0.08896275609731674,
-0.002263022819533944,
-0.009374716319143772,
-0.03321589156985283,
-0.16796036064624786,
-0.09348228573799133,
0.18942739069461823,
0.035836003720760345,
0.11223424226045609,
-0.10242968797683716,
-0.06366492807865143,
-0.1396796554327011,
-0.19873905181884766,
0.11122447997331619,
-0.04261571541428566,
0.12010424584150314,
-0.03385383263230324,
0.08173249661922455,
0.02024160511791706,
0.005127699114382267,
0.13367949426174164,
-0.000017600237697479315,
-0.0641203373670578,
-0.07591520994901657,
-0.009069737046957016,
0.08709127455949783,
-0.005876152776181698,
0.13002166152000427,
-0.08371301740407944,
-0.020517662167549133,
-0.0032499765511602163,
-0.07399284839630127,
-0.06665026396512985,
0.10716624557971954,
-0.0037608135025948286,
-0.08188791573047638,
-0.057067789137363434,
-0.0006083816988393664,
-0.04450593888759613,
-0.005424987059086561,
0.06321190297603607,
-0.013844088651239872,
-0.015433166176080704,
0.12315783649682999,
0.17981326580047607,
-0.1476428210735321,
0.05243087559938431,
-0.04364033043384552,
-0.07275065034627914,
0.050464749336242676,
-0.00590727711096406,
0.05431858450174332,
0.06411493569612503,
0.03963383659720421,
0.06955462694168091,
0.03723583370447159,
-0.06109084561467171,
0.0067328717559576035,
0.0802026093006134,
-0.05405261367559433,
-0.20025105774402618,
-0.047624409198760986,
-0.03868919610977173,
-0.05423947051167488,
0.10606322437524796,
0.10699351876974106,
-0.007467132993042469,
-0.09310276061296463,
0.0024565651547163725,
0.004310929216444492,
-0.05371946841478348,
0.11751995235681534,
0.06981399655342102,
0.041902706027030945,
-0.12467543035745621,
0.05565875768661499,
0.09352488815784454,
-0.027410952374339104,
0.008294149301946163,
0.10749731957912445,
-0.07544969022274017,
-0.08832236379384995,
-0.0036558115389198065,
-0.016239183023571968,
-0.09139853715896606,
-0.05741848424077034,
-0.037948720157146454,
-0.11108231544494629,
0.003877966897562146,
0.10328163206577301,
0.08323989808559418,
-0.03984422981739044,
-0.06020217388868332,
0.013060980476439,
-0.05885722115635872,
0.034507546573877335,
0.10290848463773727,
0.07361123710870743,
-0.06829053163528442,
0.05628782883286476,
-0.03546733781695366,
0.1684371680021286,
-0.05904033035039902,
-0.039373595267534256,
-0.07750913500785828,
-0.00990995205938816,
-0.27463656663894653,
0.03442677482962608,
-0.13380596041679382,
-0.01578208990395069,
-0.0052223894745111465,
-0.0631323829293251,
-0.016310593113303185,
0.05817413702607155,
-0.07733321189880371,
-0.014956539496779442,
-0.02740538865327835,
0.06862824410200119,
-0.08165489882230759,
-0.003320032497867942,
0.07327953726053238,
-0.053656548261642456,
0.10331593453884125,
0.0620635449886322,
-0.07937411218881607,
0.0849308967590332,
-0.06396746635437012,
-0.11742959171533585,
0.021480033174157143,
0.07499144226312637,
0.0671258494257927,
-0.045845840126276016,
0.023422498255968094,
0.06590829789638519,
0.056590307503938675,
0.007672599051147699,
0.11270247399806976,
-0.06102646142244339,
0.01082703284919262,
-0.05583777651190758,
-0.05788547173142433,
-0.02177388034760952,
0.03530733287334442,
0.13557599484920502,
0.11492135375738144,
0.07308977842330933,
-0.07125818729400635,
0.04424877092242241,
-0.015252478420734406,
0.015542449429631233,
-0.06179281324148178,
-0.13004615902900696,
0.06524097174406052,
-0.07213063538074493,
0.0004658639372792095,
0.042730458080768585,
0.1119251698255539,
-0.025976313278079033,
0.11172543466091156,
-0.030798718333244324,
0.07029585540294647,
0.06675323098897934,
-0.020438188686966896,
0.2006882280111313,
0.03083050437271595,
-0.02348298393189907,
-0.05884093418717384,
0.0072394865565001965,
0.04055005684494972,
0.06297821551561356,
0.08076987415552139,
0.060201246291399,
0.041297201067209244,
0.07284702360630035,
0.07776820659637451,
0.039631474763154984,
-0.08913727849721909,
-0.17084763944149017,
0.08277878910303116,
0.04764866828918457,
-0.1013476699590683,
0.0819929987192154,
0.09714042395353317,
-0.08309240639209747,
0.05082970857620239,
0.03033154457807541,
-0.07677113264799118,
-0.10821788758039474,
-0.13612984120845795,
-0.0554058700799942,
-0.060374874621629715,
-0.029344478622078896,
-0.07274232059717178,
0.004744392354041338,
0.020934805274009705,
0.08048345893621445,
-0.026566706597805023,
0.1388380080461502,
-0.14463843405246735,
-0.08441773056983948,
0.06075538694858551,
-0.02176615409553051,
0.03373511880636215,
0.08807889372110367,
0.003449465148150921,
-0.05035622417926788,
0.04813520982861519,
0.03876453638076782,
0.04724973440170288,
0.02229391783475876,
0.03262229263782501,
-0.056250669062137604,
-0.04395517706871033,
-0.052515678107738495,
0.007576510310173035,
0.06597644090652466,
0.19205817580223083,
0.0399208664894104,
-0.0360432006418705,
-0.0013701404677703977,
0.07425536960363388,
-0.025216156616806984,
-0.2483346164226532,
-0.09309150278568268,
0.2004525065422058,
0.029355809092521667,
0.009053151123225689,
0.03557461127638817,
-0.08649887144565582,
-0.08078907430171967,
0.22286704182624817,
0.1603967249393463,
0.06983480602502823,
0.031191034242510796,
-0.006400934420526028,
0.019496595486998558,
-0.012507802806794643,
0.1093183234333992,
0.040175408124923706,
0.19436614215373993,
-0.03177442029118538,
-0.01448899321258068,
-0.016051029786467552,
-0.024514438584446907,
-0.26295727491378784,
0.0627904087305069,
0.0021980099845677614,
-0.07200868427753448,
0.018116986379027367,
0.0744205042719841,
-0.057077806442976,
-0.06909821927547455,
-0.06938786059617996,
-0.02555304951965809,
-0.08473975956439972,
0.03080100566148758,
0.017718959599733353,
0.011099591851234436,
0.06793832778930664,
-0.018565881997346878,
0.07553818821907043,
0.10825102031230927,
0.03083900175988674,
-0.08686457574367523,
0.03585595637559891,
0.19117633998394012,
-0.02322092466056347,
0.10658027231693268,
0.028115250170230865,
0.07687298953533173,
0.09546393156051636,
0.02523721382021904,
-0.08021995425224304,
0.042414404451847076,
0.036964960396289825,
-0.04316920042037964,
0.09186176210641861,
0.1186751052737236,
-0.03125794976949692,
-0.07378954440355301,
-0.0509534552693367,
-0.03979714214801788,
0.006183304358273745,
0.1596234291791916,
0.06960926204919815,
-0.08989968150854111,
0.09961674362421036,
-0.175465926527977,
0.07044683396816254,
0.10664063692092896,
-0.017997369170188904,
-0.04157906770706177,
-0.08177434653043747,
0.05766364559531212,
0.03328763693571091,
-0.06157110258936882,
-0.10832343995571136,
-0.1581697165966034,
-0.04664860665798187,
-0.12240765988826752,
0.05676189064979553,
-0.14537382125854492,
-0.0016509535489603877,
-0.013351336121559143,
0.033583614975214005,
-0.11737237870693207,
0.04249297454953194,
0.09124209731817245,
-0.016316216439008713,
0.032663047313690186,
-0.12101204693317413,
-0.05280148610472679,
0.0030949136707931757,
-0.14902181923389435,
-0.0401155948638916
] |
null | null | transformers |
# distilbert-base-es-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-es-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-es-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "es", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-es-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"es",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"es"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #es #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-es-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #es #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #es #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-es-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.05528794601559639,
0.04977764934301376,
-0.004889803938567638,
0.10256138443946838,
0.08399125188589096,
-0.03905203938484192,
0.14195704460144043,
0.07262729853391647,
-0.0031530687119811773,
0.012991055846214294,
0.06012078374624252,
0.033916130661964417,
0.02265090122818947,
0.10392552614212036,
-0.054597970098257065,
-0.22973981499671936,
0.01734926924109459,
0.04171239584684372,
-0.004036452155560255,
0.07919737696647644,
0.12763167917728424,
-0.08907753229141235,
0.061413299292325974,
0.027928337454795837,
-0.03084881603717804,
0.061346326023340225,
-0.018532004207372665,
-0.10860802978277206,
0.09857884049415588,
0.04461288079619408,
0.11291307955980301,
0.03778422251343727,
0.07620446383953094,
-0.033803991973400116,
0.021473513916134834,
0.017710093408823013,
0.022015342488884926,
0.018014701083302498,
0.010217475704848766,
-0.06819600611925125,
0.02684074454009533,
-0.11567153036594391,
0.007114213425666094,
0.049316663295030594,
-0.026841329410672188,
-0.13597428798675537,
-0.06351962685585022,
0.04032909497618675,
0.09064031392335892,
0.03133461996912956,
0.011642763391137123,
0.16627952456474304,
-0.050651293247938156,
0.07034043222665787,
0.2059074342250824,
-0.22819600999355316,
-0.05065206438302994,
0.06807094812393188,
0.04301554709672928,
0.01488991267979145,
-0.03172839805483818,
0.042853787541389465,
0.05486513674259186,
0.08227980881929398,
0.0009408540790900588,
-0.0884990319609642,
-0.027201220393180847,
-0.07990361005067825,
-0.09138698875904083,
-0.05348237603902817,
0.16403815150260925,
-0.061026640236377716,
-0.12012103945016861,
-0.0851246789097786,
-0.0628775954246521,
0.16590891778469086,
-0.04815113916993141,
-0.009815260767936707,
-0.009040978737175465,
-0.021851077675819397,
-0.05004482716321945,
-0.1067519262433052,
-0.13974976539611816,
-0.06068448722362518,
-0.09337034076452255,
0.196319118142128,
0.06182286515831947,
0.03748009353876114,
-0.05343984439969063,
0.024864530190825462,
-0.04074783995747566,
-0.10593099892139435,
-0.019957253709435463,
-0.08766647428274155,
0.0875568687915802,
0.02522377111017704,
-0.06958663463592529,
-0.08669260889291763,
0.12833121418952942,
0.13817772269248962,
-0.07114564627408981,
-0.0033012935891747475,
-0.0419282466173172,
-0.020864225924015045,
0.06786734610795975,
0.09786683320999146,
-0.03964785113930702,
0.023951316252350807,
0.10052206367254257,
-0.028346778824925423,
0.043391939252614975,
-0.0000492612634843681,
-0.11241190135478973,
-0.07366333156824112,
0.05738858878612518,
0.14109870791435242,
0.01736232452094555,
0.04099729284644127,
-0.0011533113429322839,
-0.014534381218254566,
0.14090454578399658,
-0.14436769485473633,
0.036349259316921234,
-0.006594405975192785,
0.05088129639625549,
0.125451922416687,
0.016969071701169014,
-0.029973356053233147,
-0.127372607588768,
-0.04720722511410713,
-0.003149547381326556,
-0.03295155242085457,
-0.021910781040787697,
-0.10381799936294556,
0.03397407755255699,
-0.07827287912368774,
-0.005106172990053892,
-0.177824929356575,
-0.13094569742679596,
0.05879659578204155,
0.03221804276108742,
-0.01226462796330452,
0.005441360175609589,
0.03215078264474869,
0.016826046630740166,
-0.01234446745365858,
-0.029222693294286728,
-0.07889807224273682,
-0.02637275867164135,
0.036624882370233536,
0.042497724294662476,
0.07252783328294754,
-0.09598789364099503,
0.013975772075355053,
-0.08593231439590454,
0.017413001507520676,
-0.18780522048473358,
0.053052328526973724,
-0.07106337696313858,
-0.006169253960251808,
-0.09888509660959244,
-0.11957521736621857,
0.06401976197957993,
-0.014372941106557846,
0.04278962314128876,
0.11584694683551788,
-0.11630436778068542,
-0.04237651824951172,
0.14354190230369568,
-0.1181478500366211,
-0.0391043946146965,
0.20977924764156342,
0.00840518344193697,
-0.04152853786945343,
0.11079353094100952,
0.029612809419631958,
0.08738018572330475,
-0.09529610723257065,
-0.006031807977706194,
0.047360438853502274,
-0.0007002882193773985,
0.007551594637334347,
0.06480267643928528,
-0.021296674385666847,
-0.03990104794502258,
0.01642848551273346,
-0.0321904756128788,
0.0095587857067585,
-0.025911087170243263,
-0.03520505130290985,
-0.040334273129701614,
-0.08018170297145844,
0.11548137664794922,
0.02547330968081951,
0.022203169763088226,
-0.08809017390012741,
-0.05286482721567154,
0.0539773628115654,
0.054670192301273346,
-0.06888113170862198,
0.03305141627788544,
-0.10654763132333755,
0.0829172134399414,
-0.0711505189538002,
0.018144764006137848,
-0.13159461319446564,
-0.055898040533065796,
0.04907418414950371,
-0.025866437703371048,
0.03786071389913559,
-0.03445114940404892,
0.0776926800608635,
0.0704178512096405,
-0.054383210837841034,
0.047778770327568054,
0.04401414841413498,
-0.010579152032732964,
-0.00347986095584929,
-0.02798938751220703,
-0.05219820514321327,
-0.04804806783795357,
0.043661851435899734,
-0.01913014054298401,
0.013522803783416748,
-0.028407113626599312,
0.09636729955673218,
-0.05754898861050606,
0.04005713388323784,
0.04624629393219948,
0.03731594979763031,
-0.050910089164972305,
-0.036390434950590134,
0.046781156212091446,
-0.027996109798550606,
-0.043014224618673325,
0.05713270977139473,
-0.003018829971551895,
0.013755464926362038,
0.12069251388311386,
0.01861596666276455,
0.023593593388795853,
-0.009217911399900913,
-0.019066570326685905,
0.017707303166389465,
-0.050651028752326965,
-0.050743136554956436,
0.1352182924747467,
0.007049846462905407,
0.08517245203256607,
-0.10304718464612961,
0.001295366557314992,
0.01864229328930378,
-0.09323424100875854,
-0.06752332299947739,
0.0587400421500206,
0.008520067669451237,
-0.10570210963487625,
0.0848686471581459,
0.12628903985023499,
-0.04442455247044563,
0.08676880598068237,
-0.03463493660092354,
-0.05421539768576622,
0.0504702627658844,
0.018323929980397224,
0.03970745950937271,
0.0020618531852960587,
-0.05792433023452759,
-0.030530190095305443,
0.08400049805641174,
-0.051663000136613846,
-0.016659382730722427,
-0.10452084988355637,
0.046062782406806946,
0.021123096346855164,
-0.05419478565454483,
-0.06464040279388428,
0.015459643676877022,
0.014300077222287655,
0.04822010546922684,
0.0004312262171879411,
-0.021040471270680428,
0.03590475022792816,
0.01977711170911789,
-0.02552769146859646,
0.15817642211914062,
-0.11166407912969589,
-0.3005824089050293,
-0.20922806859016418,
-0.1280929446220398,
-0.15144342184066772,
0.07252145558595657,
0.08488322049379349,
-0.09026289731264114,
-0.09618658572435379,
-0.021953612565994263,
0.07404150813817978,
0.009797799400985241,
-0.002796660177409649,
0.038863591849803925,
0.003975922707468271,
-0.004561806097626686,
-0.16616743803024292,
-0.02250685729086399,
0.042117051780223846,
-0.12962225079536438,
0.09360925853252411,
-0.04356468468904495,
0.06218322366476059,
0.045001305639743805,
-0.045469969511032104,
-0.00039363402174785733,
-0.014574015513062477,
0.11824573576450348,
0.001554326736368239,
0.04868477210402489,
0.24858799576759338,
-0.018682245165109634,
0.06856507062911987,
0.08001234382390976,
0.054319750517606735,
-0.023248355835676193,
0.046710822731256485,
-0.0022096687462180853,
-0.06030166521668434,
-0.18397235870361328,
-0.06879453361034393,
-0.04335763677954674,
0.07252208143472672,
0.06098013371229172,
0.05851591005921364,
-0.00549564091488719,
0.09837514162063599,
-0.07001595199108124,
0.05591500550508499,
0.02771838568150997,
0.07323577255010605,
0.13918302953243256,
0.011793938465416431,
0.09279272705316544,
-0.04733385518193245,
-0.1033010259270668,
0.09811700135469437,
0.012797527015209198,
0.09305274486541748,
-0.02193712256848812,
0.10377544164657593,
0.05867058411240578,
0.06000365689396858,
0.09185595065355301,
0.2340155988931656,
-0.04499905928969383,
0.02297637239098549,
-0.0024445278104394674,
-0.07564829289913177,
-0.045883048325777054,
-0.02901996485888958,
0.02886018715798855,
-0.014553088694810867,
-0.024241698905825615,
-0.02880178950726986,
0.028220487758517265,
0.22231875360012054,
0.06600049138069153,
-0.20153409242630005,
-0.08883145451545715,
0.04188532382249832,
-0.07199569791555405,
-0.0930803194642067,
0.022408336400985718,
0.04012038931250572,
-0.12023086100816727,
0.08533807843923569,
0.004279567860066891,
0.09732168912887573,
-0.0193510502576828,
0.016966678202152252,
-0.14732885360717773,
0.07153448462486267,
0.016001801937818527,
0.10867005586624146,
-0.19310152530670166,
0.11730966717004776,
0.02065311186015606,
0.056959155946969986,
-0.11751029640436172,
0.0680510476231575,
0.0561540424823761,
0.04908916354179382,
0.10325390100479126,
-0.014129885472357273,
0.15126650035381317,
-0.1123134046792984,
-0.10855782777070999,
0.05816205218434334,
0.05820799991488457,
0.0044976151548326015,
0.09113341569900513,
-0.006335611920803785,
-0.0384250283241272,
-0.014206167310476303,
0.009785902686417103,
-0.19326986372470856,
-0.14869573712348938,
0.04302668198943138,
0.03992721810936928,
-0.04600777104496956,
-0.0574306920170784,
-0.0895332545042038,
-0.04217902943491936,
0.14122465252876282,
0.07791545242071152,
-0.15606403350830078,
-0.07778704166412354,
-0.10218522697687149,
0.1625441312789917,
-0.0916779488325119,
0.11850892007350922,
-0.05511552467942238,
0.14375713467597961,
-0.07693013548851013,
-0.09225922077894211,
-0.026927011087536812,
-0.12103961408138275,
-0.10399608314037323,
0.051391929388046265,
0.1594972312450409,
0.005522634368389845,
0.025512656196951866,
0.07599106431007385,
-0.0007053482695482671,
-0.01652407832443714,
-0.08341827243566513,
-0.04552445560693741,
0.04190084710717201,
0.1379050612449646,
0.09782156348228455,
-0.07790318131446838,
-0.18752489984035492,
-0.024990461766719818,
0.016267377883195877,
0.17329050600528717,
0.21084809303283691,
-0.0036499828565865755,
0.047559719532728195,
0.290412575006485,
0.009253831580281258,
-0.2623460590839386,
-0.20144851505756378,
-0.020730672404170036,
0.019714633002877235,
-0.055817026644945145,
-0.13456059992313385,
0.11990496516227722,
0.02243778668344021,
-0.027579253539443016,
-0.027735870331525803,
-0.16410592198371887,
-0.09195242077112198,
0.21119900047779083,
0.06918919086456299,
0.09883508086204529,
-0.11353733390569687,
-0.0471305325627327,
-0.11791899055242538,
-0.18172703683376312,
0.09908561408519745,
-0.0785677507519722,
0.09306713193655014,
-0.024141518399119377,
0.06717361509799957,
0.023725610226392746,
-0.02103216014802456,
0.12035761773586273,
-0.03960948437452316,
-0.0311135184019804,
-0.07692225277423859,
0.014002983458340168,
0.09160569310188293,
-0.014346502721309662,
0.16077332198619843,
-0.07110253721475601,
0.015660319477319717,
0.04118906334042549,
-0.07920500636100769,
-0.054027728736400604,
0.11598175764083862,
-0.004893917590379715,
-0.09259077906608582,
-0.03482087701559067,
-0.016597885638475418,
-0.05151408538222313,
-0.007672295439988375,
0.06499380618333817,
0.014406383968889713,
0.02908620797097683,
0.15668146312236786,
0.17908358573913574,
-0.14004848897457123,
0.06737539917230606,
-0.02515549026429653,
-0.09391709417104721,
0.046871960163116455,
0.005191644188016653,
0.0669245570898056,
0.05058015137910843,
0.027758285403251648,
0.05795580893754959,
0.04901789128780365,
-0.045598696917295456,
0.017937662079930305,
0.07972029596567154,
-0.09695393592119217,
-0.2021757960319519,
-0.01729154773056507,
-0.03249140456318855,
-0.08346075564622879,
0.12401548773050308,
0.11036202311515808,
-0.031428348273038864,
-0.08791182935237885,
-0.0059144385159015656,
0.028443794697523117,
-0.030741145834326744,
0.11108168959617615,
0.0543469563126564,
0.03308960795402527,
-0.11494130641222,
0.09121789783239365,
0.0986357107758522,
-0.07345689833164215,
0.007162249647080898,
0.07611369341611862,
-0.09381463378667831,
-0.08787514269351959,
0.018929636105895042,
-0.016918016597628593,
-0.05469674989581108,
-0.06867995858192444,
-0.054661642760038376,
-0.10588549822568893,
0.0028830028604716063,
0.09192551672458649,
0.08296966552734375,
-0.012361934408545494,
-0.04172275960445404,
0.0336105078458786,
-0.07330431044101715,
0.07653871178627014,
0.10864689201116562,
0.07122820615768433,
-0.10217462480068207,
0.05999581515789032,
-0.03133489564061165,
0.11665382981300354,
-0.05389898270368576,
-0.02288966439664364,
-0.06341741234064102,
-0.008612317964434624,
-0.2413506954908371,
0.03531801328063011,
-0.1323850154876709,
-0.005303234327584505,
-0.0029509435407817364,
-0.05590064078569412,
-0.006099389400333166,
0.05914812535047531,
-0.058089014142751694,
-0.01765105128288269,
-0.019851265475153923,
0.05993691086769104,
-0.13903594017028809,
-0.024309521540999413,
0.07036690413951874,
-0.05476963147521019,
0.10714114457368851,
0.06770836561918259,
-0.07787557691335678,
0.06734389811754227,
-0.10733497142791748,
-0.10265696793794632,
0.05221104994416237,
0.06106133386492729,
0.048386476933956146,
-0.05690239742398262,
0.02099611796438694,
0.07838356494903564,
0.02261710725724697,
0.007720287423580885,
0.1379106193780899,
-0.07388751953840256,
0.02168826013803482,
-0.0036183753982186317,
-0.06433118879795074,
-0.020353306084871292,
-0.0002453040215186775,
0.1473647505044937,
0.06475754827260971,
0.11564425379037857,
-0.08431559056043625,
0.040166765451431274,
-0.04666169732809067,
0.014960476197302341,
-0.06287255883216858,
-0.13097727298736572,
-0.018248282372951508,
-0.027921829372644424,
0.006993023678660393,
0.02426554448902607,
0.10008496791124344,
-0.023533383384346962,
0.11133973300457001,
-0.019151898100972176,
0.046069130301475525,
0.09556077420711517,
-0.011987711302936077,
0.18697096407413483,
0.03151555359363556,
-0.04958046227693558,
-0.08105406910181046,
0.0008332773577421904,
0.06410051137208939,
-0.007458203472197056,
0.07270999997854233,
0.08247432857751846,
0.011073090136051178,
0.06782656908035278,
0.07141443341970444,
0.044998202472925186,
-0.09964637458324432,
-0.2147635668516159,
0.07088757306337357,
0.03677043691277504,
-0.07342984527349472,
0.07598017156124115,
0.11934150010347366,
-0.06742748618125916,
0.03840888664126396,
0.013418508693575859,
-0.061047669500112534,
-0.12426424026489258,
-0.10799814760684967,
-0.07041794806718826,
-0.05530010908842087,
-0.0358414351940155,
-0.08880604803562164,
-0.006721557583659887,
0.016539372503757477,
0.06351256370544434,
-0.03239809349179268,
0.1934596300125122,
-0.11472747474908829,
-0.04545186460018158,
0.04831216111779213,
-0.010258523747324944,
0.03355533629655838,
0.10953579843044281,
-0.025772379711270332,
-0.04229461029171944,
0.06007266417145729,
0.039749626070261,
0.04419362172484398,
0.019921034574508667,
0.043419357389211655,
-0.051370542496442795,
-0.06562215089797974,
-0.053592123091220856,
0.017164617776870728,
0.020633680745959282,
0.1597738116979599,
0.04201873391866684,
-0.025257185101509094,
0.024157363921403885,
0.10671474784612656,
-0.03994040936231613,
-0.2237841784954071,
-0.09114336222410202,
0.23091746866703033,
0.01211040373891592,
0.020106712356209755,
0.037268124520778656,
-0.1013711541891098,
-0.07090029865503311,
0.19715602695941925,
0.16374608874320984,
0.07705924659967422,
0.029668627306818962,
-0.035359133034944534,
0.01326698437333107,
-0.0338800884783268,
0.11416542530059814,
0.07227717339992523,
0.20733164250850677,
-0.039123307913541794,
0.006336629390716553,
-0.016759084537625313,
-0.0005757551989518106,
-0.27334198355674744,
0.033243972808122635,
-0.015428236685693264,
-0.041776418685913086,
0.0033563277684152126,
0.08447036892175674,
-0.03399719297885895,
-0.0735330805182457,
-0.09565664082765579,
-0.025689639151096344,
-0.07879798859357834,
0.018672466278076172,
0.03538557514548302,
-0.0009693019092082977,
0.06699176877737045,
-0.023037562146782875,
0.07723116874694824,
0.10989638417959213,
0.026125406846404076,
-0.07185082137584686,
0.031435996294021606,
0.15117882192134857,
0.003074320964515209,
0.16748227179050446,
0.04467836022377014,
0.0662858709692955,
0.09198339283466339,
-0.013210639357566833,
-0.11577723175287247,
0.06743190437555313,
0.044846564531326294,
-0.02871585451066494,
0.09652505815029144,
0.09755026549100876,
-0.03957953676581383,
-0.06612800806760788,
-0.04451987147331238,
-0.054951202124357224,
0.004233232699334621,
0.1438329964876175,
0.0402056984603405,
-0.09895899146795273,
0.08725333958864212,
-0.15361465513706207,
0.05295044183731079,
0.09271083772182465,
-0.021864280104637146,
-0.02222468890249729,
-0.07569881528615952,
0.09229879081249237,
0.054132234305143356,
-0.08073726296424866,
-0.07533376663923264,
-0.16622455418109894,
-0.02523978427052498,
-0.0840010866522789,
0.055957257747650146,
-0.18229687213897705,
-0.0018064905889332294,
-0.017788022756576538,
0.030558817088603973,
-0.13540592789649963,
0.00494955712929368,
0.09743232280015945,
0.001975758234038949,
0.026844047009944916,
-0.06576699763536453,
-0.057662103325128555,
0.032081544399261475,
-0.12870541214942932,
-0.044537369161844254
] |
null | null | transformers |
# distilbert-base-fr-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-fr-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-fr-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "fr", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-fr-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"fr",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"fr"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-fr-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-fr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-fr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #fr #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-fr-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.05551675707101822,
0.0389229916036129,
-0.005006744991987944,
0.10663381218910217,
0.08512184768915176,
-0.044245071709156036,
0.13220971822738647,
0.06871931999921799,
-0.0027040839195251465,
0.016705669462680817,
0.06064671277999878,
0.03203117474913597,
0.021273162215948105,
0.09955006837844849,
-0.06277479976415634,
-0.22730381786823273,
0.012063868343830109,
0.04338056594133377,
-0.017925459891557693,
0.07745446264743805,
0.1297028362751007,
-0.0858190655708313,
0.066253662109375,
0.034429881721735,
-0.04299135133624077,
0.060615185648202896,
-0.018183475360274315,
-0.1041109636425972,
0.09570419788360596,
0.05623809993267059,
0.10789325088262558,
0.04013773053884506,
0.07784747332334518,
-0.03617113456130028,
0.022453712299466133,
0.01663990132510662,
0.01780305802822113,
0.02015852741897106,
0.01632547564804554,
-0.07031644880771637,
0.04615015536546707,
-0.10651064664125443,
0.00023923467961139977,
0.053148090839385986,
-0.025772850960493088,
-0.1400768756866455,
-0.06654883921146393,
0.05035499110817909,
0.08365602046251297,
0.03391148895025253,
0.014605487696826458,
0.16241808235645294,
-0.04939546808600426,
0.07275604456663132,
0.19685502350330353,
-0.22439849376678467,
-0.0539456307888031,
0.07133511453866959,
0.03610941022634506,
0.0018714104080572724,
-0.036547429859638214,
0.04036876931786537,
0.05739662051200867,
0.08069325238466263,
0.0005823570536449552,
-0.09136269241571426,
-0.03162681683897972,
-0.0822456106543541,
-0.09646980464458466,
-0.05005289986729622,
0.15582521259784698,
-0.05628490447998047,
-0.12350022047758102,
-0.07872126251459122,
-0.06052795797586441,
0.16253504157066345,
-0.05519075691699982,
-0.010533499531447887,
-0.011660929769277573,
-0.02163706347346306,
-0.03700739145278931,
-0.11456235498189926,
-0.1397884041070938,
-0.06196824833750725,
-0.09219642728567123,
0.20673289895057678,
0.06316583603620529,
0.03881131485104561,
-0.04835924878716469,
0.02169080637395382,
-0.0569504052400589,
-0.09899295121431351,
-0.021707836538553238,
-0.08824340999126434,
0.08979908376932144,
0.023376602679491043,
-0.07371942698955536,
-0.08644947409629822,
0.13110320270061493,
0.13944852352142334,
-0.08553490042686462,
-0.004065813962370157,
-0.043000541627407074,
-0.026565169915556908,
0.06322408467531204,
0.08354099094867706,
-0.03725161775946617,
0.03544694930315018,
0.10287795960903168,
-0.026783233508467674,
0.03433911129832268,
0.0018446402391418815,
-0.10929981619119644,
-0.07042840868234634,
0.04703093692660332,
0.1340152770280838,
0.007319665513932705,
0.04133721813559532,
0.007309555541723967,
-0.013869963586330414,
0.14957371354103088,
-0.14228692650794983,
0.03662954643368721,
0.002077346434816718,
0.047728635370731354,
0.12235896289348602,
0.020857563242316246,
-0.02992808260023594,
-0.12678872048854828,
-0.04590024799108505,
-0.00030095200054347515,
-0.03057326190173626,
-0.018304893746972084,
-0.10467565059661865,
0.0338498018682003,
-0.075444296002388,
-0.002662750892341137,
-0.17676739394664764,
-0.12171991169452667,
0.05594194680452347,
0.034642551094293594,
-0.02062259428203106,
0.004424269311130047,
0.0360795296728611,
0.008238132111728191,
-0.011530348099768162,
-0.021403875201940536,
-0.06913621723651886,
-0.024061523377895355,
0.03421011194586754,
0.05218649283051491,
0.0698431059718132,
-0.1010613664984703,
0.014632086269557476,
-0.07734332978725433,
0.01583879068493843,
-0.1757037490606308,
0.05215251073241234,
-0.08102134615182877,
-0.015273772180080414,
-0.10021030902862549,
-0.12075915932655334,
0.053606241941452026,
-0.012441309168934822,
0.038980353623628616,
0.11766383796930313,
-0.1018163412809372,
-0.04174569621682167,
0.14477722346782684,
-0.11794259399175644,
-0.03715413063764572,
0.2088593691587448,
0.008818521164357662,
-0.047010473906993866,
0.10332079976797104,
0.02589127980172634,
0.10281403362751007,
-0.10654852539300919,
-0.002255045110359788,
0.05789554491639137,
-0.0005206892965361476,
0.005227953661233187,
0.06609966605901718,
-0.019232409074902534,
-0.04769730940461159,
0.01392886508256197,
-0.03313223272562027,
0.01208873838186264,
-0.028717897832393646,
-0.033137135207653046,
-0.04166377708315849,
-0.08199980109930038,
0.10684356093406677,
0.02873408980667591,
0.02824714034795761,
-0.08253532648086548,
-0.04595860838890076,
0.05339161306619644,
0.05863700062036514,
-0.06752949953079224,
0.02898007072508335,
-0.10415489971637726,
0.08373910188674927,
-0.07238194346427917,
0.018598191440105438,
-0.13653981685638428,
-0.04755765199661255,
0.04952380061149597,
-0.03195153549313545,
0.04276556521654129,
-0.022215522825717926,
0.08233218640089035,
0.07408684492111206,
-0.054190170019865036,
0.05481293797492981,
0.044629134237766266,
-0.011838323436677456,
-0.005061920266598463,
-0.03365981951355934,
-0.05263223499059677,
-0.04963439702987671,
0.05698435753583908,
-0.03870328515768051,
0.015461500734090805,
-0.015170527622103691,
0.0997442901134491,
-0.057112421840429306,
0.042201437056064606,
0.044977348297834396,
0.03411436825990677,
-0.04887229576706886,
-0.03258194401860237,
0.04719578102231026,
-0.028738293796777725,
-0.03551527112722397,
0.05862310528755188,
0.006531397346407175,
0.016158990561962128,
0.12160993367433548,
0.025686541572213173,
0.019799938425421715,
-0.016424687579274178,
-0.02193795144557953,
0.020193323493003845,
-0.049020856618881226,
-0.048453059047460556,
0.12971141934394836,
0.00460584694519639,
0.09199777245521545,
-0.10257516801357269,
-0.0022951762657612562,
0.024383297190070152,
-0.09238993376493454,
-0.07129179686307907,
0.06594902276992798,
0.011213930323719978,
-0.11451350152492523,
0.08619450777769089,
0.1116514801979065,
-0.0436139777302742,
0.08291540294885635,
-0.037775538861751556,
-0.056214869022369385,
0.0509331040084362,
0.027060629799962044,
0.0428658053278923,
-0.0004257424734532833,
-0.05121281370520592,
-0.027375727891921997,
0.0854182168841362,
-0.05800894647836685,
-0.01338241994380951,
-0.10564678907394409,
0.04920297861099243,
0.024274928495287895,
-0.057243507355451584,
-0.05353080853819847,
0.021820690482854843,
0.01273874007165432,
0.04790038615465164,
-0.003185662440955639,
-0.02669042907655239,
0.034187719225883484,
0.020894620567560196,
-0.026563193649053574,
0.15553221106529236,
-0.10873019695281982,
-0.2959003746509552,
-0.21139012277126312,
-0.1263299286365509,
-0.1609586775302887,
0.07099048793315887,
0.07988787442445755,
-0.08544515073299408,
-0.09751859307289124,
-0.02664070948958397,
0.06986955553293228,
0.005063872784376144,
-0.0008145372848957777,
0.03594911843538284,
0.004517156630754471,
-0.001028707716614008,
-0.16389256715774536,
-0.020630143582820892,
0.038728583604097366,
-0.12390544265508652,
0.09188932180404663,
-0.036068908870220184,
0.06614426523447037,
0.0368490107357502,
-0.04560330510139465,
0.004238616209477186,
-0.008132539689540863,
0.13135117292404175,
0.0025552609004080296,
0.050530754029750824,
0.2553368806838989,
-0.014558977447450161,
0.06522168219089508,
0.07359443604946136,
0.05749288946390152,
-0.024437379091978073,
0.045346565544605255,
0.006281648296862841,
-0.0588391087949276,
-0.18026010692119598,
-0.0665808767080307,
-0.04742948338389397,
0.07228147983551025,
0.06473027914762497,
0.06312984973192215,
0.0008024247945286334,
0.09575910121202469,
-0.06757625192403793,
0.05884576216340065,
0.02875123918056488,
0.06860887259244919,
0.15293608605861664,
0.014831793494522572,
0.08899632096290588,
-0.04962639510631561,
-0.10452506691217422,
0.1024784967303276,
0.007143935188651085,
0.09260037541389465,
-0.026377176865935326,
0.09626182913780212,
0.05659254640340805,
0.059404194355010986,
0.08958926796913147,
0.23276939988136292,
-0.05238205939531326,
0.019648803398013115,
0.00001310450716118794,
-0.07423165440559387,
-0.0427657812833786,
-0.028393015265464783,
0.02923332341015339,
-0.01808893494307995,
-0.0247663501650095,
-0.025673555210232735,
0.02432742342352867,
0.2150498479604721,
0.06182628870010376,
-0.19497115910053253,
-0.09294828027486801,
0.03171787038445473,
-0.0739031657576561,
-0.09352488070726395,
0.02052283100783825,
0.04905834421515465,
-0.11988972872495651,
0.08365017920732498,
0.00004423173959366977,
0.09761422127485275,
-0.013084146194159985,
0.016405437141656876,
-0.14079362154006958,
0.08165937662124634,
0.018327584490180016,
0.10683804005384445,
-0.19152458012104034,
0.11393279582262039,
0.020687080919742584,
0.05441269651055336,
-0.11661096662282944,
0.07196304947137833,
0.056376706808805466,
0.052803754806518555,
0.10367317497730255,
-0.01477175485342741,
0.15892453491687775,
-0.11457463353872299,
-0.10581646114587784,
0.055021218955516815,
0.06462370604276657,
0.0037716792430728674,
0.08936791867017746,
-0.008714310824871063,
-0.044365543872117996,
-0.014789149165153503,
0.005137371364980936,
-0.19753184914588928,
-0.15366977453231812,
0.04395812377333641,
0.03573983907699585,
-0.06199582293629646,
-0.05804476886987686,
-0.08511117845773697,
-0.04766691476106644,
0.13057240843772888,
0.08769384026527405,
-0.14756064116954803,
-0.08653149008750916,
-0.0947427824139595,
0.16049852967262268,
-0.09133577346801758,
0.12132567167282104,
-0.059727951884269714,
0.14230382442474365,
-0.07612534612417221,
-0.0909767895936966,
-0.030012264847755432,
-0.12514826655387878,
-0.10571396350860596,
0.057399388402700424,
0.16259720921516418,
0.0069229817017912865,
0.02471940778195858,
0.0747746080160141,
-0.003760301973670721,
-0.013526173308491707,
-0.08857377618551254,
-0.049132540822029114,
0.026769977062940598,
0.12678103148937225,
0.09001311659812927,
-0.07763838022947311,
-0.1797153502702713,
-0.021349456161260605,
0.015616577118635178,
0.17240898311138153,
0.21525229513645172,
-0.003333105705678463,
0.04739164933562279,
0.2771090269088745,
0.018198786303400993,
-0.2646622061729431,
-0.19575566053390503,
-0.014094018377363682,
0.01754061132669449,
-0.06173650175333023,
-0.13320772349834442,
0.11784861981868744,
0.023224422708153725,
-0.025919470936059952,
-0.01795099303126335,
-0.15731419622898102,
-0.09014236927032471,
0.21049368381500244,
0.07466299831867218,
0.09351585060358047,
-0.11365578323602676,
-0.05195505917072296,
-0.11247053742408752,
-0.19548167288303375,
0.10896863043308258,
-0.09078124910593033,
0.09076351672410965,
-0.02382178045809269,
0.050787150859832764,
0.025737963616847992,
-0.018751006573438644,
0.1202922910451889,
-0.039144761860370636,
-0.026021819561719894,
-0.07156890630722046,
0.019082071259617805,
0.08271922916173935,
-0.006344229448586702,
0.16294974088668823,
-0.07529454678297043,
0.01603410392999649,
0.03713841363787651,
-0.08315540850162506,
-0.05565856024622917,
0.11833600699901581,
-0.006799645721912384,
-0.08728287369012833,
-0.03710906207561493,
-0.01693793758749962,
-0.0498138964176178,
-0.007200649008154869,
0.05720487982034683,
0.010882719419896603,
0.025071363896131516,
0.18730202317237854,
0.17511729896068573,
-0.12448529899120331,
0.073842853307724,
-0.02399611286818981,
-0.09028192609548569,
0.045184262096881866,
-0.0016867299564182758,
0.06818397343158722,
0.05127982795238495,
0.029893629252910614,
0.06252497434616089,
0.04458123445510864,
-0.04301539808511734,
0.009632794186472893,
0.0771179348230362,
-0.09300723671913147,
-0.2134501338005066,
-0.02340048737823963,
-0.05267525091767311,
-0.08009102940559387,
0.12077958881855011,
0.11387232691049576,
-0.03826971352100372,
-0.08414366096258163,
-0.006900209467858076,
0.023387964814901352,
-0.03339298442006111,
0.11255032569169998,
0.062331076711416245,
0.031719356775283813,
-0.11765347421169281,
0.08684943616390228,
0.09551878273487091,
-0.07094114273786545,
0.0030043134465813637,
0.07859501242637634,
-0.09396479278802872,
-0.09320856630802155,
0.01879079081118107,
-0.018591148778796196,
-0.06222154572606087,
-0.0694323480129242,
-0.050646428018808365,
-0.1129232719540596,
0.0073346891440451145,
0.09821374714374542,
0.08292271941900253,
-0.01774558797478676,
-0.03831547126173973,
0.03599502518773079,
-0.0837622880935669,
0.08013172447681427,
0.10871347784996033,
0.06913815438747406,
-0.10336987674236298,
0.058004092425107956,
-0.03577931225299835,
0.1185077428817749,
-0.05259544402360916,
-0.017070533707737923,
-0.06263293325901031,
-0.016024384647607803,
-0.23980993032455444,
0.03241218253970146,
-0.12685206532478333,
-0.002585727721452713,
0.001083209179341793,
-0.05640614405274391,
-0.005393136292695999,
0.06463255733251572,
-0.06301945447921753,
-0.01729777082800865,
-0.01848922297358513,
0.059213463217020035,
-0.13691312074661255,
-0.023450925946235657,
0.0704355463385582,
-0.05408409610390663,
0.10404598712921143,
0.07571619004011154,
-0.07639185339212418,
0.06882868707180023,
-0.11280873417854309,
-0.09851289540529251,
0.05242550000548363,
0.06456594169139862,
0.05285774543881416,
-0.05635783076286316,
0.026313042268157005,
0.07703979313373566,
0.02233486995100975,
0.006864872295409441,
0.1457451581954956,
-0.0744350254535675,
0.016436642035841942,
-0.01572895422577858,
-0.05827167630195618,
-0.01978999935090542,
0.003846860956400633,
0.14901942014694214,
0.07067205011844635,
0.11457443982362747,
-0.08468695729970932,
0.04067083075642586,
-0.0460568368434906,
0.015408499166369438,
-0.06306540220975876,
-0.132273867726326,
-0.022827379405498505,
-0.02810770832002163,
0.006356697995215654,
0.02942296862602234,
0.09686240553855896,
-0.024005169048905373,
0.10723219066858292,
-0.020744385197758675,
0.035062309354543686,
0.09374875575304031,
-0.014323861338198185,
0.18305964767932892,
0.03433038666844368,
-0.04730329290032387,
-0.07808946818113327,
0.0015130386454984546,
0.06753325462341309,
-0.01008076686412096,
0.07406968623399734,
0.0862312987446785,
-0.004045338835567236,
0.06761904060840607,
0.0798971876502037,
0.03638999164104462,
-0.08540258556604385,
-0.20093250274658203,
0.06279309093952179,
0.03816051781177521,
-0.07969963550567627,
0.07599512487649918,
0.11695214360952377,
-0.07103326171636581,
0.03986513614654541,
0.014726254157721996,
-0.061727773398160934,
-0.1232646033167839,
-0.1007813811302185,
-0.07121498137712479,
-0.05564980208873749,
-0.03363337740302086,
-0.08815898001194,
-0.004964083898812532,
0.0007939376519061625,
0.06604737043380737,
-0.029626701027154922,
0.20012760162353516,
-0.12600474059581757,
-0.04488242790102959,
0.05187492072582245,
-0.012597424909472466,
0.02682788111269474,
0.10849745571613312,
-0.02449968084692955,
-0.04240461811423302,
0.05087581276893616,
0.03805529326200485,
0.04283183068037033,
0.026118405163288116,
0.04655751958489418,
-0.04881959408521652,
-0.06415264308452606,
-0.05067514255642891,
0.017126770690083504,
0.02532261237502098,
0.16681885719299316,
0.04180789366364479,
-0.0232235137373209,
0.02070753276348114,
0.1053059995174408,
-0.042269688099622726,
-0.22008495032787323,
-0.09440627694129944,
0.22624574601650238,
0.018832940608263016,
0.024944882839918137,
0.0374709889292717,
-0.10074954479932785,
-0.07058119028806686,
0.2020772099494934,
0.16392992436885834,
0.07068882882595062,
0.03610176593065262,
-0.025011373683810234,
0.012965834699571133,
-0.026557326316833496,
0.1042773500084877,
0.0739525705575943,
0.19974404573440552,
-0.03648017719388008,
0.00289347767829895,
-0.013711700215935707,
-0.001049462123773992,
-0.2655097246170044,
0.04361901804804802,
-0.011230682954192162,
-0.04589360952377319,
0.008738560602068901,
0.07616453617811203,
-0.034177158027887344,
-0.08599300682544708,
-0.08671535551548004,
-0.01987389847636223,
-0.07716628909111023,
0.013604612089693546,
0.013464183546602726,
0.005755900871008635,
0.06531921029090881,
-0.024737514555454254,
0.07451511174440384,
0.11491584032773972,
0.02706889808177948,
-0.07337384670972824,
0.03498408570885658,
0.15063410997390747,
0.0043349191546440125,
0.16263991594314575,
0.04616023227572441,
0.06835624575614929,
0.09340476989746094,
-0.020146198570728302,
-0.11735434085130692,
0.06545621156692505,
0.04506532475352287,
-0.037191469222307205,
0.0906250923871994,
0.09995011240243912,
-0.03508654981851578,
-0.06389502435922623,
-0.05242088437080383,
-0.06641995906829834,
0.0025197614450007677,
0.14585936069488525,
0.03821880742907524,
-0.09727026522159576,
0.08747405558824539,
-0.15810497105121613,
0.05065400153398514,
0.10492359846830368,
-0.01918557658791542,
-0.024624980986118317,
-0.0759098008275032,
0.09873535484075546,
0.05526917800307274,
-0.0701126828789711,
-0.07144151628017426,
-0.16306069493293762,
-0.020721817389130592,
-0.09104032069444656,
0.05463464558124542,
-0.18191765248775482,
-0.0038690511137247086,
-0.023572102189064026,
0.03145534545183182,
-0.13129550218582153,
0.006032537668943405,
0.10121609270572662,
0.004109587054699659,
0.027625730261206627,
-0.06511373072862625,
-0.061309292912483215,
0.03159641474485397,
-0.12255191802978516,
-0.0359807051718235
] |
null | null | transformers |
# distilbert-base-hi-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-hi-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-hi-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "hi", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-hi-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"hi",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"hi"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #hi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-hi-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #hi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #hi #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-hi-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.034407369792461395,
0.038659896701574326,
-0.004508381709456444,
0.09455963224172592,
0.09170516580343246,
-0.026003463193774223,
0.15331672132015228,
0.08351769298315048,
-0.0006329480675049126,
-0.00007047328836051747,
0.053780898451805115,
0.01779746823012829,
0.02382143959403038,
0.0828981027007103,
-0.03120422549545765,
-0.26695212721824646,
-0.011734305880963802,
0.08526664972305298,
-0.04721233621239662,
0.07194054126739502,
0.12391819059848785,
-0.08818406611680984,
0.06504274159669876,
0.04795631766319275,
-0.07386721670627594,
0.0828772559762001,
-0.026477228850126266,
-0.11078567802906036,
0.0845561996102333,
0.06540943682193756,
0.123367078602314,
0.029196759685873985,
0.07110234349966049,
-0.00864554475992918,
0.011829371564090252,
0.0006277725915424526,
0.022467518225312233,
0.028725506737828255,
-0.017128197476267815,
-0.0555400550365448,
0.015347001142799854,
-0.10155848413705826,
-0.0004731302906293422,
0.04616672918200493,
-0.025713033974170685,
-0.13786597549915314,
-0.043812345713377,
0.052699264138936996,
0.07587049156427383,
0.03454824537038803,
0.019072087481617928,
0.13024406135082245,
-0.048116665333509445,
0.055489201098680496,
0.2182304859161377,
-0.19695799052715302,
-0.05527622625231743,
0.062239911407232285,
0.0443606898188591,
-0.012320033274590969,
-0.021083801984786987,
0.037017758935689926,
0.04961845278739929,
0.08164436370134354,
-0.01232109684497118,
-0.10181761533021927,
-0.000771274440921843,
-0.05413343384861946,
-0.09112049639225006,
-0.046452898532152176,
0.15640853345394135,
-0.07055117189884186,
-0.0975869745016098,
-0.06619453430175781,
-0.056251924484968185,
0.1501649022102356,
-0.07088706642389297,
-0.000996465445496142,
-0.0030604840721935034,
-0.026215841993689537,
-0.07543269544839859,
-0.13419879972934723,
-0.13139891624450684,
-0.05937058851122856,
-0.08978855609893799,
0.2025120109319687,
0.05749319866299629,
0.03242427855730057,
-0.06210491061210632,
0.016128607094287872,
-0.05355825647711754,
-0.10368646681308746,
-0.0011529658222571015,
-0.0797426700592041,
0.07318943738937378,
0.02784193493425846,
-0.08789003640413284,
-0.09687531739473343,
0.10540328919887543,
0.14641959965229034,
-0.02735327184200287,
-0.002492103260010481,
-0.02803889289498329,
-0.017809085547924042,
0.06545473635196686,
0.11762148886919022,
-0.051586151123046875,
0.03349371626973152,
0.06562124937772751,
-0.050416335463523865,
0.013004915788769722,
-0.003112365026026964,
-0.13040538132190704,
-0.08421484380960464,
0.015296862460672855,
0.10989759117364883,
0.0207609124481678,
0.038453422486782074,
0.010678925551474094,
-0.04126047343015671,
0.10623722523450851,
-0.14349879324436188,
0.03220943734049797,
-0.022292613983154297,
0.04565434157848358,
0.1744932234287262,
0.02300957776606083,
-0.049252044409513474,
-0.1461787074804306,
-0.0375409834086895,
-0.01901705376803875,
-0.02189483866095543,
-0.04165478050708771,
-0.10650071501731873,
0.02290327101945877,
-0.07829610258340836,
-0.006588696036487818,
-0.16097135841846466,
-0.10715886205434799,
0.06267353892326355,
0.05659368634223938,
-0.029079854488372803,
-0.00397589523345232,
0.03552166372537613,
0.019149888306856155,
-0.0008101672283373773,
-0.02832263708114624,
-0.06473385542631149,
-0.00877838209271431,
0.030296172946691513,
0.055832259356975555,
0.0854695588350296,
-0.11349662393331528,
0.03700876981019974,
-0.05338365212082863,
0.010047739371657372,
-0.1907503604888916,
0.05987973138689995,
-0.08186972141265869,
-0.009208242408931255,
-0.11598730832338333,
-0.13286304473876953,
0.0690665990114212,
-0.011092339642345905,
0.05382351949810982,
0.08176854252815247,
-0.08444744348526001,
-0.07718310505151749,
0.10624025017023087,
-0.08880093693733215,
-0.03136495128273964,
0.18631692230701447,
0.008525015786290169,
-0.005381188355386257,
0.09555741399526596,
0.029376329854130745,
0.11669088155031204,
-0.09860523790121078,
0.004055041819810867,
0.0676850751042366,
0.024743767455220222,
-0.018085366114974022,
0.06216418743133545,
-0.009945236146450043,
-0.02393142506480217,
0.012500088661909103,
-0.04514874145388603,
0.019398894160985947,
-0.031228555366396904,
-0.0397544801235199,
-0.023677736520767212,
-0.06551174074411392,
0.11413247883319855,
0.03709707036614418,
0.0550016351044178,
-0.04476954787969589,
-0.058154527097940445,
0.12649595737457275,
0.051387857645750046,
-0.08485758304595947,
0.05253686010837555,
-0.11102082580327988,
0.06555540859699249,
-0.08711571991443634,
0.021528515964746475,
-0.15332886576652527,
-0.02802949585020542,
0.0415707565844059,
-0.027237677946686745,
0.06667018681764603,
0.01379777118563652,
0.07509739696979523,
0.03523325175046921,
-0.05545211583375931,
0.07747220247983932,
0.02102494426071644,
-0.015312272123992443,
-0.005999062210321426,
-0.02731223590672016,
-0.08470699936151505,
-0.033756010234355927,
0.027470620349049568,
0.02943488024175167,
0.006440896540880203,
-0.02933834306895733,
0.099110446870327,
-0.06692858040332794,
0.05542445182800293,
0.03344487398862839,
0.057857077568769455,
-0.03795536980032921,
-0.02231113612651825,
0.05734115466475487,
-0.025699805468320847,
-0.044616393744945526,
0.05232283100485802,
0.03251396864652634,
-0.01777668297290802,
0.12221451103687286,
-0.02001074142754078,
0.028780916705727577,
-0.0036391548346728086,
-0.022706495597958565,
0.011050473898649216,
-0.037182025611400604,
-0.06433317810297012,
0.1574607640504837,
0.009588907472789288,
0.09262452274560928,
-0.08396489918231964,
-0.0027735221665352583,
0.012643568217754364,
-0.07530791312456131,
-0.05504206195473671,
0.05938069522380829,
0.054904382675886154,
-0.08381335437297821,
0.08323267102241516,
0.10514786839485168,
-0.06934565305709839,
0.11176234483718872,
-0.03944379836320877,
-0.0647849515080452,
0.03979446738958359,
-0.014897748827934265,
0.039947301149368286,
-0.003457445651292801,
-0.08202552050352097,
-0.044636070728302,
0.0854286402463913,
-0.06712428480386734,
-0.0043504671193659306,
-0.09432573616504669,
0.053657177835702896,
0.021595286205410957,
-0.053364455699920654,
-0.059466227889060974,
0.01533500850200653,
0.006561212707310915,
0.026544976979494095,
0.032082635909318924,
-0.012989168055355549,
0.03955579921603203,
0.021414872258901596,
-0.009346132166683674,
0.15174169838428497,
-0.11386911571025848,
-0.293532133102417,
-0.23659543693065643,
-0.16916990280151367,
-0.13943153619766235,
0.06523145735263824,
0.07425031810998917,
-0.09527529031038284,
-0.09112145751714706,
0.019640879705548286,
0.10463878512382507,
-0.025548972189426422,
0.008026925846934319,
0.057586029171943665,
0.002006116323173046,
-0.011813056655228138,
-0.16782355308532715,
-0.020107511430978775,
0.036422453820705414,
-0.10200154781341553,
0.08310700207948685,
-0.058089010417461395,
0.04887070506811142,
0.05406482145190239,
-0.03805430233478546,
0.01729542203247547,
-0.014489884488284588,
0.12660174071788788,
0.004920564126223326,
0.039187315851449966,
0.24084365367889404,
-0.008204974234104156,
0.07137642800807953,
0.0637107640504837,
0.07021935284137726,
-0.016987426206469536,
0.03322146087884903,
0.0014672760153189301,
-0.05895458906888962,
-0.17777015268802643,
-0.0652880072593689,
-0.06570605933666229,
0.060002606362104416,
0.09373820573091507,
0.045428212732076645,
-0.0006728546577505767,
0.09390425682067871,
-0.04292430356144905,
0.12291203439235687,
-0.006665539462119341,
0.07053523510694504,
0.19854731857776642,
0.010280587710440159,
0.09351974725723267,
-0.0464479997754097,
-0.11265943199396133,
0.08191364258527756,
0.015563546679913998,
0.11918888986110687,
-0.016439510509371758,
0.1484244018793106,
0.052695680409669876,
0.02386448346078396,
0.10789718478918076,
0.2291117161512375,
-0.048439279198646545,
0.026171281933784485,
-0.003910243511199951,
-0.07565499097108841,
-0.032547950744628906,
-0.026290077716112137,
0.07434181123971939,
-0.04443904757499695,
-0.004021072294563055,
-0.06566064059734344,
0.0008453080081380904,
0.23397737741470337,
0.06655950844287872,
-0.18179668486118317,
-0.08614224195480347,
0.024292610585689545,
-0.08992571383714676,
-0.07824043929576874,
0.005166969262063503,
0.024521565064787865,
-0.11272739619016647,
0.06728450208902359,
-0.008665774948894978,
0.11170236766338348,
-0.019598523154854774,
0.022688599303364754,
-0.1051909476518631,
0.07854577898979187,
0.029718704521656036,
0.10595374554395676,
-0.19230462610721588,
0.1314830631017685,
0.01890495792031288,
0.039202190935611725,
-0.1181599572300911,
0.08026585727930069,
0.03841168433427811,
0.022205691784620285,
0.07928120344877243,
-0.007705470081418753,
0.1688350886106491,
-0.11118334531784058,
-0.09199981391429901,
0.05281234532594681,
0.06593433022499084,
-0.006478192284703255,
0.09102790057659149,
-0.006541220471262932,
-0.042888984084129333,
-0.012464857660233974,
0.026597147807478905,
-0.16964709758758545,
-0.17052677273750305,
0.0760335847735405,
0.02397884428501129,
-0.04971831291913986,
-0.025737440213561058,
-0.0975157767534256,
-0.015020523220300674,
0.14136409759521484,
0.08662325888872147,
-0.15954165160655975,
-0.09175345301628113,
-0.055870234966278076,
0.1821145862340927,
-0.09619282186031342,
0.11724802851676941,
-0.040464285761117935,
0.13218875229358673,
-0.07057590037584305,
-0.11761163175106049,
-0.028232987970113754,
-0.10215583443641663,
-0.07111580669879913,
0.0593688078224659,
0.13992249965667725,
0.005800721701234579,
0.04305274412035942,
0.05366378277540207,
-0.0015427535399794579,
-0.03225436434149742,
-0.07637999206781387,
-0.06514441221952438,
0.03430214151740074,
0.12456715852022171,
0.08610650151968002,
-0.0786689966917038,
-0.12163826078176498,
-0.011952181346714497,
0.03631874546408653,
0.17214089632034302,
0.17579127848148346,
-0.009967547841370106,
0.05653441697359085,
0.28449001908302307,
-0.0016095628961920738,
-0.26601773500442505,
-0.19668354094028473,
0.009897914715111256,
0.029511049389839172,
-0.0865476205945015,
-0.18000739812850952,
0.12526901066303253,
0.006594071164727211,
-0.0075164129957556725,
-0.06706839054822922,
-0.15899474918842316,
-0.08600828796625137,
0.19002103805541992,
0.04831988736987114,
0.08470173925161362,
-0.10567671805620193,
-0.04843638464808464,
-0.12256011366844177,
-0.22718928754329681,
0.11264044046401978,
-0.019826319068670273,
0.1111389771103859,
-0.03599952533841133,
0.08086200803518295,
0.014309372752904892,
-0.014024048112332821,
0.11581282317638397,
-0.012952951714396477,
-0.06111874058842659,
-0.05715087428689003,
0.014552036300301552,
0.11161401867866516,
0.0006326412549242377,
0.14725981652736664,
-0.04072417691349983,
-0.0072198063135147095,
0.011621327139437199,
-0.08236489444971085,
-0.06292665004730225,
0.09848190099000931,
-0.0019180902745574713,
-0.09417078644037247,
-0.03692222386598587,
-0.013707680627703667,
-0.05342404171824455,
-0.011886762455105782,
0.06423314660787582,
0.010116900317370892,
0.022310251370072365,
0.13834136724472046,
0.17582033574581146,
-0.14167657494544983,
0.008758299052715302,
-0.02092631533741951,
-0.08700038492679596,
0.05859849974513054,
-0.030460145324468613,
0.05751103535294533,
0.06845696270465851,
0.041701942682266235,
0.058697037398815155,
0.06231401488184929,
-0.046684544533491135,
0.004717033356428146,
0.08036213368177414,
-0.08077026158571243,
-0.18349622189998627,
-0.04091181978583336,
-0.07164561003446579,
-0.0939316377043724,
0.09924472868442535,
0.12083672732114792,
-0.03721105679869652,
-0.09210314601659775,
0.01938016712665558,
0.0038746739737689495,
-0.04963315650820732,
0.1234259307384491,
0.0617385096848011,
0.037416376173496246,
-0.12070386111736298,
0.06323272734880447,
0.106667160987854,
-0.08809024840593338,
0.007113724015653133,
0.09373445808887482,
-0.07612375169992447,
-0.08621806651353836,
-0.0003370006161276251,
-0.03561445698142052,
-0.10007147490978241,
-0.03873945027589798,
-0.06534304469823837,
-0.0915844738483429,
0.027612611651420593,
0.09135507792234421,
0.08549398928880692,
-0.020553989335894585,
-0.0687207356095314,
0.03739180415868759,
-0.0710795521736145,
0.0524289608001709,
0.09047923982143402,
0.07383164018392563,
-0.07618916034698486,
0.06868939846754074,
-0.041404206305742264,
0.1416882872581482,
-0.058669306337833405,
-0.028764907270669937,
-0.08949403464794159,
-0.0059622181579470634,
-0.23578575253486633,
0.015047472901642323,
-0.12856309115886688,
-0.016308650374412537,
0.0003360818955115974,
-0.057474177330732346,
-0.02539115399122238,
0.061392892152071,
-0.07786949723958969,
-0.020969532430171967,
-0.01335788145661354,
0.050318267196416855,
-0.11269038170576096,
0.0009142846683971584,
0.07731221616268158,
-0.05653878673911095,
0.09310796111822128,
0.06911806762218475,
-0.0817706435918808,
0.07216832786798477,
-0.04576459527015686,
-0.11787480115890503,
0.036051176488399506,
0.06832192838191986,
0.074581079185009,
-0.05174776166677475,
0.02124890312552452,
0.0637311339378357,
0.056237369775772095,
0.0071822828613221645,
0.13214515149593353,
-0.07612920552492142,
0.024473726749420166,
-0.027824966236948967,
-0.05752313882112503,
-0.03371521085500717,
0.01560452301055193,
0.15139128267765045,
0.10319650173187256,
0.09213021397590637,
-0.07019349187612534,
0.04845647141337395,
-0.03198603540658951,
0.009974413551390171,
-0.06786515563726425,
-0.11799924075603485,
0.036935366690158844,
-0.06225139647722244,
0.0024867102038115263,
0.027921637520194054,
0.09860080480575562,
-0.027334585785865784,
0.1241031065583229,
-0.011275743134319782,
0.04449031502008438,
0.06748589128255844,
-0.016880905255675316,
0.188677579164505,
0.05094614624977112,
-0.040858812630176544,
-0.0698339119553566,
0.02216145396232605,
0.057439085096120834,
0.05745381489396095,
0.06678496301174164,
0.06531105935573578,
0.02545749396085739,
0.07892948389053345,
0.08390899747610092,
0.05894370377063751,
-0.11976227164268494,
-0.17228657007217407,
0.0799521878361702,
0.06584905087947845,
-0.08587978780269623,
0.07064900547266006,
0.08820817619562149,
-0.0663515031337738,
0.059008169919252396,
0.0203802939504385,
-0.07129441946744919,
-0.11014917492866516,
-0.09765742719173431,
-0.053610168397426605,
-0.08218186348676682,
-0.03719218820333481,
-0.08993315696716309,
-0.004275172017514706,
0.03989041596651077,
0.06627587974071503,
-0.014668847434222698,
0.1764959692955017,
-0.11285785585641861,
-0.062078602612018585,
0.05226016044616699,
-0.01849224418401718,
0.036401040852069855,
0.07223110646009445,
-0.005824809893965721,
-0.05587174743413925,
0.07635752111673355,
0.02544255554676056,
0.042764414101839066,
0.019926048815250397,
0.03265080973505974,
-0.04352319613099098,
-0.06338594853878021,
-0.057418856769800186,
0.014737480320036411,
0.027447033673524857,
0.15623469650745392,
0.017006954178214073,
-0.03250023350119591,
0.008122265338897705,
0.0951831042766571,
-0.05392514914274216,
-0.22522616386413574,
-0.11895393580198288,
0.22474557161331177,
0.011597296223044395,
0.009476162493228912,
0.03375309705734253,
-0.08190785348415375,
-0.10663080215454102,
0.23280157148838043,
0.16592103242874146,
0.07609748095273972,
0.03003617748618126,
0.007820951752364635,
0.013291453942656517,
-0.026944778859615326,
0.11897087842226028,
0.05149530619382858,
0.19870616495609283,
-0.045472923666238785,
-0.029597671702504158,
-0.017200035974383354,
-0.01759159378707409,
-0.25151270627975464,
0.024855276569724083,
-0.0011154492385685444,
-0.0642458125948906,
0.01690860651433468,
0.08071911334991455,
-0.051201820373535156,
-0.09872470796108246,
-0.06541566550731659,
-0.043393973261117935,
-0.07894575595855713,
0.006164578255265951,
0.03084377385675907,
0.00009698564826976508,
0.07740586251020432,
-0.02165495790541172,
0.07768341898918152,
0.13655318319797516,
0.03212350234389305,
-0.0951666310429573,
0.023294685408473015,
0.18762657046318054,
-0.01644784025847912,
0.09837725758552551,
0.03963383659720421,
0.05994029343128204,
0.09106449037790298,
0.008304559625685215,
-0.09811811149120331,
0.025260241702198982,
0.04644064977765083,
-0.054528895765542984,
0.08348820358514786,
0.11026094108819962,
-0.040442876517772675,
-0.05324283242225647,
-0.06565103679895401,
-0.0756269171833992,
0.0010217867093160748,
0.13465239107608795,
0.07669715583324432,
-0.08828350901603699,
0.05817817151546478,
-0.16456082463264465,
0.052886832505464554,
0.12113267928361893,
-0.01444088015705347,
-0.04270916059613228,
-0.06841938942670822,
0.08094881474971771,
0.04411628469824791,
-0.06564537435770035,
-0.11178259551525116,
-0.16227073967456818,
-0.05003509670495987,
-0.12253586202859879,
0.05224286764860153,
-0.16298191249370575,
-0.00999679509550333,
0.006264497991651297,
0.03248102217912674,
-0.12216807901859283,
0.021716764196753502,
0.09726463258266449,
-0.006116362288594246,
0.03212052583694458,
-0.08189535140991211,
-0.05577389523386955,
0.007564318832010031,
-0.15149365365505219,
-0.03496485948562622
] |
null | null | transformers |
# distilbert-base-it-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-it-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-it-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "it", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-it-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"it",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"it"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-it-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #it #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-it-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.05253171548247337,
0.047146182507276535,
-0.004908756818622351,
0.10021329671144485,
0.08345308899879456,
-0.038776297122240067,
0.13906118273735046,
0.07349518686532974,
-0.006088339723646641,
0.013095366768538952,
0.059437185525894165,
0.03772369772195816,
0.024532802402973175,
0.09869734197854996,
-0.05341298133134842,
-0.2290048748254776,
0.015050037764012814,
0.04272861406207085,
-0.0024766456335783005,
0.08096116781234741,
0.12769697606563568,
-0.09022973477840424,
0.061410628259181976,
0.026342496275901794,
-0.033692438155412674,
0.059677112847566605,
-0.018695678561925888,
-0.10718493908643723,
0.09949702024459839,
0.04431789368391037,
0.11256250739097595,
0.03759162873029709,
0.07607993483543396,
-0.036343105137348175,
0.02192522957921028,
0.018060436472296715,
0.02171938493847847,
0.019062019884586334,
0.013401170261204243,
-0.06475885212421417,
0.03309686481952667,
-0.11176079511642456,
0.005564299877732992,
0.05201975256204605,
-0.02704874612390995,
-0.1361462026834488,
-0.06565205007791519,
0.04528707265853882,
0.09299220144748688,
0.03111902065575123,
0.01155094988644123,
0.16669580340385437,
-0.05215735360980034,
0.071230448782444,
0.2004086971282959,
-0.22871601581573486,
-0.050925347954034805,
0.06915345788002014,
0.04458176717162132,
0.015951355919241905,
-0.03377517685294151,
0.04284599795937538,
0.053455062210559845,
0.08433034271001816,
-0.001949446857906878,
-0.09036267548799515,
-0.02657754346728325,
-0.0789007619023323,
-0.09408436715602875,
-0.053922493010759354,
0.162758931517601,
-0.05984688922762871,
-0.11913449317216873,
-0.08567062020301819,
-0.0620606429874897,
0.16150090098381042,
-0.050179094076156616,
-0.010488845407962799,
-0.008084737695753574,
-0.019707659259438515,
-0.04941277205944061,
-0.11076821386814117,
-0.14004607498645782,
-0.06295718997716904,
-0.09484989941120148,
0.19735926389694214,
0.0612216517329216,
0.03728916868567467,
-0.05281507596373558,
0.026830723509192467,
-0.03762075677514076,
-0.10192828625440598,
-0.020366650074720383,
-0.08689765632152557,
0.08860833942890167,
0.02396470122039318,
-0.06866568326950073,
-0.08680269867181778,
0.1295693814754486,
0.13830247521400452,
-0.06799712032079697,
-0.0035871851723641157,
-0.04330632463097572,
-0.02076094225049019,
0.06697721034288406,
0.09961654990911484,
-0.04268622770905495,
0.02557063288986683,
0.09878237545490265,
-0.025615574792027473,
0.04401845484972,
0.0002445540449116379,
-0.11170964688062668,
-0.07328557223081589,
0.0582834929227829,
0.1427149623632431,
0.02148095890879631,
0.04119313880801201,
0.001053872867487371,
-0.016115739941596985,
0.13612918555736542,
-0.1456010639667511,
0.03890380263328552,
-0.004791495855897665,
0.051880087703466415,
0.12749463319778442,
0.01459199283272028,
-0.03142955154180527,
-0.12643881142139435,
-0.047764696180820465,
-0.0028897286392748356,
-0.030542336404323578,
-0.023425651714205742,
-0.1044795960187912,
0.033817581832408905,
-0.07589668780565262,
-0.0063331457786262035,
-0.17764011025428772,
-0.12768803536891937,
0.057895053178071976,
0.03266540542244911,
-0.014182993210852146,
0.009316378273069859,
0.032977394759655,
0.016399485990405083,
-0.01187747810035944,
-0.028483456000685692,
-0.07694583386182785,
-0.026223132386803627,
0.038167983293533325,
0.04210931435227394,
0.07379535585641861,
-0.09642844647169113,
0.01433409471064806,
-0.0834265723824501,
0.02004452794790268,
-0.1839582920074463,
0.05361529439687729,
-0.07117140293121338,
-0.005558484233915806,
-0.10025151818990707,
-0.11817967891693115,
0.06392422318458557,
-0.014570677652955055,
0.0436270497739315,
0.11585985124111176,
-0.1170683428645134,
-0.04240703210234642,
0.1416400820016861,
-0.1181793138384819,
-0.039317477494478226,
0.2091747224330902,
0.011188114993274212,
-0.038622401654720306,
0.1117338091135025,
0.03098992258310318,
0.09099463373422623,
-0.0935654565691948,
-0.009881896898150444,
0.05173042416572571,
-0.004833746701478958,
0.00954492762684822,
0.06555720418691635,
-0.022252196446061134,
-0.045064445585012436,
0.015671592205762863,
-0.031395748257637024,
0.011205054819583893,
-0.025867057964205742,
-0.035885345190763474,
-0.040167924016714096,
-0.07762369513511658,
0.11301000416278839,
0.02606840804219246,
0.020938878878951073,
-0.0845351591706276,
-0.05273539572954178,
0.056667882949113846,
0.058115556836128235,
-0.06791577488183975,
0.0337626077234745,
-0.10642830282449722,
0.08434280008077621,
-0.07280576229095459,
0.020435119047760963,
-0.13130879402160645,
-0.04976382851600647,
0.048649296164512634,
-0.025281446054577827,
0.038857441395521164,
-0.03581126406788826,
0.07848893105983734,
0.06956449151039124,
-0.053024668246507645,
0.045486677438020706,
0.04437381401658058,
-0.009816751815378666,
-0.003665836760774255,
-0.027365384623408318,
-0.053483594208955765,
-0.04508225619792938,
0.04380215331912041,
-0.01963012106716633,
0.012461341917514801,
-0.02710534818470478,
0.0926046371459961,
-0.059314239770174026,
0.04153523966670036,
0.04674483463168144,
0.03683735057711601,
-0.051067858934402466,
-0.036434583365917206,
0.04817580804228783,
-0.027496710419654846,
-0.0451708659529686,
0.05907385051250458,
-0.005325458478182554,
0.009770219214260578,
0.12295210361480713,
0.017351485788822174,
0.024196991696953773,
-0.00929549615830183,
-0.01856260932981968,
0.016317298635840416,
-0.04560265690088272,
-0.05235254019498825,
0.12801672518253326,
0.007798799313604832,
0.08530676364898682,
-0.10229016095399857,
0.002029771450906992,
0.017289748415350914,
-0.09317023307085037,
-0.06680051982402802,
0.05997776612639427,
0.006571976467967033,
-0.10950149595737457,
0.0828300267457962,
0.12827728688716888,
-0.04452190920710564,
0.08915992826223373,
-0.03429184481501579,
-0.05470699816942215,
0.0468812994658947,
0.017938360571861267,
0.040379058569669724,
-0.001921587041579187,
-0.05735379457473755,
-0.02983498014509678,
0.0831003412604332,
-0.051285333931446075,
-0.01803898625075817,
-0.10582241415977478,
0.0468999519944191,
0.020306039601564407,
-0.054444678127765656,
-0.06035834550857544,
0.012623230926692486,
0.013471953570842743,
0.04909011349081993,
0.00326616782695055,
-0.01977444626390934,
0.03501637652516365,
0.020621974021196365,
-0.025433531031012535,
0.15819646418094635,
-0.11109643429517746,
-0.2969200015068054,
-0.2091265320777893,
-0.1318008303642273,
-0.15153110027313232,
0.0708179622888565,
0.08308573067188263,
-0.08829866349697113,
-0.09450184553861618,
-0.021005267277359962,
0.07782258093357086,
0.005203130189329386,
-0.0032476235646754503,
0.03373125195503235,
0.004656802397221327,
-0.005096618086099625,
-0.16444818675518036,
-0.022045714780688286,
0.04332715645432472,
-0.13153678178787231,
0.09509000182151794,
-0.043297115713357925,
0.06218266859650612,
0.04638616740703583,
-0.04441861808300018,
0.0015169907128438354,
-0.014384537003934383,
0.11578956991434097,
0.00014035627827979624,
0.05111583322286606,
0.24957288801670074,
-0.01667935401201248,
0.06739109009504318,
0.08177341520786285,
0.05701632425189018,
-0.02098129317164421,
0.043996237218379974,
-0.001992778852581978,
-0.0584009513258934,
-0.18350520730018616,
-0.06730830669403076,
-0.04248080775141716,
0.08084436506032944,
0.06101293861865997,
0.05968731269240379,
-0.005454744677990675,
0.09622251987457275,
-0.0685243159532547,
0.05494249612092972,
0.026525825262069702,
0.07365172356367111,
0.14188678562641144,
0.010758346877992153,
0.09265553206205368,
-0.048670366406440735,
-0.10232531279325485,
0.10067738592624664,
0.013894608244299889,
0.09078671783208847,
-0.018825437873601913,
0.10451778769493103,
0.05878445506095886,
0.05878974124789238,
0.08986131846904755,
0.23142820596694946,
-0.04370572790503502,
0.02167469449341297,
-0.0008150830981321633,
-0.07583841681480408,
-0.0439862459897995,
-0.029943784698843956,
0.032297223806381226,
-0.012970251962542534,
-0.02244492620229721,
-0.02777254581451416,
0.027841784060001373,
0.22320641577243805,
0.06478968262672424,
-0.20007243752479553,
-0.08835490047931671,
0.03956938534975052,
-0.0726841390132904,
-0.0935455933213234,
0.021475177258253098,
0.04026322811841965,
-0.12152030318975449,
0.08228950202465057,
0.003209972521290183,
0.0963144302368164,
-0.021072933450341225,
0.01581508480012417,
-0.1456180065870285,
0.07121259719133377,
0.016019625589251518,
0.11019310355186462,
-0.1937662810087204,
0.11438993364572525,
0.023047637194395065,
0.057141419500112534,
-0.11412914097309113,
0.06636816263198853,
0.0570082925260067,
0.05126175656914711,
0.1015782579779625,
-0.01470805425196886,
0.1526980847120285,
-0.11851415038108826,
-0.1094307005405426,
0.05512513592839241,
0.060577165335416794,
0.00589573523029685,
0.09014730900526047,
-0.0101535115391016,
-0.04024823382496834,
-0.016389936208724976,
0.009589803405106068,
-0.18938173353672028,
-0.14677974581718445,
0.04206172376871109,
0.04185767099261284,
-0.04121280089020729,
-0.056455422192811966,
-0.0887380838394165,
-0.037434592843055725,
0.1418740302324295,
0.07671350240707397,
-0.15295109152793884,
-0.0779629796743393,
-0.10217958688735962,
0.16119450330734253,
-0.09193379431962967,
0.11876191943883896,
-0.058097872883081436,
0.14018774032592773,
-0.07538599520921707,
-0.09254473447799683,
-0.024974912405014038,
-0.11953382194042206,
-0.10402494668960571,
0.05297581106424332,
0.16133630275726318,
0.004443718586117029,
0.027642305940389633,
0.0764588713645935,
-0.001113391132093966,
-0.01896006055176258,
-0.08549735695123672,
-0.0436476394534111,
0.043498020619153976,
0.13647545874118805,
0.09556173533201218,
-0.07599884271621704,
-0.18522165715694427,
-0.024097321555018425,
0.014943612739443779,
0.1792214810848236,
0.21065832674503326,
-0.004389222711324692,
0.04588242992758751,
0.2888256907463074,
0.009011412039399147,
-0.265807181596756,
-0.20271146297454834,
-0.020269818603992462,
0.018062295392155647,
-0.05899937450885773,
-0.13450996577739716,
0.11818289011716843,
0.02168058417737484,
-0.027127698063850403,
-0.02599572390317917,
-0.16621293127536774,
-0.09200204908847809,
0.2093348205089569,
0.0686885267496109,
0.0905720591545105,
-0.11532288044691086,
-0.048649247735738754,
-0.11598462611436844,
-0.18026407063007355,
0.10090472549200058,
-0.08112241327762604,
0.09405702352523804,
-0.026078805327415466,
0.06560327857732773,
0.02437400072813034,
-0.0221868883818388,
0.11972510069608688,
-0.04302237555384636,
-0.03151089325547218,
-0.07684984803199768,
0.01106800977140665,
0.08929923921823502,
-0.014609059318900108,
0.16148409247398376,
-0.07236769050359726,
0.01560325175523758,
0.04354633018374443,
-0.07943540066480637,
-0.05599735304713249,
0.11255025863647461,
-0.005304134450852871,
-0.09147640317678452,
-0.03533501923084259,
-0.015765957534313202,
-0.054328929632902145,
-0.00708341458812356,
0.06299985945224762,
0.012437752448022366,
0.02898385375738144,
0.15589699149131775,
0.18009445071220398,
-0.1392277479171753,
0.06755702197551727,
-0.026512498036026955,
-0.09474588185548782,
0.046740394085645676,
0.007861780934035778,
0.06536125391721725,
0.04957947880029678,
0.03002295456826687,
0.05878134071826935,
0.04837687313556671,
-0.045977167785167694,
0.016131974756717682,
0.07860599458217621,
-0.0955207422375679,
-0.20728179812431335,
-0.019673310220241547,
-0.03001030534505844,
-0.08703599870204926,
0.12231753766536713,
0.10840434581041336,
-0.030323274433612823,
-0.08743986487388611,
-0.003707772120833397,
0.026622965931892395,
-0.03251427784562111,
0.10956107079982758,
0.05578894168138504,
0.03339734300971031,
-0.11434256285429001,
0.0904034897685051,
0.09808267652988434,
-0.07246445119380951,
0.006711415946483612,
0.07981821894645691,
-0.09175082296133041,
-0.09037190675735474,
0.017419522628188133,
-0.01787056401371956,
-0.05445815995335579,
-0.07012175768613815,
-0.050001513212919235,
-0.10611706972122192,
0.0033366563729941845,
0.09117202460765839,
0.08235610276460648,
-0.01101499330252409,
-0.04312414675951004,
0.03263693302869797,
-0.07320954650640488,
0.07828603684902191,
0.1018485426902771,
0.07093942165374756,
-0.10309623181819916,
0.0629202276468277,
-0.029348721727728844,
0.11936236172914505,
-0.05281449854373932,
-0.026122165843844414,
-0.06430872529745102,
-0.009009284898638725,
-0.2413637340068817,
0.034471284598112106,
-0.1333715319633484,
-0.004703298676759005,
-0.002880604239180684,
-0.05314634367823601,
-0.0074580213986337185,
0.05715247243642807,
-0.05792342498898506,
-0.020812129601836205,
-0.02037317492067814,
0.059246957302093506,
-0.13873374462127686,
-0.02299973927438259,
0.06928256154060364,
-0.053282737731933594,
0.10472317785024643,
0.06739269942045212,
-0.07435821741819382,
0.06739562749862671,
-0.10237317532300949,
-0.10166946798563004,
0.04980088397860527,
0.059091903269290924,
0.04854326695203781,
-0.05894206464290619,
0.020345201715826988,
0.07819686084985733,
0.020098654553294182,
0.008225437253713608,
0.13823968172073364,
-0.07520738244056702,
0.022654244676232338,
-0.005713996011763811,
-0.06503506749868393,
-0.0214240700006485,
0.0032406728714704514,
0.14356133341789246,
0.06313116103410721,
0.11601513624191284,
-0.08461059629917145,
0.04062402993440628,
-0.04862339049577713,
0.015589810907840729,
-0.06424182653427124,
-0.1316872239112854,
-0.021112006157636642,
-0.031002702191472054,
0.005273193586617708,
0.024705611169338226,
0.09439264982938766,
-0.021546101197600365,
0.11113759130239487,
-0.0182983186095953,
0.04833902791142464,
0.09251320362091064,
-0.015054389834403992,
0.1897086501121521,
0.03107965737581253,
-0.050813671201467514,
-0.07761585712432861,
0.001535163726657629,
0.06145956739783287,
-0.010288972407579422,
0.07032857835292816,
0.0841505154967308,
0.00842837430536747,
0.06595838069915771,
0.07201171666383743,
0.04390045255422592,
-0.1040683463215828,
-0.21471856534481049,
0.06813766062259674,
0.037413034588098526,
-0.07618563622236252,
0.08105318248271942,
0.11919870972633362,
-0.06814230978488922,
0.03792542219161987,
0.012106732465326786,
-0.06038481742143631,
-0.12423118203878403,
-0.11002510786056519,
-0.07024721056222916,
-0.056142374873161316,
-0.036405425518751144,
-0.08585534989833832,
-0.0053070588037371635,
0.015413112938404083,
0.0625939667224884,
-0.03257907181978226,
0.19624343514442444,
-0.11450844258069992,
-0.04717658832669258,
0.04882488399744034,
-0.011640827171504498,
0.03389272093772888,
0.10598337650299072,
-0.023404372856020927,
-0.04234199598431587,
0.05596521496772766,
0.04119669273495674,
0.04518645256757736,
0.019497975707054138,
0.04334504157304764,
-0.05393153429031372,
-0.06683780997991562,
-0.05129821598529816,
0.018127642571926117,
0.023519840091466904,
0.15870368480682373,
0.04147691652178764,
-0.02581775188446045,
0.024216502904891968,
0.10838930308818817,
-0.03971681371331215,
-0.22377632558345795,
-0.08783109486103058,
0.23530913889408112,
0.010654997080564499,
0.01737750880420208,
0.03688573092222214,
-0.10052276402711868,
-0.07017534971237183,
0.19918106496334076,
0.16137582063674927,
0.07687224447727203,
0.029294969514012337,
-0.03225749731063843,
0.01324339397251606,
-0.03325295075774193,
0.11544252932071686,
0.07180085778236389,
0.203740194439888,
-0.038814935833215714,
0.00962434895336628,
-0.01972457952797413,
-0.0025378339923918247,
-0.2708127796649933,
0.03508682921528816,
-0.013683349825441837,
-0.040041301399469376,
0.0031659086234867573,
0.08318574726581573,
-0.03379904106259346,
-0.0707135871052742,
-0.09675251692533493,
-0.022658318281173706,
-0.07702237367630005,
0.017689233645796776,
0.0366038978099823,
-0.000015378302123281173,
0.06533938646316528,
-0.022904107347130775,
0.07803156226873398,
0.10793326050043106,
0.025181779637932777,
-0.07426924258470535,
0.02989771217107773,
0.15431228280067444,
0.003872901201248169,
0.1669379621744156,
0.0435996875166893,
0.06215501204133034,
0.09317655861377716,
-0.014056933112442493,
-0.11755815893411636,
0.06950840353965759,
0.04559178277850151,
-0.03096415475010872,
0.09717197716236115,
0.09770609438419342,
-0.036626122891902924,
-0.06538695096969604,
-0.04595863074064255,
-0.05263657867908478,
0.004710026551038027,
0.13986247777938843,
0.037438537925481796,
-0.09998724609613419,
0.0877438485622406,
-0.15142211318016052,
0.054817259311676025,
0.09486421942710876,
-0.022657377645373344,
-0.022472117096185684,
-0.0777604877948761,
0.08998222649097443,
0.053552139550447464,
-0.07765815407037735,
-0.07548568397760391,
-0.1614902764558792,
-0.025556370615959167,
-0.08496296405792236,
0.05653657764196396,
-0.18561795353889465,
-0.003630954073742032,
-0.01468729693442583,
0.030968859791755676,
-0.13695725798606873,
0.004211715422570705,
0.09819278866052628,
0.002247277181595564,
0.0274522602558136,
-0.06496492028236389,
-0.058396946638822556,
0.03174011409282684,
-0.12951484322547913,
-0.04297558590769768
] |
null | null | transformers |
# distilbert-base-ja-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-ja-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-ja-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "ja", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-ja-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"ja",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ja"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-ja-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-ja-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-ja-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #ja #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-ja-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.024853715673089027,
0.04875888675451279,
-0.005146614275872707,
0.09707476943731308,
0.09616705775260925,
-0.025823092088103294,
0.14162203669548035,
0.09257619827985764,
-0.024193719029426575,
-0.005405402276664972,
0.05034521594643593,
0.0355486162006855,
0.02827160805463791,
0.0873839259147644,
-0.03828230872750282,
-0.2535593807697296,
-0.014836732298135757,
0.09443039447069168,
-0.04180186241865158,
0.07598056644201279,
0.12532956898212433,
-0.08065663278102875,
0.05703553557395935,
0.0431242436170578,
-0.08546379953622818,
0.08492574840784073,
-0.025301331654191017,
-0.11453528702259064,
0.07747847586870193,
0.06408219039440155,
0.12891681492328644,
0.02465883456170559,
0.05763772502541542,
-0.00943897757679224,
0.01302434504032135,
0.0008822061354294419,
0.023760678246617317,
0.02792922407388687,
-0.01158030703663826,
-0.055927824229002,
0.0017506814328953624,
-0.10645367950201035,
-0.003170059062540531,
0.05212416872382164,
-0.03303098306059837,
-0.15565277636051178,
-0.04046224057674408,
0.04414743557572365,
0.08519266545772552,
0.028966380283236504,
0.015921881422400475,
0.11689943820238113,
-0.04179992154240608,
0.0581417940557003,
0.22175467014312744,
-0.18719647824764252,
-0.05882446840405464,
0.06037797033786774,
0.04617758095264435,
-0.005438896827399731,
-0.013682179152965546,
0.03081611730158329,
0.053485434502363205,
0.07952366024255753,
-0.0061755673959851265,
-0.10990039259195328,
-0.016608627513051033,
-0.04989578202366829,
-0.08995674550533295,
-0.053120728582143784,
0.16457606852054596,
-0.08888593316078186,
-0.10004103183746338,
-0.07428662478923798,
-0.0557655431330204,
0.1429455280303955,
-0.07680866122245789,
0.00019731321663130075,
-0.005467877257615328,
-0.02484738826751709,
-0.05481220781803131,
-0.1203141137957573,
-0.13002942502498627,
-0.07106469571590424,
-0.08711650967597961,
0.19173294305801392,
0.06371068209409714,
0.026302797719836235,
-0.07807432115077972,
0.01155308447778225,
-0.05133220925927162,
-0.10726813971996307,
-0.001496860757470131,
-0.0781339630484581,
0.06793709099292755,
0.0344296358525753,
-0.08329319208860397,
-0.12350590527057648,
0.10626810789108276,
0.1346554309129715,
-0.014521957375109196,
-0.002894644858315587,
-0.035954903811216354,
-0.01801142282783985,
0.07630379498004913,
0.11650937050580978,
-0.03868066519498825,
0.044438522309064865,
0.05942949652671814,
-0.055300384759902954,
0.007170869968831539,
-0.002786485943943262,
-0.12392275780439377,
-0.09124093502759933,
0.017675135284662247,
0.11730581521987915,
0.015820777043700218,
0.034199196845293045,
-0.0015026936307549477,
-0.04301115497946739,
0.10441072285175323,
-0.13775399327278137,
0.03569187596440315,
-0.018962891772389412,
0.052679795771837234,
0.17285862565040588,
0.023606467992067337,
-0.04746874049305916,
-0.1444689929485321,
-0.053146641701459885,
-0.013411984778940678,
-0.017750650644302368,
-0.04446087405085564,
-0.11790628731250763,
0.02482915297150612,
-0.0726601630449295,
-0.00035384748480282724,
-0.16890627145767212,
-0.10775628685951233,
0.058313872665166855,
0.04919596016407013,
-0.03437783196568489,
-0.00836611445993185,
0.03815964236855507,
0.009546704590320587,
0.00043168087722733617,
-0.03227053955197334,
-0.05613068863749504,
-0.008656400255858898,
0.035487134009599686,
0.05881664156913757,
0.0874156728386879,
-0.09369245916604996,
0.038307011127471924,
-0.05118953064084053,
0.007724712137132883,
-0.1978880763053894,
0.058696746826171875,
-0.0877290889620781,
-0.01074885856360197,
-0.11912599205970764,
-0.1252412497997284,
0.09319217503070831,
-0.013605989515781403,
0.049006715416908264,
0.08501201868057251,
-0.10176298767328262,
-0.075690358877182,
0.10950853675603867,
-0.08739937841892242,
-0.020659828558564186,
0.18575097620487213,
0.009362620301544666,
0.005531701724976301,
0.09573325514793396,
0.03513026237487793,
0.13082943856716156,
-0.08970977365970612,
0.007263186853379011,
0.04985548183321953,
0.020402362570166588,
-0.015371425077319145,
0.06947170197963715,
0.0008534664520993829,
-0.034550659358501434,
0.012165017426013947,
-0.03222409635782242,
0.028401080518960953,
-0.024926692247390747,
-0.03585454076528549,
-0.01892065815627575,
-0.0635979101061821,
0.11197269707918167,
0.04159269854426384,
0.05183703824877739,
-0.04857343062758446,
-0.04423629865050316,
0.1227087527513504,
0.05076982453465462,
-0.07816697657108307,
0.046047430485486984,
-0.11156903207302094,
0.040406402200460434,
-0.09798173606395721,
0.02793273888528347,
-0.13905024528503418,
-0.017508558928966522,
0.050214532762765884,
-0.0549076646566391,
0.057726625353097916,
0.018838301301002502,
0.07146091014146805,
0.030856117606163025,
-0.046495936810970306,
0.07739491760730743,
0.01742323487997055,
-0.017747730016708374,
-0.004190157633274794,
-0.019978515803813934,
-0.08248025923967361,
-0.03620648756623268,
0.018745895475149155,
0.03544705733656883,
0.012959425337612629,
-0.04057089984416962,
0.09195582568645477,
-0.0597328320145607,
0.051235929131507874,
0.05199640616774559,
0.06031997874379158,
-0.035709332674741745,
-0.01972598023712635,
0.0544467531144619,
-0.02633248083293438,
-0.027697481215000153,
0.06516332924365997,
0.037413135170936584,
-0.005568025168031454,
0.11008937656879425,
-0.0024543842300772667,
0.03635503724217415,
0.009850186295807362,
-0.02225533127784729,
0.008846130222082138,
-0.03528526425361633,
-0.056233424693346024,
0.16817769408226013,
0.012198350392282009,
0.0965595617890358,
-0.08790672570466995,
-0.008226713165640831,
0.02280287630856037,
-0.08385197818279266,
-0.05449516698718071,
0.0651119276881218,
0.06318766623735428,
-0.10189598798751831,
0.08057525753974915,
0.09148465842008591,
-0.07003139704465866,
0.1274760365486145,
-0.03516067564487457,
-0.06197179853916168,
0.0371585488319397,
-0.01484022568911314,
0.05006571486592293,
-0.004552372265607119,
-0.08267311006784439,
-0.046545371413230896,
0.09280885756015778,
-0.0683910921216011,
-0.0060770572163164616,
-0.0868106335401535,
0.04756571352481842,
0.024421848356723785,
-0.05596530809998512,
-0.0649225115776062,
0.020967770367860794,
0.011299009434878826,
0.02582029066979885,
0.02738368511199951,
-0.00037126344977878034,
0.03308960422873497,
0.024483470246195793,
-0.00853563379496336,
0.14430640637874603,
-0.12206947058439255,
-0.3162844479084015,
-0.2434956580400467,
-0.15976572036743164,
-0.13266988098621368,
0.06529887765645981,
0.07796427607536316,
-0.09932022541761398,
-0.09000243991613388,
0.028634091839194298,
0.11723730713129044,
-0.025827687233686447,
0.0045165447518229485,
0.05164526402950287,
0.002264113398268819,
-0.010906871408224106,
-0.16634175181388855,
-0.01598932035267353,
0.04558807983994484,
-0.09981841593980789,
0.08773064613342285,
-0.06923627853393555,
0.06181981414556503,
0.05087783560156822,
-0.03795043006539345,
0.01588047295808792,
-0.015728743746876717,
0.11518377810716629,
0.0016643652925267816,
0.03925570473074913,
0.25350332260131836,
-0.0036596974823623896,
0.06055156886577606,
0.06475327908992767,
0.06282348185777664,
-0.013512512668967247,
0.03254988417029381,
0.003227182198315859,
-0.05888935923576355,
-0.18509382009506226,
-0.05426858738064766,
-0.06806866079568863,
0.08308044075965881,
0.10287202894687653,
0.047922659665346146,
-0.011655876412987709,
0.0937550738453865,
-0.04313700646162033,
0.12039639055728912,
0.0014941568952053785,
0.07490818202495575,
0.19128797948360443,
0.011929946020245552,
0.09250213205814362,
-0.049759525805711746,
-0.11229971796274185,
0.08240020275115967,
0.02372214011847973,
0.0977812260389328,
-0.013982421718537807,
0.15798839926719666,
0.05730675533413887,
0.03274855390191078,
0.11731422692537308,
0.22679315507411957,
-0.045778539031744,
0.03310852870345116,
-0.009794958867132664,
-0.06840178370475769,
-0.048224497586488724,
-0.034265778958797455,
0.0650646984577179,
-0.038437921553850174,
-0.0044766939245164394,
-0.07644278556108475,
-0.00274232542142272,
0.21079771220684052,
0.05793222784996033,
-0.1793275773525238,
-0.08661768585443497,
0.028653733432292938,
-0.09686645120382309,
-0.0990968570113182,
0.004024695139378309,
0.025587715208530426,
-0.11155488342046738,
0.06656923145055771,
-0.013978282921016216,
0.11619781702756882,
-0.019920358434319496,
0.022234581410884857,
-0.104969322681427,
0.06066912040114403,
0.03481209650635719,
0.11276701837778091,
-0.2254078984260559,
0.10562359541654587,
0.02084532007575035,
0.04085726663470268,
-0.11561103910207748,
0.08530990034341812,
0.020654059946537018,
0.007630340754985809,
0.07462990283966064,
-0.016404971480369568,
0.20453457534313202,
-0.11048687249422073,
-0.08573374152183533,
0.05705741420388222,
0.050365980714559555,
-0.01594717428088188,
0.09474596381187439,
-0.006589778233319521,
-0.03445170819759369,
-0.021644363179802895,
0.029931195080280304,
-0.16337954998016357,
-0.1680980920791626,
0.07970451563596725,
0.028636770322918892,
-0.054490167647600174,
-0.026005001738667488,
-0.09302214533090591,
-0.01873239316046238,
0.13406553864479065,
0.0758180171251297,
-0.16117259860038757,
-0.09407413005828857,
-0.07156724482774734,
0.18177588284015656,
-0.09713930636644363,
0.11787978559732437,
-0.042937494814395905,
0.1428697556257248,
-0.0794697180390358,
-0.11730008572340012,
-0.0338028147816658,
-0.10458855330944061,
-0.07114376872777939,
0.05856188014149666,
0.13092412054538727,
0.0010175135685130954,
0.043485287576913834,
0.05712136998772621,
0.0006482838070951402,
-0.0391569621860981,
-0.06930539757013321,
-0.06584130972623825,
0.03927519917488098,
0.13484874367713928,
0.07992500066757202,
-0.06629662215709686,
-0.12881061434745789,
-0.017705276608467102,
0.03498712182044983,
0.16415807604789734,
0.1731753945350647,
-0.009801029227674007,
0.06455980986356735,
0.2561316192150116,
-0.005781217478215694,
-0.2572123110294342,
-0.21391922235488892,
0.020461179316043854,
0.03638356924057007,
-0.09453164041042328,
-0.18292328715324402,
0.1086956113576889,
0.004389805253595114,
-0.012092091143131256,
-0.08510398864746094,
-0.16723604500293732,
-0.08480215072631836,
0.18118880689144135,
0.05692998319864273,
0.09520632773637772,
-0.10895391553640366,
-0.0477975457906723,
-0.11756228655576706,
-0.23447202146053314,
0.11680535227060318,
-0.037490878254175186,
0.11080116033554077,
-0.03768140822649002,
0.08677210658788681,
0.017765386030077934,
-0.01832430437207222,
0.11739097535610199,
-0.010490227490663528,
-0.06028418987989426,
-0.0567106194794178,
0.0013676000526174903,
0.09743236005306244,
0.00216093217022717,
0.14866334199905396,
-0.041050318628549576,
-0.003652624785900116,
-0.003810640424489975,
-0.08612579107284546,
-0.06292553246021271,
0.09372657537460327,
0.00036471488419920206,
-0.09367484599351883,
-0.03971962630748749,
-0.023751158267259598,
-0.057348355650901794,
-0.01321292296051979,
0.08454182744026184,
0.006918089464306831,
0.028046220541000366,
0.15134945511817932,
0.1694960743188858,
-0.13032855093479156,
0.016508156433701515,
-0.026920348405838013,
-0.08364097774028778,
0.06323638558387756,
-0.03948812186717987,
0.06168351322412491,
0.0642038881778717,
0.03850175067782402,
0.062277525663375854,
0.05637139827013016,
-0.047965940088033676,
0.012012436985969543,
0.07578776031732559,
-0.08148957788944244,
-0.17316834628582,
-0.038882531225681305,
-0.05809716135263443,
-0.08785691112279892,
0.1044134572148323,
0.12563671171665192,
-0.039485570043325424,
-0.10059934854507446,
0.024125702679157257,
0.0055003659799695015,
-0.04566817730665207,
0.1289365291595459,
0.0561586357653141,
0.04452752321958542,
-0.12727764248847961,
0.06281059235334396,
0.11078229546546936,
-0.07477632164955139,
0.008491197600960732,
0.09322827309370041,
-0.07060196250677109,
-0.08903997391462326,
0.019777314737439156,
-0.0023945108987390995,
-0.09192267805337906,
-0.03623531386256218,
-0.07043130695819855,
-0.09084754437208176,
0.03347977623343468,
0.09020070731639862,
0.08426567167043686,
-0.014385947026312351,
-0.07064036279916763,
0.033916737884283066,
-0.08025350421667099,
0.0588645339012146,
0.09593188017606735,
0.07006171345710754,
-0.08252999931573868,
0.0748804435133934,
-0.04418957233428955,
0.14654003083705902,
-0.05849195271730423,
-0.018004922196269035,
-0.08560828119516373,
-0.0031559739727526903,
-0.21899619698524475,
0.022373970597982407,
-0.12314783781766891,
-0.012786075472831726,
-0.0007305656909011304,
-0.058689218014478683,
-0.02500625140964985,
0.05855933204293251,
-0.07502114772796631,
-0.01690962165594101,
-0.020529046654701233,
0.06103616580367088,
-0.10523064434528351,
-0.004518721718341112,
0.07557506114244461,
-0.04820173978805542,
0.08943334221839905,
0.06406549364328384,
-0.08069511502981186,
0.07933370023965836,
-0.016548965126276016,
-0.11033011972904205,
0.04433869570493698,
0.06315987557172775,
0.06812413036823273,
-0.05120760202407837,
0.023244960233569145,
0.06214248016476631,
0.042583685368299484,
0.005884995684027672,
0.12028975039720535,
-0.0755077600479126,
0.017307939007878304,
-0.0223211869597435,
-0.052157871425151825,
-0.03520028665661812,
0.02398275025188923,
0.14390277862548828,
0.1067710816860199,
0.08446238934993744,
-0.06776051968336105,
0.05354762822389603,
-0.029920658096671104,
0.0063997115939855576,
-0.07304274290800095,
-0.12730145454406738,
0.02694939635694027,
-0.05915888398885727,
-0.0002730095584411174,
0.030177630484104156,
0.08603443205356598,
-0.012138069607317448,
0.10984186828136444,
-0.018806178122758865,
0.032286833971738815,
0.07151362299919128,
-0.017438475042581558,
0.19750458002090454,
0.054299455136060715,
-0.04327131435275078,
-0.0643538311123848,
0.026865901425480843,
0.05822640657424927,
0.05080339312553406,
0.03484398126602173,
0.07442400604486465,
0.023127073422074318,
0.07061267644166946,
0.072032630443573,
0.0522310696542263,
-0.10451652109622955,
-0.15064533054828644,
0.08063029497861862,
0.058700062334537506,
-0.08072265237569809,
0.07625027745962143,
0.10175900906324387,
-0.06625158339738846,
0.060230039060115814,
0.02812141925096512,
-0.06496593356132507,
-0.10717156529426575,
-0.1015937551856041,
-0.06043913587927818,
-0.07548780739307404,
-0.044377632439136505,
-0.09479954093694687,
-0.0032606630120426416,
0.02683309279382229,
0.05934960022568703,
-0.015411862172186375,
0.1687912791967392,
-0.07782410085201263,
-0.07244452834129333,
0.056809332221746445,
-0.02165747620165348,
0.03795301541686058,
0.0626489520072937,
0.004169313702732325,
-0.047219645231962204,
0.08674817532300949,
0.03318279981613159,
0.044500336050987244,
0.0245624091476202,
0.02979537472128868,
-0.05158916860818863,
-0.07224876433610916,
-0.054961469024419785,
0.019570594653487206,
0.02400447614490986,
0.14509887993335724,
0.019023915752768517,
-0.03243820741772652,
0.012532128021121025,
0.10257084667682648,
-0.03925394266843796,
-0.21394670009613037,
-0.11444469541311264,
0.21476198732852936,
0.019060077145695686,
0.01813073270022869,
0.0357963964343071,
-0.07141110301017761,
-0.10721838474273682,
0.22464939951896667,
0.14921072125434875,
0.08679717779159546,
0.026762984693050385,
0.010644796304404736,
0.01611003652215004,
-0.02229485847055912,
0.11873245984315872,
0.04719970375299454,
0.1978612244129181,
-0.04388737678527832,
-0.0189408790320158,
-0.01363733783364296,
-0.01604430563747883,
-0.249826118350029,
0.02747468277812004,
-0.0035339677706360817,
-0.06914453208446503,
0.02217087894678116,
0.08022964745759964,
-0.04893678054213524,
-0.07524822652339935,
-0.08399328589439392,
-0.03826955333352089,
-0.08221758902072906,
0.0009197883191518486,
0.048136647790670395,
-0.00562921492382884,
0.07842199504375458,
-0.021178720518946648,
0.08224254101514816,
0.13611885905265808,
0.03245488181710243,
-0.08486125618219376,
0.030878735706210136,
0.18205365538597107,
-0.015756960958242416,
0.08843427896499634,
0.03886431083083153,
0.04784347489476204,
0.08950015902519226,
-0.003952242899686098,
-0.10856381803750992,
0.022455019876360893,
0.04039788246154785,
-0.040383707731962204,
0.08540763705968857,
0.11912502348423004,
-0.03940048813819885,
-0.055445510894060135,
-0.060796547681093216,
-0.09041205793619156,
-0.004700100980699062,
0.11198421567678452,
0.07056044787168503,
-0.08605056256055832,
0.06701387465000153,
-0.15898030996322632,
0.0396907702088356,
0.11618810147047043,
-0.01538153737783432,
-0.04082236811518669,
-0.07309844344854355,
0.0893569365143776,
0.046893343329429626,
-0.048493076115846634,
-0.10544624924659729,
-0.15001855790615082,
-0.05852777138352394,
-0.13115079700946808,
0.05314478278160095,
-0.1548435389995575,
0.001470105955377221,
0.00458208192139864,
0.028434868901968002,
-0.12697388231754303,
0.018974538892507553,
0.0911279022693634,
-0.009408953599631786,
0.030964788049459457,
-0.11204203963279724,
-0.051145538687705994,
0.01832209900021553,
-0.1423223465681076,
-0.036625418812036514
] |
null | null | transformers |
# distilbert-base-lt-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-lt-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-lt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "lt", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-lt-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"lt",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"lt"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #lt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-lt-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-lt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #lt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-lt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #lt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-lt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03610408678650856,
0.027727920562028885,
-0.004665726330131292,
0.09839379787445068,
0.09374416619539261,
-0.022698668763041496,
0.14981192350387573,
0.08745554089546204,
-0.018373165279626846,
-0.004990623332560062,
0.04671365022659302,
0.0224233977496624,
0.015500661917030811,
0.07089529931545258,
-0.03201407566666603,
-0.25550156831741333,
-0.01486583985388279,
0.08837706595659256,
-0.05583395063877106,
0.07450136542320251,
0.12272638082504272,
-0.08204907178878784,
0.06102404743432999,
0.04243768751621246,
-0.07942156493663788,
0.08265957981348038,
-0.019357861950993538,
-0.11215803027153015,
0.08391544222831726,
0.07020933926105499,
0.11956943571567535,
0.023627374321222305,
0.07250379025936127,
-0.014219815842807293,
0.011211683973670006,
0.0041153281927108765,
0.019812224432826042,
0.025060629472136497,
-0.023429187014698982,
-0.06163319572806358,
0.01634793169796467,
-0.10782995820045471,
0.000775592343416065,
0.044471386820077896,
-0.020009808242321014,
-0.13153588771820068,
-0.03451276943087578,
0.05838533863425255,
0.07849987596273422,
0.028652189299464226,
0.024284252896904945,
0.14505133032798767,
-0.05125505477190018,
0.06235762685537338,
0.22422686219215393,
-0.20279647409915924,
-0.05928850546479225,
0.06895092129707336,
0.04513568431138992,
-0.0033420955296605825,
-0.009082450531423092,
0.045135073363780975,
0.05424273759126663,
0.08238343894481659,
-0.005464290268719196,
-0.10274089127779007,
-0.008467908017337322,
-0.0490441657602787,
-0.0973016694188118,
-0.044404078274965286,
0.16736562550067902,
-0.07877019047737122,
-0.09882602095603943,
-0.0631275549530983,
-0.05278053134679794,
0.1561318188905716,
-0.0707978680729866,
0.0016070682322606444,
-0.0030470993369817734,
-0.026543546468019485,
-0.07094121724367142,
-0.13236697018146515,
-0.12974530458450317,
-0.06774607300758362,
-0.09560159593820572,
0.20656302571296692,
0.05853201448917389,
0.027359774336218834,
-0.0677192360162735,
0.022837243974208832,
-0.07321695983409882,
-0.09521405398845673,
-0.0044759903103113174,
-0.07653678953647614,
0.06660239398479462,
0.02807803452014923,
-0.09419188648462296,
-0.09684665501117706,
0.09856642782688141,
0.13969001173973083,
-0.00677412049844861,
-0.00955479871481657,
-0.029094841331243515,
-0.013881729915738106,
0.0587431862950325,
0.11170264333486557,
-0.04880915954709053,
0.04350785166025162,
0.057750701904296875,
-0.05620237812399864,
0.008729905821383,
-0.0028021426405757666,
-0.13106822967529297,
-0.09286250174045563,
0.007365904748439789,
0.11472581326961517,
0.029376836493611336,
0.03750136122107506,
0.006057678256183863,
-0.041172076016664505,
0.09801746904850006,
-0.1426982432603836,
0.03537069261074066,
-0.026600537821650505,
0.041326604783535004,
0.17240490019321442,
0.03547089919447899,
-0.052803389728069305,
-0.14224229753017426,
-0.04192202910780907,
-0.019436664879322052,
-0.021989325061440468,
-0.044676970690488815,
-0.11614129692316055,
0.022586744278669357,
-0.07416326552629471,
-0.01146868895739317,
-0.16005387902259827,
-0.11859899759292603,
0.05905575305223465,
0.05366430804133415,
-0.02743256464600563,
-0.0091214245185256,
0.02886071614921093,
0.010525955818593502,
0.002312622731551528,
-0.02525683306157589,
-0.06171628087759018,
-0.00576747627928853,
0.0313815139234066,
0.05084793269634247,
0.08898308873176575,
-0.11314922571182251,
0.03818773105740547,
-0.05001028627157211,
0.009164245799183846,
-0.1851087212562561,
0.06790142506361008,
-0.08387885987758636,
-0.006393251474946737,
-0.10902736335992813,
-0.13589729368686676,
0.0692531168460846,
-0.005466853268444538,
0.05004857853055,
0.08223429322242737,
-0.0982852429151535,
-0.07855124771595001,
0.1122577115893364,
-0.08668913692235947,
-0.02467080019414425,
0.1806122213602066,
0.010976451449096203,
-0.009638887830078602,
0.09878261387348175,
0.02276347391307354,
0.15515193343162537,
-0.09028375148773193,
0.006071222946047783,
0.07143913209438324,
0.017012469470500946,
-0.03455381095409393,
0.053189076483249664,
0.002871979493647814,
-0.028049632906913757,
0.013342440128326416,
-0.0734981968998909,
0.02597014233469963,
-0.035053301602602005,
-0.03682148456573486,
-0.03477979451417923,
-0.07064278423786163,
0.12077119946479797,
0.029406225308775902,
0.05243826285004616,
-0.05032067000865936,
-0.05520583316683769,
0.14558561146259308,
0.05570581555366516,
-0.08117105811834335,
0.05311163142323494,
-0.11409245431423187,
0.0601961687207222,
-0.07318741083145142,
0.02592468075454235,
-0.15456444025039673,
-0.04368511587381363,
0.0402209609746933,
-0.025825252756476402,
0.07643984258174896,
0.023911070078611374,
0.07127240300178528,
0.03222236782312393,
-0.05547115579247475,
0.08287829160690308,
0.024387992918491364,
-0.024793002754449844,
-0.0015094376867637038,
-0.03195291385054588,
-0.0786370187997818,
-0.0341961607336998,
0.0055609834380447865,
0.028221534565091133,
0.015866659581661224,
-0.028924891725182533,
0.09199027717113495,
-0.06573759019374847,
0.06014681234955788,
0.03402778506278992,
0.06225839629769325,
-0.04323631152510643,
-0.021345075219869614,
0.05401676893234253,
-0.026418861001729965,
-0.0504264198243618,
0.059047553688287735,
0.031173858791589737,
-0.022649092599749565,
0.1185452938079834,
-0.012776230461895466,
0.029206642881035805,
-0.005959189962595701,
-0.019797269254922867,
0.013362634927034378,
-0.04023422673344612,
-0.06451880931854248,
0.15567363798618317,
0.007158857304602861,
0.09045183658599854,
-0.08506570011377335,
-0.010635266080498695,
0.01022513397037983,
-0.07477007806301117,
-0.06078868359327316,
0.05567755550146103,
0.06806356459856033,
-0.06450667977333069,
0.07467726618051529,
0.09262263029813766,
-0.06678199023008347,
0.10900010913610458,
-0.03346835449337959,
-0.06317588686943054,
0.04306234046816826,
-0.008625088259577751,
0.04468084126710892,
-0.015441711992025375,
-0.07258901745080948,
-0.04991870000958443,
0.08730274438858032,
-0.06285472959280014,
-0.00603120494633913,
-0.1027580052614212,
0.04894174262881279,
0.027877530083060265,
-0.05993407592177391,
-0.06999822705984116,
0.0149227948859334,
0.008233788423240185,
0.029827293008565903,
0.02238740399479866,
-0.012104405090212822,
0.03823605552315712,
0.02308206632733345,
-0.011966745369136333,
0.1455458551645279,
-0.12313303351402283,
-0.306797593832016,
-0.24970854818820953,
-0.1615467220544815,
-0.1393396407365799,
0.06632359325885773,
0.07462107390165329,
-0.09994830191135406,
-0.09366349130868912,
0.02264413796365261,
0.1004377007484436,
-0.021667957305908203,
0.014963459223508835,
0.06030575558543205,
0.007514379918575287,
-0.00985762756317854,
-0.17398133873939514,
-0.016085289418697357,
0.04022727906703949,
-0.1015491858124733,
0.08774785697460175,
-0.061017584055662155,
0.048203375190496445,
0.06625459343194962,
-0.04272247850894928,
0.015012319199740887,
-0.014413074590265751,
0.11500105261802673,
0.0063303085044026375,
0.03720777481794357,
0.23693571984767914,
-0.008829548954963684,
0.07204462587833405,
0.05805819109082222,
0.06798539310693741,
-0.02315411902964115,
0.040086664259433746,
0.002426974708214402,
-0.06596921384334564,
-0.18701525032520294,
-0.06839043647050858,
-0.0665600448846817,
0.05888945236802101,
0.08952970802783966,
0.048924095928668976,
-0.0007077736663632095,
0.09216948598623276,
-0.0386882908642292,
0.12335743010044098,
-0.010202755220234394,
0.06837703287601471,
0.21603159606456757,
0.009860805235803127,
0.0981549546122551,
-0.04949445277452469,
-0.10609136521816254,
0.08743996918201447,
0.006046240217983723,
0.1353239119052887,
-0.019831079989671707,
0.1414177119731903,
0.05540945753455162,
0.026516836136579514,
0.10724106431007385,
0.23177173733711243,
-0.05032750964164734,
0.027790503576397896,
0.00192059890832752,
-0.06978508830070496,
-0.02610488049685955,
-0.02844601310789585,
0.0683850347995758,
-0.04435380920767784,
-0.006458211224526167,
-0.044933777302503586,
0.003508465364575386,
0.23220224678516388,
0.05331156775355339,
-0.1813170313835144,
-0.08454655110836029,
0.024649569764733315,
-0.08795838803052902,
-0.07993003726005554,
0.0041517652571201324,
0.03822535276412964,
-0.10392823815345764,
0.07218249887228012,
-0.0007352338870987296,
0.11268776655197144,
-0.013206669129431248,
0.020212184637784958,
-0.09551605582237244,
0.0813458189368248,
0.03208011016249657,
0.1061653420329094,
-0.19354848563671112,
0.1249198243021965,
0.01760800927877426,
0.03145011514425278,
-0.12061484903097153,
0.0775647908449173,
0.030366091057658195,
0.03115391544997692,
0.07690681517124176,
-0.004057171288877726,
0.18859893083572388,
-0.09534085541963577,
-0.09342148900032043,
0.05126342922449112,
0.0721004381775856,
-0.0028993634041398764,
0.09293487668037415,
-0.011786515824496746,
-0.044932570308446884,
-0.0025030402466654778,
0.01431688480079174,
-0.15708445012569427,
-0.16170251369476318,
0.07323753833770752,
0.03194770961999893,
-0.06574418395757675,
-0.030397046357393265,
-0.10355415940284729,
-0.028669871389865875,
0.15610599517822266,
0.08481648564338684,
-0.15610931813716888,
-0.08700930327177048,
-0.06136639416217804,
0.1864168643951416,
-0.09528571367263794,
0.12394367158412933,
-0.033559348434209824,
0.14056947827339172,
-0.065754733979702,
-0.11711648851633072,
-0.029021330177783966,
-0.10547761619091034,
-0.06302564591169357,
0.06288225948810577,
0.13835689425468445,
0.007524831220507622,
0.04964755102992058,
0.052930623292922974,
-0.007600493263453245,
-0.023666338995099068,
-0.08105531334877014,
-0.07333435863256454,
0.03740164265036583,
0.1002335175871849,
0.09187408536672592,
-0.08461885154247284,
-0.12947595119476318,
-0.013757140375673771,
0.03330216184258461,
0.17515644431114197,
0.1767120510339737,
-0.018016725778579712,
0.05980615317821503,
0.25654739141464233,
-0.007266721688210964,
-0.264766126871109,
-0.18372192978858948,
0.009776747785508633,
0.0349314883351326,
-0.08216876536607742,
-0.1783374696969986,
0.1188870295882225,
-0.0011620434233918786,
-0.0019182275282219052,
-0.05505264922976494,
-0.17796261608600616,
-0.09285974502563477,
0.19170577824115753,
0.047613274306058884,
0.08689355105161667,
-0.10268748551607132,
-0.05286627262830734,
-0.11537513136863708,
-0.20663969218730927,
0.12154285609722137,
-0.02158181741833687,
0.1105317547917366,
-0.03608367592096329,
0.0878770649433136,
0.020177079364657402,
-0.009533161297440529,
0.11395707726478577,
-0.0062894057482481,
-0.05685775354504585,
-0.0640324130654335,
0.016661273315548897,
0.11486617475748062,
0.0029504424892365932,
0.15149623155593872,
-0.03824099153280258,
-0.003616409143432975,
0.01645480841398239,
-0.08483286201953888,
-0.06185777112841606,
0.09537892788648605,
0.0017254651756957173,
-0.09442074596881866,
-0.04135087504982948,
-0.022102603688836098,
-0.059666380286216736,
-0.01369018480181694,
0.04553867131471634,
0.007442868780344725,
0.022022472694516182,
0.13213226199150085,
0.18739590048789978,
-0.1374014914035797,
0.009813395328819752,
-0.018411705270409584,
-0.08049939572811127,
0.05625484138727188,
-0.040052637457847595,
0.05704495683312416,
0.07326968759298325,
0.04754852503538132,
0.05743449553847313,
0.06217844784259796,
-0.0361771285533905,
0.002561770612373948,
0.09127699583768845,
-0.07451469451189041,
-0.1856718808412552,
-0.041354045271873474,
-0.07690395414829254,
-0.09657450020313263,
0.09570623189210892,
0.12189225852489471,
-0.04241194576025009,
-0.08805815130472183,
0.023634331300854683,
-0.0033869927283376455,
-0.05311255902051926,
0.12682820856571198,
0.06783851981163025,
0.03593771532177925,
-0.11977333575487137,
0.06249194219708443,
0.09852556884288788,
-0.06975730508565903,
0.004185231402516365,
0.08915038406848907,
-0.07540062814950943,
-0.08552181720733643,
0.009717228822410107,
-0.05032898485660553,
-0.11307007074356079,
-0.03717267885804176,
-0.06518693268299103,
-0.09503297507762909,
0.037387821823358536,
0.08830886334180832,
0.08412861078977585,
-0.016687577590346336,
-0.07789816707372665,
0.03874340280890465,
-0.06939682364463806,
0.04972795769572258,
0.09964708238840103,
0.07461780309677124,
-0.09021648019552231,
0.09261495620012283,
-0.04243272542953491,
0.14645199477672577,
-0.05917895585298538,
-0.024911776185035706,
-0.077510766685009,
0.0013984080869704485,
-0.239521324634552,
0.006743450649082661,
-0.1203724816441536,
-0.01262257993221283,
0.00472530722618103,
-0.06233030557632446,
-0.028591744601726532,
0.06307016313076019,
-0.07950419187545776,
-0.020260313525795937,
-0.017768900841474533,
0.049682438373565674,
-0.11445415765047073,
-0.0028649296145886183,
0.07914340496063232,
-0.05131348595023155,
0.08886496722698212,
0.06725508719682693,
-0.08790683001279831,
0.08094217628240585,
-0.04239403456449509,
-0.11800546944141388,
0.04967997595667839,
0.07568561285734177,
0.07146849483251572,
-0.04614046961069107,
0.025913573801517487,
0.0673518031835556,
0.053473882377147675,
0.010937342420220375,
0.11221951246261597,
-0.07687076181173325,
0.025832748040556908,
-0.02691483311355114,
-0.05511409789323807,
-0.029511524364352226,
0.013749352656304836,
0.15119658410549164,
0.10422460734844208,
0.08822927623987198,
-0.06570805609226227,
0.042721766978502274,
-0.03206556662917137,
0.009640232659876347,
-0.07228666543960571,
-0.11568813771009445,
0.04514998942613602,
-0.05979938805103302,
0.0032803404610604048,
0.030644768849015236,
0.09089596569538116,
-0.026820285245776176,
0.11078306287527084,
-0.01378730870783329,
0.05320129543542862,
0.0622934065759182,
-0.018889792263507843,
0.19092072546482086,
0.05856173485517502,
-0.03677986189723015,
-0.07078982144594193,
0.020889567211270332,
0.06610366702079773,
0.03179381042718887,
0.07103783637285233,
0.048557426780462265,
0.020740268751978874,
0.07236035168170929,
0.09305261075496674,
0.05397111549973488,
-0.1223665177822113,
-0.16765229403972626,
0.06856121867895126,
0.0687253549695015,
-0.08252600580453873,
0.07619976252317429,
0.08794648945331573,
-0.06906912475824356,
0.061876267194747925,
0.02875589206814766,
-0.07358165085315704,
-0.1115417554974556,
-0.10345327109098434,
-0.05436214804649353,
-0.0892220214009285,
-0.04119386896491051,
-0.09729961305856705,
-0.004134833347052336,
0.020341508090496063,
0.06929333508014679,
-0.00829082541167736,
0.17731405794620514,
-0.12420842051506042,
-0.06290245801210403,
0.05386652052402496,
-0.023755846545100212,
0.03857600316405296,
0.06198998913168907,
-0.0034388266503810883,
-0.05568385496735573,
0.08454298973083496,
0.02306671068072319,
0.04852597415447235,
0.029083844274282455,
0.0338410921394825,
-0.04733748361468315,
-0.05718599632382393,
-0.06393858045339584,
0.01493313442915678,
0.01914837770164013,
0.14226572215557098,
0.020453844219446182,
-0.037358030676841736,
0.008316155523061752,
0.10156197845935822,
-0.05783075466752052,
-0.2401936948299408,
-0.11369610577821732,
0.2069573998451233,
0.014410694129765034,
0.012701013125479221,
0.03382418304681778,
-0.07781179249286652,
-0.10782377421855927,
0.23304928839206696,
0.16869042813777924,
0.07976554334163666,
0.03227567300200462,
0.008545639924705029,
0.014725861139595509,
-0.025719115510582924,
0.11843423545360565,
0.061376363039016724,
0.20873892307281494,
-0.044154081493616104,
-0.031089358031749725,
-0.02077638730406761,
-0.0066591957584023476,
-0.2425376921892166,
0.014103884808719158,
-0.00026577478274703026,
-0.06458882242441177,
0.017052633687853813,
0.0818677619099617,
-0.051510073244571686,
-0.06750111281871796,
-0.07286534458398819,
-0.03648843243718147,
-0.07819854468107224,
0.002433241344988346,
0.026375874876976013,
-0.0051842802204191685,
0.07858654111623764,
-0.029057225212454796,
0.07501064240932465,
0.1371951550245285,
0.02853279933333397,
-0.10619703680276871,
0.015034520998597145,
0.18767604231834412,
-0.001948127755895257,
0.08640174567699432,
0.040614981204271317,
0.05877932533621788,
0.08400672674179077,
0.006647638510912657,
-0.10140641778707504,
0.019674895331263542,
0.042460765689611435,
-0.05642720311880112,
0.08553185313940048,
0.10086250305175781,
-0.04339834302663803,
-0.04874885454773903,
-0.0649828091263771,
-0.06655489653348923,
-0.000797606713604182,
0.14020906388759613,
0.08029621094465256,
-0.09303080290555954,
0.05379267781972885,
-0.16454234719276428,
0.048919569700956345,
0.12319090217351913,
-0.013604271225631237,
-0.04254303127527237,
-0.06944266706705093,
0.08078337460756302,
0.042133595794439316,
-0.06037157401442528,
-0.10418301075696945,
-0.16062386333942413,
-0.047123633325099945,
-0.10625436902046204,
0.05452045798301697,
-0.1613190770149231,
-0.020390942692756653,
0.0063849082216620445,
0.031180182471871376,
-0.12324140220880508,
0.02417846955358982,
0.10707643628120422,
-0.00119526288472116,
0.03109259158372879,
-0.09291201829910278,
-0.055387046188116074,
0.01313828956335783,
-0.15012352168560028,
-0.037161506712436676
] |
null | null | transformers |
# distilbert-base-nl-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-nl-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-nl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "nl", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-nl-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"nl",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"nl"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #nl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-nl-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-nl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #nl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-nl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #nl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-nl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.024548234418034554,
0.0471486933529377,
-0.004789987113326788,
0.10472346842288971,
0.07930251955986023,
-0.03123512864112854,
0.1465795338153839,
0.08055929839611053,
-0.004371815826743841,
-0.005910032894462347,
0.05396464839577675,
0.027435224503278732,
0.0083884596824646,
0.06889284402132034,
-0.028154177591204643,
-0.261764794588089,
-0.010639064945280552,
0.08866850286722183,
-0.054637517780065536,
0.07113561779260635,
0.11814644932746887,
-0.0816374197602272,
0.059603251516819,
0.045943740755319595,
-0.06605938076972961,
0.08587168902158737,
-0.028821995481848717,
-0.11402343958616257,
0.08088624477386475,
0.06811819225549698,
0.12413769960403442,
0.02132963016629219,
0.07289239764213562,
-0.024489745497703552,
0.00977559108287096,
-0.005107881501317024,
0.017775801941752434,
0.023162195459008217,
-0.019511759281158447,
-0.060312479734420776,
0.04956378415226936,
-0.11039207875728607,
0.002331177704036236,
0.03845095634460449,
-0.021460864692926407,
-0.142421156167984,
-0.02978670597076416,
0.05910786613821983,
0.07110349833965302,
0.030547009781003,
0.024118179455399513,
0.13481102883815765,
-0.05314258113503456,
0.06961426883935928,
0.21371763944625854,
-0.20722757279872894,
-0.05721760913729668,
0.06888550519943237,
0.043972793966531754,
-0.027005428448319435,
-0.015137326903641224,
0.045787181705236435,
0.05220143124461174,
0.07910620421171188,
-0.014552086591720581,
-0.10511527955532074,
-0.01169497799128294,
-0.05171255022287369,
-0.09907694160938263,
-0.05123719945549965,
0.14757059514522552,
-0.06945417821407318,
-0.09229803085327148,
-0.06573107093572617,
-0.05093934014439583,
0.15028920769691467,
-0.07184953987598419,
0.0008334607700817287,
-0.007199314422905445,
-0.029889078810811043,
-0.0823201984167099,
-0.13192251324653625,
-0.12418390810489655,
-0.05256190523505211,
-0.09267590939998627,
0.2191757708787918,
0.05789275839924812,
0.029044026508927345,
-0.06044117733836174,
0.016997048631310463,
-0.06091839820146561,
-0.09951520711183548,
-0.0018607443198561668,
-0.07322657108306885,
0.06961791962385178,
0.03209182620048523,
-0.08315262943506241,
-0.09194770455360413,
0.10270868986845016,
0.14957195520401,
-0.015352009795606136,
-0.005945796146988869,
-0.030330032110214233,
-0.01591273583471775,
0.06158958002924919,
0.11396932601928711,
-0.047910794615745544,
0.031235599890351295,
0.06025833263993263,
-0.06250815838575363,
0.021305223926901817,
-0.0029156848322600126,
-0.13075584173202515,
-0.08578658849000931,
0.008336997590959072,
0.11517208814620972,
0.02231121063232422,
0.0408942811191082,
0.007483853492885828,
-0.03916086256504059,
0.0969579741358757,
-0.13786344230175018,
0.04196314141154289,
-0.025069355964660645,
0.04103536903858185,
0.1688440591096878,
0.03542696684598923,
-0.05127948895096779,
-0.14041493833065033,
-0.03917587175965309,
-0.013595633208751678,
-0.022325968369841576,
-0.041478052735328674,
-0.11394917964935303,
0.034627765417099,
-0.05507125332951546,
-0.005586869549006224,
-0.16174326837062836,
-0.11450199037790298,
0.06412958353757858,
0.055619016289711,
-0.028396688401699066,
-0.0040426552295684814,
0.024566708132624626,
0.010048036463558674,
0.0004231492930557579,
-0.026191741228103638,
-0.07182499021291733,
-0.010379256680607796,
0.031139904633164406,
0.05629446730017662,
0.09030875563621521,
-0.11264369636774063,
0.03154739737510681,
-0.05692407488822937,
0.011761766858398914,
-0.17265072464942932,
0.06002971902489662,
-0.08680099993944168,
-0.013695798814296722,
-0.10935971885919571,
-0.14009393751621246,
0.06273698061704636,
-0.007596586365252733,
0.0562070794403553,
0.07146119326353073,
-0.07713539898395538,
-0.07722941786050797,
0.10473662614822388,
-0.0865698829293251,
-0.020722417160868645,
0.18546663224697113,
0.0076374635100364685,
-0.016153927892446518,
0.098017618060112,
0.029114555567502975,
0.14510895311832428,
-0.0952635258436203,
0.000132521876366809,
0.0703226625919342,
0.022069917991757393,
-0.02859300561249256,
0.050086330622434616,
0.01372343860566616,
-0.034895166754722595,
0.017219970002770424,
-0.039420418441295624,
0.03233250603079796,
-0.03326496481895447,
-0.04047152400016785,
-0.02888794057071209,
-0.07035477459430695,
0.13085515797138214,
0.03818974643945694,
0.04739277437329292,
-0.0487339049577713,
-0.05927421525120735,
0.14326784014701843,
0.05816223472356796,
-0.0855008065700531,
0.05194258689880371,
-0.11451216787099838,
0.05988430231809616,
-0.08112305402755737,
0.023569798097014427,
-0.1477794051170349,
-0.05078190937638283,
0.04104707017540932,
-0.03577696532011032,
0.07404796779155731,
0.02113969251513481,
0.07364360243082047,
0.03869704529643059,
-0.05908134579658508,
0.08385775983333588,
0.016188988462090492,
-0.02005169354379177,
-0.0005531447823159397,
-0.022735366597771645,
-0.08400245755910873,
-0.03426450863480568,
0.0012500666780397296,
0.014143376611173153,
0.004483259283006191,
-0.031413011252880096,
0.10335717350244522,
-0.06721983850002289,
0.05645556375384331,
0.037335239350795746,
0.07058300077915192,
-0.041500139981508255,
-0.017079737037420273,
0.05619077384471893,
-0.034257855266332626,
-0.05318798869848251,
0.048618242144584656,
0.029021423310041428,
-0.011797359213232994,
0.11120375990867615,
-0.019993053749203682,
0.03648728132247925,
0.00243578664958477,
-0.02630295231938362,
0.010916626080870628,
-0.03630045801401138,
-0.05993979424238205,
0.15801586210727692,
0.008597100153565407,
0.0900319516658783,
-0.08429361879825592,
-0.012300331145524979,
0.008311063051223755,
-0.07726328074932098,
-0.0650426521897316,
0.06995312124490738,
0.06217832863330841,
-0.07438221573829651,
0.07526414096355438,
0.09583255648612976,
-0.07571391761302948,
0.1148638129234314,
-0.03220309689640999,
-0.05740047246217728,
0.03554227575659752,
-0.006731989327818155,
0.04280434176325798,
-0.014272560365498066,
-0.07380985468626022,
-0.036645662039518356,
0.08624428510665894,
-0.064998559653759,
-0.0017852206947281957,
-0.09756451100111008,
0.04706980288028717,
0.02561207488179207,
-0.06183657795190811,
-0.062128696590662,
0.01960899494588375,
0.00938347913324833,
0.028558975085616112,
0.016722504049539566,
-0.021920623257756233,
0.038330089300870895,
0.023052113130688667,
-0.00427195243537426,
0.14697536826133728,
-0.11779925972223282,
-0.3146667778491974,
-0.2500987946987152,
-0.1628369241952896,
-0.155696302652359,
0.061402883380651474,
0.07382865250110626,
-0.09257025271654129,
-0.09693155437707901,
0.018560368567705154,
0.10700511187314987,
-0.02354506030678749,
0.009855682030320168,
0.05914171785116196,
0.00548115000128746,
-0.00990352313965559,
-0.1764986515045166,
-0.01995455101132393,
0.03662679344415665,
-0.09843765199184418,
0.08070670813322067,
-0.05822031572461128,
0.05774281173944473,
0.061391811817884445,
-0.044083066284656525,
0.01305235642939806,
-0.007163935340940952,
0.12287893146276474,
0.006911261938512325,
0.03617769852280617,
0.2392837107181549,
-0.008497762493789196,
0.06945866346359253,
0.0564558207988739,
0.07169786095619202,
-0.025576263666152954,
0.03999372571706772,
0.009252525866031647,
-0.07096520066261292,
-0.17875070869922638,
-0.0792364776134491,
-0.06501443684101105,
0.06647844612598419,
0.09216061234474182,
0.050513021647930145,
-0.001844792510382831,
0.08219361305236816,
-0.03843533620238304,
0.12016350030899048,
0.000038171157939359546,
0.0687645971775055,
0.23008370399475098,
0.011732161045074463,
0.09478050470352173,
-0.053417060524225235,
-0.12237800657749176,
0.08238387852907181,
0.01078334916383028,
0.11632423102855682,
-0.01977742649614811,
0.13508769869804382,
0.052665505558252335,
0.020299015566706657,
0.10705474764108658,
0.23015007376670837,
-0.04950268566608429,
0.026696672663092613,
0.003932395949959755,
-0.07262729853391647,
-0.0272216796875,
-0.03039182722568512,
0.07313244789838791,
-0.0471467524766922,
-0.00465640053153038,
-0.05652204528450966,
0.0019829978700727224,
0.21102775633335114,
0.06403195858001709,
-0.18238238990306854,
-0.08578497171401978,
0.021485380828380585,
-0.09211640805006027,
-0.07449216395616531,
0.012124644592404366,
0.03562433645129204,
-0.1045909970998764,
0.07664936035871506,
-0.002109791152179241,
0.11148194223642349,
-0.026928691193461418,
0.02198033034801483,
-0.10224005579948425,
0.07774290442466736,
0.036174677312374115,
0.11203252524137497,
-0.18397514522075653,
0.13142569363117218,
0.017029795795679092,
0.033770233392715454,
-0.11475807428359985,
0.07264552265405655,
0.022120798006653786,
0.018665237352252007,
0.0781332403421402,
-0.0067717465572059155,
0.16910478472709656,
-0.11968663334846497,
-0.09293597936630249,
0.049482326954603195,
0.067571721971035,
0.01211636234074831,
0.09299751371145248,
-0.0032626078464090824,
-0.047269515693187714,
-0.005397620610892773,
0.013157309032976627,
-0.1651117354631424,
-0.16753272712230682,
0.07059812545776367,
0.04128900170326233,
-0.06461291760206223,
-0.024591613560914993,
-0.0997689962387085,
-0.021781306713819504,
0.16069652140140533,
0.09610938280820847,
-0.15297603607177734,
-0.08807290345430374,
-0.05528264865279198,
0.1902083307504654,
-0.09654922038316727,
0.11621607840061188,
-0.035950127989053726,
0.13047264516353607,
-0.07287018746137619,
-0.1163041889667511,
-0.03230622038245201,
-0.10027338564395905,
-0.06677354127168655,
0.06728871911764145,
0.139905646443367,
0.012670429423451424,
0.04623894393444061,
0.05770999193191528,
-0.007348781451582909,
-0.01870584301650524,
-0.08588685840368271,
-0.08031100779771805,
0.04101802036166191,
0.0963096022605896,
0.08370405435562134,
-0.08401886373758316,
-0.09792524576187134,
-0.007312276400625706,
0.04171425849199295,
0.17383961379528046,
0.1843934804201126,
-0.014641395770013332,
0.06215788424015045,
0.26446259021759033,
-0.009607040323317051,
-0.27106454968452454,
-0.20268142223358154,
0.007433428894728422,
0.032269883900880814,
-0.08407554030418396,
-0.1723601222038269,
0.1328795850276947,
0.00778832845389843,
-0.002822826150804758,
-0.06477665156126022,
-0.1807008981704712,
-0.09137269109487534,
0.19199983775615692,
0.046262554824352264,
0.09860869497060776,
-0.09084399044513702,
-0.0464438758790493,
-0.1213587298989296,
-0.21187809109687805,
0.1285398155450821,
-0.016082238405942917,
0.11036993563175201,
-0.03562789782881737,
0.0925036147236824,
0.022944914177060127,
-0.010088657960295677,
0.11540591716766357,
-0.004508526064455509,
-0.05077281594276428,
-0.06161126494407654,
0.02138865739107132,
0.10738502442836761,
0.0022535596508532763,
0.15368521213531494,
-0.04217486456036568,
-0.008591308258473873,
0.00406243372708559,
-0.08956149220466614,
-0.059168387204408646,
0.10748690366744995,
-0.0012453569797798991,
-0.0919075608253479,
-0.041739460080862045,
-0.019264675676822662,
-0.0493929386138916,
-0.009074196219444275,
0.06942738592624664,
0.01602158322930336,
0.01760724186897278,
0.14514490962028503,
0.18151850998401642,
-0.12784136831760406,
0.017836173996329308,
-0.018267836421728134,
-0.08060457557439804,
0.05369515344500542,
-0.02631320059299469,
0.05919797345995903,
0.08063796907663345,
0.042722031474113464,
0.05134573578834534,
0.05647687613964081,
-0.03710535168647766,
-0.0033610749524086714,
0.08635007590055466,
-0.07561296969652176,
-0.1820518523454666,
-0.04151753708720207,
-0.08136459439992905,
-0.08662114292383194,
0.0950043797492981,
0.12728150188922882,
-0.0436633937060833,
-0.08399470895528793,
0.023705651983618736,
-0.00012745174171868712,
-0.05279233306646347,
0.12418150901794434,
0.0630706399679184,
0.03864413499832153,
-0.11697258800268173,
0.06277099996805191,
0.10493280738592148,
-0.07877896726131439,
0.006119110621511936,
0.0881345123052597,
-0.06898292899131775,
-0.08701418340206146,
0.0014447307912632823,
-0.03814643621444702,
-0.11015214771032333,
-0.04254286363720894,
-0.06378492712974548,
-0.08700647205114365,
0.03236979618668556,
0.0913413017988205,
0.08625374734401703,
-0.013473489321768284,
-0.07469157874584198,
0.03543014079332352,
-0.07341960817575455,
0.05815523490309715,
0.10484246909618378,
0.07108215987682343,
-0.0819024071097374,
0.07468593865633011,
-0.04559432342648506,
0.14341537654399872,
-0.061113711446523666,
-0.026222266256809235,
-0.09080997854471207,
0.00028875042335130274,
-0.23643016815185547,
0.008910296484827995,
-0.1287945657968521,
-0.007492618635296822,
0.0022378608118742704,
-0.061917711049318314,
-0.028990482911467552,
0.06266407668590546,
-0.08055991679430008,
-0.0196521058678627,
-0.014293412677943707,
0.05051866173744202,
-0.11630234867334366,
-0.011645057238638401,
0.0787905752658844,
-0.04865125194191933,
0.083800308406353,
0.05866977944970131,
-0.0823514312505722,
0.0837974026799202,
-0.0507090762257576,
-0.10871191322803497,
0.04859999194741249,
0.07624419778585434,
0.06780054420232773,
-0.04526999965310097,
0.024384651333093643,
0.0702233538031578,
0.0588190034031868,
0.01236003264784813,
0.11223684251308441,
-0.08179935812950134,
0.014360028319060802,
-0.032532647252082825,
-0.06929178535938263,
-0.028360607102513313,
0.016850359737873077,
0.13964156806468964,
0.10157717019319534,
0.09227195382118225,
-0.0722622275352478,
0.0446428619325161,
-0.02498512901365757,
0.011639231815934181,
-0.06586847454309464,
-0.11759816110134125,
0.045531436800956726,
-0.05858344957232475,
0.0020238079596310854,
0.03055122122168541,
0.09842813014984131,
-0.023364374414086342,
0.1103585958480835,
-0.018046226352453232,
0.03615063801407814,
0.061238616704940796,
-0.020528391003608704,
0.18894672393798828,
0.05585465207695961,
-0.03585126996040344,
-0.06757368892431259,
0.01808542013168335,
0.0658484697341919,
0.05511845275759697,
0.06922168284654617,
0.06393260508775711,
0.02322409674525261,
0.07695253193378448,
0.08745387941598892,
0.06141112744808197,
-0.12570969760417938,
-0.16967132687568665,
0.07635375112295151,
0.07395721971988678,
-0.09040416777133942,
0.06923544406890869,
0.07716067880392075,
-0.06492412090301514,
0.06343180686235428,
0.03803170472383499,
-0.07449539750814438,
-0.1150210052728653,
-0.11905260384082794,
-0.057629626244306564,
-0.08331336826086044,
-0.034929074347019196,
-0.09685524553060532,
-0.008738766424357891,
0.006423264276236296,
0.07295528054237366,
-0.01569375954568386,
0.17035280168056488,
-0.1291796863079071,
-0.053769152611494064,
0.048653122037649155,
-0.023016173392534256,
0.037219565361738205,
0.07153327018022537,
0.000496819382533431,
-0.06787120550870895,
0.08499418199062347,
0.0207437202334404,
0.05146046727895737,
0.02790766768157482,
0.031338151544332504,
-0.045425932854413986,
-0.05829890817403793,
-0.06493186205625534,
0.014925689436495304,
0.03255974128842354,
0.1478748321533203,
0.022690169513225555,
-0.042914245277643204,
0.002463220851495862,
0.09498631954193115,
-0.052026040852069855,
-0.2340059131383896,
-0.10911612212657928,
0.2269139289855957,
0.010143783874809742,
0.016142787411808968,
0.026637976989150047,
-0.07455631345510483,
-0.11178847402334213,
0.23045389354228973,
0.16553466022014618,
0.0892985388636589,
0.03522678092122078,
0.005342712625861168,
0.016379300504922867,
-0.022285357117652893,
0.11551226675510406,
0.056796953082084656,
0.22106865048408508,
-0.038186248391866684,
-0.0501900352537632,
-0.021859753876924515,
-0.01066347025334835,
-0.24868342280387878,
0.019238706678152084,
-0.002518253168091178,
-0.06982111185789108,
0.008470111526548862,
0.08029643446207047,
-0.0733671635389328,
-0.06820575147867203,
-0.06908543407917023,
-0.039085738360881805,
-0.07847857475280762,
0.006519755814224482,
0.02414335310459137,
-0.0023786507081240416,
0.07875365763902664,
-0.027691036462783813,
0.069318488240242,
0.1285172551870346,
0.03133773431181908,
-0.10848017036914825,
0.028434203937649727,
0.17682355642318726,
0.01751469448208809,
0.09769993275403976,
0.0437554307281971,
0.06415620446205139,
0.09085654467344284,
0.0009588394896127284,
-0.09760279208421707,
0.0253525972366333,
0.04794672504067421,
-0.05617373809218407,
0.08259904384613037,
0.1050833985209465,
-0.042913082987070084,
-0.03754131495952606,
-0.06341751664876938,
-0.07252535223960876,
-0.005537107121199369,
0.13253891468048096,
0.08159532397985458,
-0.0872771292924881,
0.053456127643585205,
-0.15942838788032532,
0.047724708914756775,
0.13037201762199402,
-0.014045114628970623,
-0.04560094699263573,
-0.06865643709897995,
0.08611167967319489,
0.031121794134378433,
-0.06930609047412872,
-0.10437966138124466,
-0.15727147459983826,
-0.04984261840581894,
-0.12268051505088806,
0.05111691728234291,
-0.15377481281757355,
-0.019818678498268127,
0.008193294517695904,
0.03097979724407196,
-0.12055685371160507,
0.026061976328492165,
0.10149679332971573,
-0.010490869171917439,
0.03362511843442917,
-0.1006259098649025,
-0.050737880170345306,
0.0032849640119820833,
-0.1489122211933136,
-0.03722460940480232
] |
null | null | transformers |
# distilbert-base-no-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-no-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-no-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": false, "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-no-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"no",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"no"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #no #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-no-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-no-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #no #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-no-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #no #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-no-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03325717896223068,
0.04566232115030289,
-0.004861322231590748,
0.10122733563184738,
0.09149616211652756,
-0.02676994726061821,
0.1499926596879959,
0.07990235835313797,
-0.012840979732573032,
0.004232544451951981,
0.05472259223461151,
0.01907406933605671,
0.019969088956713676,
0.07544905692338943,
-0.0329490527510643,
-0.26196205615997314,
-0.01277101505547762,
0.08960161358118057,
-0.033486317843198776,
0.07400619983673096,
0.11812198162078857,
-0.08573795109987259,
0.058069244027137756,
0.04384291544556618,
-0.07221420854330063,
0.07766939699649811,
-0.02390308864414692,
-0.11487910896539688,
0.07934871315956116,
0.06395015120506287,
0.12618067860603333,
0.02448335848748684,
0.06256312131881714,
-0.0025587405543774366,
0.01097045373171568,
0.0008358198683708906,
0.0185770895332098,
0.027386032044887543,
-0.011912393383681774,
-0.05726662650704384,
0.0106064947322011,
-0.10370218753814697,
0.0058342511765658855,
0.04700278118252754,
-0.02783086709678173,
-0.14155486226081848,
-0.03600423410534859,
0.05630670487880707,
0.0712798535823822,
0.038104262202978134,
0.019252343103289604,
0.13145440816879272,
-0.0445135273039341,
0.05839831009507179,
0.21553026139736176,
-0.2002178430557251,
-0.06011383607983589,
0.055893559008836746,
0.046920716762542725,
-0.009656749665737152,
-0.01795271225273609,
0.034615408629179,
0.04455045610666275,
0.08475714176893234,
-0.011919824406504631,
-0.10104900598526001,
-0.00035521030076779425,
-0.06584227830171585,
-0.09200190752744675,
-0.04799284040927887,
0.1493666023015976,
-0.07015984505414963,
-0.10389255732297897,
-0.06449131667613983,
-0.061751365661621094,
0.14796358346939087,
-0.07062521576881409,
0.005025384947657585,
-0.005897555500268936,
-0.026091933250427246,
-0.08432009071111679,
-0.13171793520450592,
-0.12805664539337158,
-0.06153469160199165,
-0.09627779573202133,
0.20797675848007202,
0.05810442939400673,
0.03402736783027649,
-0.06463150680065155,
0.016203416511416435,
-0.07286185771226883,
-0.10377277433872223,
0.0051070936024188995,
-0.08013224601745605,
0.07277419418096542,
0.03237397223711014,
-0.08744201809167862,
-0.10228781402111053,
0.09877423942089081,
0.15007707476615906,
-0.028447208926081657,
-0.0017473769839853048,
-0.03009139560163021,
-0.016919346526265144,
0.06012270599603653,
0.11867760866880417,
-0.04998571425676346,
0.04043545201420784,
0.05918678641319275,
-0.055054448544979095,
0.018489286303520203,
-0.004797569941729307,
-0.12473384290933609,
-0.09141592681407928,
0.013451622799038887,
0.1101800799369812,
0.0268483255058527,
0.0360088050365448,
0.0053910426795482635,
-0.04306422546505928,
0.10575412213802338,
-0.1370907723903656,
0.03529443219304085,
-0.01783031038939953,
0.047532085329294205,
0.17763900756835938,
0.030209247022867203,
-0.05040941759943962,
-0.1460847556591034,
-0.03879354149103165,
-0.015895254909992218,
-0.017168670892715454,
-0.04363201931118965,
-0.11038057506084442,
0.024890027940273285,
-0.07484209537506104,
-0.0126776322722435,
-0.1621134728193283,
-0.10639410465955734,
0.06418035179376602,
0.053478773683309555,
-0.03302231803536415,
-0.002498134970664978,
0.03899950161576271,
0.016802653670310974,
0.0010961992666125298,
-0.026080558076500893,
-0.06586907058954239,
-0.005806623492389917,
0.03480933606624603,
0.054659873247146606,
0.0850093811750412,
-0.11344188451766968,
0.037516750395298004,
-0.05949634686112404,
0.009999111294746399,
-0.19686533510684967,
0.05906950309872627,
-0.0753386840224266,
-0.013800199143588543,
-0.11232126504182816,
-0.13436345756053925,
0.06493353098630905,
-0.01523085031658411,
0.05814065411686897,
0.08161848038434982,
-0.08427931368350983,
-0.07708515226840973,
0.10676278173923492,
-0.08845163881778717,
-0.020963171496987343,
0.18847186863422394,
0.014682311564683914,
-0.02029285579919815,
0.09438931196928024,
0.023080628365278244,
0.12310054153203964,
-0.09363900125026703,
0.002252921462059021,
0.061798714101314545,
0.020971108227968216,
-0.01843205839395523,
0.06150101497769356,
-0.012113990262150764,
-0.026147518306970596,
0.014883333817124367,
-0.04117602854967117,
0.017301609739661217,
-0.031321439892053604,
-0.034820325672626495,
-0.028945181518793106,
-0.06885544210672379,
0.1306215077638626,
0.03806623816490173,
0.051674678921699524,
-0.047128334641456604,
-0.0627581998705864,
0.1204293966293335,
0.044256169348955154,
-0.08051076531410217,
0.052591729909181595,
-0.10639046877622604,
0.06857737898826599,
-0.08994732797145844,
0.01940092444419861,
-0.1538490206003189,
-0.03364313393831253,
0.04622507840394974,
-0.023098114877939224,
0.07295241206884384,
0.007959194481372833,
0.075957290828228,
0.043372657150030136,
-0.060831453651189804,
0.07806537300348282,
0.020249266177415848,
-0.019804224371910095,
-0.004091594368219376,
-0.01792319491505623,
-0.08480404317378998,
-0.03466159850358963,
0.009121229872107506,
0.03110647201538086,
0.00804375670850277,
-0.03425217792391777,
0.09581150114536285,
-0.06794564425945282,
0.04752656817436218,
0.037677209824323654,
0.05983838811516762,
-0.0366690419614315,
-0.01981460116803646,
0.061023034155368805,
-0.02436002716422081,
-0.049328211694955826,
0.04397300258278847,
0.026943566277623177,
-0.011475937440991402,
0.11565908789634705,
-0.02445225417613983,
0.027116145938634872,
0.004793893545866013,
-0.02238396182656288,
0.013579383492469788,
-0.03857603296637535,
-0.05991198867559433,
0.17070770263671875,
0.012890697456896305,
0.09396543353796005,
-0.08325222134590149,
0.0017490910831838846,
0.015852969139814377,
-0.0781436562538147,
-0.0604291632771492,
0.0580756738781929,
0.060934729874134064,
-0.07260099053382874,
0.0777755081653595,
0.10473235696554184,
-0.07363653182983398,
0.11280214786529541,
-0.03365986794233322,
-0.06076539680361748,
0.03732171654701233,
-0.011929887346923351,
0.04416118189692497,
-0.01386726088821888,
-0.07945027947425842,
-0.03836052492260933,
0.08914406597614288,
-0.06336413323879242,
-0.009076141752302647,
-0.0947166159749031,
0.053298141807317734,
0.02337646484375,
-0.0543423630297184,
-0.06715137511491776,
0.014604688622057438,
0.01103467307984829,
0.02470257692039013,
0.02930474653840065,
-0.007919009774923325,
0.045683782547712326,
0.024106452241539955,
-0.009705346077680588,
0.1432630568742752,
-0.11665045469999313,
-0.29523947834968567,
-0.244323268532753,
-0.1619943529367447,
-0.14725428819656372,
0.06743499636650085,
0.07771755754947662,
-0.09226208180189133,
-0.08901464939117432,
0.02176590822637081,
0.10362657159566879,
-0.032517291605472565,
0.010426567867398262,
0.05380702763795853,
0.00028207554714754224,
-0.005279979202896357,
-0.1661633998155594,
-0.01934889145195484,
0.03566637262701988,
-0.10772942006587982,
0.08821073919534683,
-0.060517195612192154,
0.04641354829072952,
0.0583457350730896,
-0.039489567279815674,
0.012688769958913326,
-0.013205047696828842,
0.1191832646727562,
0.008290821686387062,
0.04066052287817001,
0.24620777368545532,
-0.007155536208301783,
0.07696918398141861,
0.061228301376104355,
0.06888526678085327,
-0.016516298055648804,
0.03601493686437607,
0.0019209216115996242,
-0.06674233078956604,
-0.18032608926296234,
-0.06428425759077072,
-0.06348368525505066,
0.06380078196525574,
0.09264189004898071,
0.04371211305260658,
0.0022706380113959312,
0.09734784066677094,
-0.04227752238512039,
0.1136135384440422,
-0.0033974023535847664,
0.07274655252695084,
0.2079869955778122,
0.014926407486200333,
0.10139137506484985,
-0.04786580428481102,
-0.10631513595581055,
0.08168000727891922,
0.006430829409509897,
0.1149754449725151,
-0.01782810129225254,
0.14926588535308838,
0.05231509730219841,
0.02619626186788082,
0.11329444497823715,
0.23159289360046387,
-0.04405520483851433,
0.028894074261188507,
-0.0040539102628827095,
-0.07342474162578583,
-0.035892099142074585,
-0.034792784601449966,
0.08132310211658478,
-0.03966522216796875,
-0.014961188659071922,
-0.06399067491292953,
-0.0034581248182803392,
0.23191016912460327,
0.059178516268730164,
-0.1824234575033188,
-0.09046640247106552,
0.018679728731513023,
-0.09139715135097504,
-0.08501800149679184,
0.005035105627030134,
0.02578747272491455,
-0.11309076845645905,
0.07069752365350723,
-0.008913417346775532,
0.11194901913404465,
-0.014440425671637058,
0.02373098023235798,
-0.10561311990022659,
0.07797347754240036,
0.03286942467093468,
0.10422225296497345,
-0.19164158403873444,
0.12376385927200317,
0.018669331446290016,
0.04138781130313873,
-0.11784275621175766,
0.07824771851301193,
0.029777891933918,
0.017628781497478485,
0.07690371572971344,
-0.011411989107728004,
0.1833115816116333,
-0.10621711611747742,
-0.0923997238278389,
0.04736854508519173,
0.06955613940954208,
-0.008539004251360893,
0.08791178464889526,
-0.005040604621171951,
-0.04268043488264084,
-0.007966087199747562,
0.027776602655649185,
-0.1688617616891861,
-0.1628808081150055,
0.07710649818181992,
0.028583819046616554,
-0.061581578105688095,
-0.0261419378221035,
-0.1001121774315834,
-0.021199079230427742,
0.14648930728435516,
0.07474461197853088,
-0.16038884222507477,
-0.09025906026363373,
-0.06360425800085068,
0.18976876139640808,
-0.09830637276172638,
0.12470255047082901,
-0.05089157819747925,
0.13583120703697205,
-0.07068493962287903,
-0.11277930438518524,
-0.026423294097185135,
-0.1050318256020546,
-0.07777693122625351,
0.060035210102796555,
0.14149846136569977,
0.0009460066794417799,
0.046198125928640366,
0.050018999725580215,
0.004494428168982267,
-0.029699191451072693,
-0.07880552113056183,
-0.07014866918325424,
0.03618820756673813,
0.1214248389005661,
0.08790010958909988,
-0.07650206238031387,
-0.12512396275997162,
-0.009580178186297417,
0.0377555787563324,
0.1740923970937729,
0.17765428125858307,
-0.015264404006302357,
0.05817621201276779,
0.28239691257476807,
0.0002453921770211309,
-0.2640785574913025,
-0.201088085770607,
0.014950991608202457,
0.030236193910241127,
-0.08711149543523788,
-0.1767219752073288,
0.11987826228141785,
0.00846885796636343,
-0.004474147222936153,
-0.0684175118803978,
-0.16523653268814087,
-0.08927230536937714,
0.18756510317325592,
0.04877598583698273,
0.09462805092334747,
-0.10657506436109543,
-0.053617171943187714,
-0.11726795881986618,
-0.2099083662033081,
0.11445698887109756,
-0.014426694251596928,
0.11601424962282181,
-0.036426715552806854,
0.0812830701470375,
0.01727357693016529,
-0.017888128757476807,
0.11435562372207642,
-0.013773216865956783,
-0.0618932731449604,
-0.05938805267214775,
0.008010481484234333,
0.11784744262695312,
0.0005528613110072911,
0.1466134786605835,
-0.031519386917352676,
-0.00544662494212389,
0.016884291544556618,
-0.08596963435411453,
-0.0666821300983429,
0.09613310545682907,
-0.0005589411593973637,
-0.09132739901542664,
-0.038021255284547806,
-0.022729411721229553,
-0.05548468232154846,
-0.012211442925035954,
0.05891261249780655,
0.00755711505189538,
0.027699081227183342,
0.15210537612438202,
0.1758250892162323,
-0.1344570517539978,
-0.005333558656275272,
-0.025635618716478348,
-0.08882930129766464,
0.055925872176885605,
-0.023110248148441315,
0.05773960053920746,
0.072879359126091,
0.04271194338798523,
0.05638352781534195,
0.06260493397712708,
-0.04086935147643089,
0.0066411481238901615,
0.07409463822841644,
-0.07501450181007385,
-0.17715513706207275,
-0.03562663495540619,
-0.06289146095514297,
-0.10186147689819336,
0.09468905627727509,
0.12487858533859253,
-0.034233208745718,
-0.08914414048194885,
0.019189378246665,
-0.0013952960725873709,
-0.05151628702878952,
0.12150900065898895,
0.061144813895225525,
0.040787264704704285,
-0.11903221905231476,
0.07186512649059296,
0.10924520343542099,
-0.07939713448286057,
0.008482150733470917,
0.08689924329519272,
-0.07143346965312958,
-0.08740437775850296,
0.0014389350544661283,
-0.03754124045372009,
-0.10116574913263321,
-0.03621472045779228,
-0.06417055428028107,
-0.09275908023118973,
0.034133926033973694,
0.09124912321567535,
0.08038187026977539,
-0.01879063993692398,
-0.07911669462919235,
0.038563307374715805,
-0.07168106734752655,
0.05209141969680786,
0.09688497334718704,
0.07042957097291946,
-0.07831984758377075,
0.07918326556682587,
-0.038253962993621826,
0.1379041075706482,
-0.05854392796754837,
-0.026636511087417603,
-0.08281218260526657,
-0.0016363643808290362,
-0.2374640256166458,
0.01258609164506197,
-0.12221497297286987,
-0.01608414575457573,
-0.0012902243761345744,
-0.05926098674535751,
-0.024612169712781906,
0.058063775300979614,
-0.07489924132823944,
-0.02282022126019001,
-0.014927808195352554,
0.04588118568062782,
-0.11180554330348969,
-0.002702924655750394,
0.07490316033363342,
-0.05085921660065651,
0.09157417714595795,
0.07118459045886993,
-0.08563850820064545,
0.06560871005058289,
-0.04383261874318123,
-0.11408890038728714,
0.035282526165246964,
0.0648997575044632,
0.06464529037475586,
-0.04359706491231918,
0.024986663833260536,
0.06232893839478493,
0.051721736788749695,
0.012156428769230843,
0.13105536997318268,
-0.08141753077507019,
0.015664758160710335,
-0.0178668312728405,
-0.06308360397815704,
-0.03472847118973732,
0.012755262665450573,
0.14470507204532623,
0.10285799950361252,
0.09046801924705505,
-0.0693817213177681,
0.05398998409509659,
-0.02946414239704609,
0.011997193098068237,
-0.07048970460891724,
-0.11264355480670929,
0.045259520411491394,
-0.05833945795893669,
0.008133191615343094,
0.03201242536306381,
0.0880964994430542,
-0.03048912063241005,
0.1265566349029541,
-0.01356082409620285,
0.04690990969538689,
0.06621729582548141,
-0.017352355644106865,
0.1900014877319336,
0.053243543952703476,
-0.04324464127421379,
-0.06866583228111267,
0.019778991118073463,
0.06158447265625,
0.04722409322857857,
0.0653986856341362,
0.06539391726255417,
0.021901726722717285,
0.07785923033952713,
0.0783488005399704,
0.06311284750699997,
-0.12331270426511765,
-0.1728651076555252,
0.08193466812372208,
0.06588879227638245,
-0.08700805902481079,
0.0671197697520256,
0.08100495487451553,
-0.06343696266412735,
0.060034047812223434,
0.030415378510951996,
-0.0718231201171875,
-0.10646309703588486,
-0.10458098351955414,
-0.05315793305635452,
-0.07561340928077698,
-0.03702103719115257,
-0.08810161799192429,
-0.006902280263602734,
0.029309522360563278,
0.06481809914112091,
-0.016264818608760834,
0.18560896813869476,
-0.1195274293422699,
-0.06111886352300644,
0.05715280398726463,
-0.015542007982730865,
0.03793228045105934,
0.07437074929475784,
-0.009556316770613194,
-0.05635790899395943,
0.08670797199010849,
0.028525197878479958,
0.048019714653491974,
0.025328032672405243,
0.030820991843938828,
-0.04167153686285019,
-0.0672290027141571,
-0.05976182967424393,
0.018580464646220207,
0.027832310646772385,
0.15969732403755188,
0.012636163271963596,
-0.0330541618168354,
0.007064410950988531,
0.09351246058940887,
-0.05482546240091324,
-0.22240883111953735,
-0.11322199553251266,
0.22518596053123474,
0.009119243361055851,
0.009833168238401413,
0.030499408021569252,
-0.08187346160411835,
-0.10587738454341888,
0.22777758538722992,
0.16048021614551544,
0.07891777902841568,
0.028926197439432144,
0.01580490916967392,
0.012822228483855724,
-0.023237919434905052,
0.11770550161600113,
0.05214544013142586,
0.20468057692050934,
-0.04649703949689865,
-0.024658670648932457,
-0.015464158728718758,
-0.01057499647140503,
-0.255799263715744,
0.02152293547987938,
-0.007798480335623026,
-0.06071360409259796,
0.013714037835597992,
0.07922089844942093,
-0.05618966743350029,
-0.07996601611375809,
-0.06818363070487976,
-0.03972908481955528,
-0.0802360326051712,
0.006244824267923832,
0.027563275769352913,
0.0011851784074679017,
0.08071178197860718,
-0.020812714472413063,
0.07849092036485672,
0.1300411820411682,
0.029566237702965736,
-0.09042607247829437,
0.02545788884162903,
0.18152935802936554,
-0.002441259566694498,
0.10223397612571716,
0.04243683069944382,
0.06092355027794838,
0.09183449298143387,
0.008638661354780197,
-0.09627688676118851,
0.032739944756031036,
0.044465769082307816,
-0.050242289900779724,
0.08523225784301758,
0.11092807352542877,
-0.04098360985517502,
-0.04826987162232399,
-0.06576506793498993,
-0.08162445574998856,
-0.0002595204277895391,
0.13610556721687317,
0.07673821598291397,
-0.08604854345321655,
0.06413227319717407,
-0.16257299482822418,
0.04798644408583641,
0.1219472736120224,
-0.014969723299145699,
-0.0477718822658062,
-0.06862596422433853,
0.08460447937250137,
0.043056271970272064,
-0.06971220672130585,
-0.10813672840595245,
-0.16326037049293518,
-0.04439922049641609,
-0.11824995279312134,
0.05554519221186638,
-0.1628791093826294,
-0.016877327114343643,
0.010654347948729992,
0.03278358280658722,
-0.12766018509864807,
0.012160340324044228,
0.08563955128192902,
-0.009667735546827316,
0.03431134298443794,
-0.0879109650850296,
-0.05721472576260567,
0.009281797334551811,
-0.15463313460350037,
-0.033485859632492065
] |
null | null | transformers |
# distilbert-base-pl-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-pl-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-pl-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "pl", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-pl-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"pl",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"pl"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #pl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-pl-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #pl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
53,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #pl #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-pl-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03664085268974304,
0.0293151643127203,
-0.004681858699768782,
0.09885264933109283,
0.09119313210248947,
-0.027689266949892044,
0.14887142181396484,
0.08017272502183914,
-0.009046335704624653,
-0.0010326806223019958,
0.05811946466565132,
0.025339441373944283,
0.020861711353063583,
0.08280976116657257,
-0.030162490904331207,
-0.26760438084602356,
-0.009904391132295132,
0.08975423127412796,
-0.04104853793978691,
0.07803424447774887,
0.12320777773857117,
-0.08960160613059998,
0.05914780870079994,
0.04591304063796997,
-0.06974982470273972,
0.07867489755153656,
-0.02658543363213539,
-0.11552661657333374,
0.08147145062685013,
0.06786775588989258,
0.12158335000276566,
0.02658555470407009,
0.07045409083366394,
-0.011401406489312649,
0.01234410423785448,
0.0007633744971826673,
0.020245103165507317,
0.026139413937926292,
-0.011570016853511333,
-0.054527103900909424,
0.01720331609249115,
-0.09729965776205063,
0.004191008862107992,
0.04456428810954094,
-0.02470226213335991,
-0.14034093916416168,
-0.036574654281139374,
0.05964808538556099,
0.06855464726686478,
0.03679864481091499,
0.019782045856118202,
0.14355121552944183,
-0.04832728952169418,
0.060464438050985336,
0.20793168246746063,
-0.20931699872016907,
-0.0583999827504158,
0.058495037257671356,
0.04878101497888565,
-0.007685365621000528,
-0.014876908622682095,
0.03734445944428444,
0.0466330349445343,
0.08242376148700714,
-0.015909068286418915,
-0.10229938477277756,
0.00239344104193151,
-0.0597703643143177,
-0.09738512337207794,
-0.05408084765076637,
0.1560782939195633,
-0.07571189105510712,
-0.0996088981628418,
-0.07278113067150116,
-0.053685836493968964,
0.150023952126503,
-0.06964679807424545,
0.0013073283480480313,
-0.004576313775032759,
-0.02286224253475666,
-0.08244705200195312,
-0.12648707628250122,
-0.12962962687015533,
-0.05955555662512779,
-0.09371373802423477,
0.20192958414554596,
0.061271656304597855,
0.03166812285780907,
-0.0631682351231575,
0.01604563370347023,
-0.05920592322945595,
-0.10189801454544067,
-0.0007777095306664705,
-0.08093064278364182,
0.07287197560071945,
0.02903374657034874,
-0.09128904342651367,
-0.10616813600063324,
0.09973558783531189,
0.15617917478084564,
-0.023753466084599495,
-0.0011829775758087635,
-0.026083705946803093,
-0.015055377036333084,
0.07039658725261688,
0.12330585718154907,
-0.051989514380693436,
0.041877444833517075,
0.05852571502327919,
-0.05354367569088936,
0.012949686497449875,
-0.0004416100855451077,
-0.12701091170310974,
-0.08445104956626892,
0.01625230722129345,
0.11018131673336029,
0.020871710032224655,
0.040593210607767105,
0.003942970652133226,
-0.04275363311171532,
0.10028865188360214,
-0.13923722505569458,
0.034618571400642395,
-0.021926337853074074,
0.042289718985557556,
0.18234597146511078,
0.025967268273234367,
-0.05072009563446045,
-0.1460014432668686,
-0.03769783303141594,
-0.016596095636487007,
-0.016956789419054985,
-0.039562880992889404,
-0.10739965736865997,
0.025303371250629425,
-0.06860727816820145,
-0.01118083018809557,
-0.162998765707016,
-0.1124182790517807,
0.058350447565317154,
0.05609513446688652,
-0.028830688446760178,
-0.006027512717992067,
0.039640527218580246,
0.02099502459168434,
-0.004436318296939135,
-0.030766306445002556,
-0.07179851084947586,
-0.008396162651479244,
0.03442754969000816,
0.05454553663730621,
0.08415324240922928,
-0.1146024614572525,
0.03721187636256218,
-0.05735333263874054,
0.0070061092264950275,
-0.20773950219154358,
0.06281691789627075,
-0.08150900155305862,
-0.011486516334116459,
-0.11616133898496628,
-0.13710959255695343,
0.07051894068717957,
-0.010214893147349358,
0.05515315383672714,
0.07725110650062561,
-0.08080890774726868,
-0.07526159286499023,
0.10851537436246872,
-0.09056880325078964,
-0.02729080058634281,
0.18850494921207428,
0.009569698944687843,
-0.013385375961661339,
0.09769155085086823,
0.03128895163536072,
0.12759046256542206,
-0.08482000231742859,
0.0007996253552846611,
0.06402431428432465,
0.02423882856965065,
-0.02199709787964821,
0.06180441752076149,
-0.007990075275301933,
-0.023826634511351585,
0.01261548325419426,
-0.042463239282369614,
0.024365831166505814,
-0.031079431995749474,
-0.0369354672729969,
-0.027494829148054123,
-0.06793905794620514,
0.12117663770914078,
0.039894793182611465,
0.05418093875050545,
-0.04525310546159744,
-0.05637212470173836,
0.1284169703722,
0.046142563223838806,
-0.08335839211940765,
0.05142386257648468,
-0.11321543157100677,
0.06962854415178299,
-0.08366279304027557,
0.02184426784515381,
-0.15877442061901093,
-0.037849996238946915,
0.04413316771388054,
-0.02190481871366501,
0.07119376212358475,
0.005045476369559765,
0.07565155625343323,
0.03270105645060539,
-0.056000955402851105,
0.07715239375829697,
0.01965494081377983,
-0.023860925808548927,
-0.005365720484405756,
-0.01988302171230316,
-0.0824800357222557,
-0.03579716011881828,
0.008853983134031296,
0.029550304636359215,
0.007132665254175663,
-0.02959854155778885,
0.10051733255386353,
-0.06851327419281006,
0.05094711482524872,
0.03600066900253296,
0.06186096742749214,
-0.03801506757736206,
-0.017396217212080956,
0.05878553166985512,
-0.02854285016655922,
-0.04444035887718201,
0.05490346625447273,
0.03690790385007858,
-0.007855403237044811,
0.11988992989063263,
-0.025496965274214745,
0.028275467455387115,
-0.011272170580923557,
-0.023849917575716972,
0.01642894558608532,
-0.03560647740960121,
-0.0626041367650032,
0.1735844612121582,
0.011284302920103073,
0.09338575601577759,
-0.08736132830381393,
-0.0033911641221493483,
0.013046474196016788,
-0.07260485738515854,
-0.05567454919219017,
0.058311786502599716,
0.07072512805461884,
-0.07559406012296677,
0.08046654611825943,
0.10005372762680054,
-0.06085610389709473,
0.10875090956687927,
-0.04101768136024475,
-0.0627133697271347,
0.04428531974554062,
-0.007015312556177378,
0.039443664252758026,
-0.011496451683342457,
-0.08142998069524765,
-0.042867083102464676,
0.08758726716041565,
-0.06629535555839539,
-0.008350127376616001,
-0.09836617112159729,
0.055433791130781174,
0.023306766524910927,
-0.05586792901158333,
-0.06543488800525665,
0.012849231250584126,
0.010040946304798126,
0.025800932198762894,
0.026599382981657982,
-0.009815406054258347,
0.04140796512365341,
0.02766767516732216,
-0.009600657038390636,
0.1484815776348114,
-0.11536948382854462,
-0.3053866922855377,
-0.2436961978673935,
-0.1547035127878189,
-0.14269360899925232,
0.06572133302688599,
0.07383599132299423,
-0.09360286593437195,
-0.09252206981182098,
0.022185496985912323,
0.10915002971887589,
-0.02789285220205784,
0.011753320693969727,
0.058304931968450546,
-0.0017410687869414687,
-0.008788326755166054,
-0.1691981554031372,
-0.019635312259197235,
0.03717700019478798,
-0.1007097065448761,
0.08659449964761734,
-0.058772120624780655,
0.047459132969379425,
0.05379986763000488,
-0.041333455592393875,
0.016000106930732727,
-0.015453368425369263,
0.12104068696498871,
0.003380783600732684,
0.03672926500439644,
0.25148358941078186,
-0.01338382437825203,
0.07180044054985046,
0.05818872153759003,
0.06695548444986343,
-0.022001348435878754,
0.036297112703323364,
-0.002036007586866617,
-0.06385456025600433,
-0.1826484054327011,
-0.06998240202665329,
-0.06270574778318405,
0.07009417563676834,
0.09620478004217148,
0.04521209001541138,
-0.011946524493396282,
0.09982451796531677,
-0.043467018753290176,
0.11854846030473709,
-0.005914509762078524,
0.06896445155143738,
0.21723376214504242,
0.007316485978662968,
0.10107865184545517,
-0.04967322200536728,
-0.11386197060346603,
0.08216831088066101,
-0.0007292439695447683,
0.11841187626123428,
-0.014793561771512032,
0.13566845655441284,
0.048602886497974396,
0.025836946442723274,
0.10813713818788528,
0.23412758111953735,
-0.04915755242109299,
0.025969402864575386,
-0.0026326007209718227,
-0.06857625395059586,
-0.04098483920097351,
-0.032038524746894836,
0.0816359594464302,
-0.0501820333302021,
-0.007631386164575815,
-0.06570376455783844,
0.0028091815765947104,
0.21855588257312775,
0.05609099939465523,
-0.18353000283241272,
-0.09000267088413239,
0.01571921817958355,
-0.0939217135310173,
-0.08229005336761475,
0.009429262951016426,
0.021084345877170563,
-0.1144997850060463,
0.07023192942142487,
-0.009070590138435364,
0.1115182414650917,
-0.025803513824939728,
0.022048575803637505,
-0.10240557789802551,
0.07348237186670303,
0.03455840423703194,
0.10503433644771576,
-0.19100630283355713,
0.12320104986429214,
0.01707560382783413,
0.03484662249684334,
-0.1217866763472557,
0.0818348154425621,
0.029375925660133362,
0.01870078220963478,
0.07379302382469177,
-0.009885205887258053,
0.18865816295146942,
-0.10473615676164627,
-0.09456883370876312,
0.0517723374068737,
0.0725308284163475,
0.0002488912141416222,
0.0905371755361557,
-0.006565765477716923,
-0.03711310401558876,
-0.010496210306882858,
0.0180159043520689,
-0.16605429351329803,
-0.16798283159732819,
0.0724831074476242,
0.02735368348658085,
-0.0493471622467041,
-0.025615796446800232,
-0.10191971063613892,
-0.03313617408275604,
0.147532120347023,
0.0955551341176033,
-0.16090771555900574,
-0.09146706014871597,
-0.05813520401716232,
0.18798503279685974,
-0.09429705142974854,
0.1262269914150238,
-0.042334821075201035,
0.12893955409526825,
-0.07176849246025085,
-0.11137832701206207,
-0.025258461013436317,
-0.10143512487411499,
-0.07557286322116852,
0.06061733886599541,
0.1393439620733261,
0.003270054468885064,
0.04399634152650833,
0.055634986609220505,
0.0015584552893415093,
-0.028162386268377304,
-0.08008144050836563,
-0.07350946217775345,
0.030168579891324043,
0.11847633123397827,
0.08871258050203323,
-0.07884262502193451,
-0.11446072906255722,
-0.008738991804420948,
0.03516615182161331,
0.17744669318199158,
0.17396561801433563,
-0.010909337550401688,
0.057778168469667435,
0.2696192264556885,
0.0032087620347738266,
-0.26995375752449036,
-0.19607625901699066,
0.016720062121748924,
0.027117665857076645,
-0.08508754521608353,
-0.18300580978393555,
0.1226402074098587,
0.004863790236413479,
-0.0037715400103479624,
-0.06743405014276505,
-0.1706153303384781,
-0.09012055397033691,
0.18705008924007416,
0.0490957573056221,
0.0893724262714386,
-0.1048036441206932,
-0.05061247572302818,
-0.11800660938024521,
-0.21103966236114502,
0.11114955693483353,
-0.013609410263597965,
0.11179187893867493,
-0.035501714795827866,
0.0837225392460823,
0.016577841714024544,
-0.016717012971639633,
0.11256842315196991,
-0.010027216747403145,
-0.06342263519763947,
-0.06312708556652069,
0.021294621750712395,
0.11518798768520355,
0.00849430076777935,
0.15297333896160126,
-0.039156634360551834,
-0.004960883874446154,
-0.00021338899387046695,
-0.08975522965192795,
-0.0599990077316761,
0.09449264407157898,
0.002216752152889967,
-0.0919492319226265,
-0.03934698924422264,
-0.02092035487294197,
-0.058197420090436935,
-0.010708111338317394,
0.06552024185657501,
0.010202554054558277,
0.016729285940527916,
0.1468229442834854,
0.17985856533050537,
-0.13377265632152557,
-0.001576966024003923,
-0.026104582473635674,
-0.08495430648326874,
0.05645124986767769,
-0.025800252333283424,
0.05666567012667656,
0.07490456104278564,
0.039501599967479706,
0.05453445389866829,
0.06132138520479202,
-0.04013299569487572,
0.005192403681576252,
0.08036264777183533,
-0.07804429531097412,
-0.18929468095302582,
-0.03459418565034866,
-0.06678493320941925,
-0.09666018187999725,
0.10119584947824478,
0.12344344705343246,
-0.035858023911714554,
-0.09223169088363647,
0.020823299884796143,
-0.0008377924095839262,
-0.04712124913930893,
0.12971104681491852,
0.05992060899734497,
0.0357624888420105,
-0.12362813949584961,
0.06621773540973663,
0.10504170507192612,
-0.08471639454364777,
0.005580493714660406,
0.08943451195955276,
-0.07614083588123322,
-0.08864452689886093,
0.001597744063474238,
-0.04477369412779808,
-0.10632405430078506,
-0.03702672943472862,
-0.0689363032579422,
-0.09616883844137192,
0.03635835275053978,
0.09291648864746094,
0.08519327640533447,
-0.02268722839653492,
-0.07397989928722382,
0.03547142073512077,
-0.0679272934794426,
0.04973835498094559,
0.10178892314434052,
0.07441866397857666,
-0.07892464101314545,
0.079976886510849,
-0.04236413165926933,
0.1372317373752594,
-0.058392059057950974,
-0.02498660236597061,
-0.08887719362974167,
-0.0015761872055009007,
-0.2379688024520874,
0.009061402641236782,
-0.12225981801748276,
-0.015305192209780216,
0.003591048764064908,
-0.05818824842572212,
-0.021901870146393776,
0.060707662254571915,
-0.08023306727409363,
-0.02135421521961689,
-0.01671953871846199,
0.05021434649825096,
-0.11512057483196259,
-0.0009436834952794015,
0.07714550197124481,
-0.0494854561984539,
0.09407655894756317,
0.07064160704612732,
-0.08599039912223816,
0.07205276936292648,
-0.03329823166131973,
-0.11740149557590485,
0.04092607647180557,
0.07203026115894318,
0.06444470584392548,
-0.03745859116315842,
0.02932296134531498,
0.069608673453331,
0.05021177977323532,
0.014830339699983597,
0.13523390889167786,
-0.08204645663499832,
0.022441115230321884,
-0.02192104607820511,
-0.05982596054673195,
-0.02806835062801838,
0.013876749202609062,
0.1370992213487625,
0.1038014143705368,
0.09511571377515793,
-0.07021617889404297,
0.04855503514409065,
-0.033779677003622055,
0.0131189851090312,
-0.06734099239110947,
-0.11715634167194366,
0.04600260779261589,
-0.06363418698310852,
0.0036719569470733404,
0.03152982145547867,
0.10130975395441055,
-0.020256610587239265,
0.11453020572662354,
-0.011922881007194519,
0.05468924343585968,
0.07390206307172775,
-0.02003275230526924,
0.1892472356557846,
0.0573713444173336,
-0.04018930345773697,
-0.07402411103248596,
0.022819437086582184,
0.06377486884593964,
0.03927891328930855,
0.05889236554503441,
0.06251686066389084,
0.012685449793934822,
0.07470511645078659,
0.08308710157871246,
0.06057263910770416,
-0.11009038239717484,
-0.17998452484607697,
0.0775405764579773,
0.06689371168613434,
-0.08564206957817078,
0.0829291045665741,
0.07976481318473816,
-0.060986507683992386,
0.05862994119524956,
0.026876341551542282,
-0.0724702775478363,
-0.10530606657266617,
-0.10200996696949005,
-0.055427201092243195,
-0.0852697491645813,
-0.03464043140411377,
-0.09029355645179749,
-0.007666770834475756,
0.02844783291220665,
0.06886912882328033,
-0.013853832148015499,
0.18044963479042053,
-0.12320542335510254,
-0.0646262913942337,
0.05451231822371483,
-0.018462534993886948,
0.04117996618151665,
0.07325977087020874,
-0.009128807112574577,
-0.05938032269477844,
0.07707047462463379,
0.028040137141942978,
0.04857555776834488,
0.02013040892779827,
0.029099516570568085,
-0.038011450320482254,
-0.06005684658885002,
-0.0625406876206398,
0.01589224301278591,
0.023578815162181854,
0.1589999794960022,
0.013404692523181438,
-0.030648864805698395,
0.003675698535516858,
0.0882403701543808,
-0.05223924666643143,
-0.22623439133167267,
-0.11283882707357407,
0.22688588500022888,
0.015460800379514694,
0.013770817779004574,
0.03172588348388672,
-0.07944551110267639,
-0.1038244441151619,
0.2346387356519699,
0.16397765278816223,
0.0762501135468483,
0.031135259196162224,
0.013774600811302662,
0.014155665412545204,
-0.018821358680725098,
0.12090624868869781,
0.05817700922489166,
0.2030283361673355,
-0.045018427073955536,
-0.029645627364516258,
-0.020852863788604736,
-0.011129379272460938,
-0.25223028659820557,
0.018156282603740692,
-0.00018969459051731974,
-0.06576897948980331,
0.010991671122610569,
0.0835394337773323,
-0.0588499940931797,
-0.07622469961643219,
-0.06769546866416931,
-0.040961649268865585,
-0.08015355467796326,
0.0022585985716432333,
0.031127633526921272,
0.001817122451029718,
0.08054804801940918,
-0.020273815840482712,
0.07770714908838272,
0.12939447164535522,
0.03495310619473457,
-0.09998573362827301,
0.02610413357615471,
0.183166965842247,
-0.014210079796612263,
0.09310977160930634,
0.041079457849264145,
0.06728779524564743,
0.08964406698942184,
0.005845573730766773,
-0.09538663178682327,
0.022725995630025864,
0.045424170792102814,
-0.05541783571243286,
0.08137816190719604,
0.10110444575548172,
-0.03820594772696495,
-0.048109978437423706,
-0.06783280521631241,
-0.06860388070344925,
0.0017763182986527681,
0.1348809450864792,
0.07734835147857666,
-0.08931788802146912,
0.06175340339541435,
-0.1645679771900177,
0.04954559728503227,
0.12181071192026138,
-0.013606489636003971,
-0.04442810267210007,
-0.07033245265483856,
0.08348200470209122,
0.04371138662099838,
-0.07464192807674408,
-0.1095418855547905,
-0.16569513082504272,
-0.053120698779821396,
-0.11692598462104797,
0.05303020775318146,
-0.15734054148197174,
-0.011881818063557148,
0.006563085597008467,
0.03443958982825279,
-0.12543915212154388,
0.01823537051677704,
0.09315479546785355,
-0.006801449228078127,
0.033922500908374786,
-0.082658551633358,
-0.055011387914419174,
0.00793182011693716,
-0.14994952082633972,
-0.03252502158284187
] |
null | null | transformers |
# distilbert-base-pt-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-pt-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-pt-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "pt", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-pt-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"pt",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"pt"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-pt-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #pt #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-pt-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.055590927600860596,
0.040597736835479736,
-0.004968259949237108,
0.09928019344806671,
0.08199995756149292,
-0.03860601782798767,
0.13800296187400818,
0.0771438255906105,
-0.014205013401806355,
0.016835892572999,
0.05833306908607483,
0.03822410851716995,
0.02657020092010498,
0.1079934686422348,
-0.04922761395573616,
-0.23479188978672028,
0.016832968220114708,
0.04911075904965401,
0.00007735930557828397,
0.08577500283718109,
0.1250198483467102,
-0.08733402192592621,
0.06333593279123306,
0.029353618621826172,
-0.026992162689566612,
0.05456308275461197,
-0.021844616159796715,
-0.10845523327589035,
0.09911473095417023,
0.04398798942565918,
0.10765979439020157,
0.036784086376428604,
0.07302269339561462,
-0.03591344133019447,
0.020377499982714653,
0.026762891560792923,
0.02521468885242939,
0.01911162957549095,
0.022746974602341652,
-0.055426571518182755,
0.03581301495432854,
-0.10511435568332672,
0.014543451368808746,
0.04885829612612724,
-0.024037156254053116,
-0.15362803637981415,
-0.06524821370840073,
0.05645890161395073,
0.09783146530389786,
0.031024456024169922,
0.010921614244580269,
0.19130879640579224,
-0.045042842626571655,
0.06732892245054245,
0.20281971991062164,
-0.2368813306093216,
-0.05321003124117851,
0.06040448695421219,
0.04024861752986908,
0.025829320773482323,
-0.02499869093298912,
0.03597230091691017,
0.05481087043881416,
0.08214836567640305,
-0.0031817627605050802,
-0.09027135372161865,
-0.01158650778234005,
-0.08486375957727432,
-0.10137335956096649,
-0.0541919507086277,
0.16977806389331818,
-0.062466029077768326,
-0.11886581033468246,
-0.08680198341608047,
-0.060668639838695526,
0.15930195152759552,
-0.0503733791410923,
-0.016243476420640945,
-0.01109964121133089,
-0.01844056136906147,
-0.050776928663253784,
-0.10572917014360428,
-0.14145106077194214,
-0.06167273595929146,
-0.08965231478214264,
0.16785229742527008,
0.07096822559833527,
0.0341467410326004,
-0.05319881811738014,
0.027615739032626152,
-0.05000267177820206,
-0.09141819179058075,
-0.021699685603380203,
-0.09290580451488495,
0.09018498659133911,
0.01799248345196247,
-0.06338498741388321,
-0.07765348255634308,
0.12136419117450714,
0.1479531079530716,
-0.06528403609991074,
0.002847914816811681,
-0.050083331763744354,
-0.020655527710914612,
0.062187809497117996,
0.0973040908575058,
-0.05009785294532776,
0.040358345955610275,
0.09245055168867111,
-0.03255842998623848,
0.033641111105680466,
0.0036525828763842583,
-0.10581894218921661,
-0.0684182420372963,
0.06681711226701736,
0.13837958872318268,
0.014251290820538998,
0.04475009813904762,
0.004325109533965588,
-0.02085564099252224,
0.14877504110336304,
-0.1392546445131302,
0.03602883219718933,
-0.0071550533175468445,
0.058930475264787674,
0.14189523458480835,
0.022156650200486183,
-0.030138136819005013,
-0.13491149246692657,
-0.0431334488093853,
-0.004526224453002214,
-0.03171423077583313,
-0.017711300402879715,
-0.0995846688747406,
0.0334462933242321,
-0.08014822751283646,
-0.011487246491014957,
-0.18043206632137299,
-0.11760091036558151,
0.057851653546094894,
0.026207542046904564,
-0.011599652469158173,
0.003990276250988245,
0.037052422761917114,
0.019922630861401558,
-0.017873091623187065,
-0.03151150420308113,
-0.06892471760511398,
-0.025359032675623894,
0.03808550536632538,
0.03617091476917267,
0.06958581507205963,
-0.09313064068555832,
0.01670854538679123,
-0.08551045507192612,
0.015791162848472595,
-0.19622108340263367,
0.04728145897388458,
-0.0706312283873558,
-0.010418104007840157,
-0.1100384071469307,
-0.12770937383174896,
0.05753941833972931,
-0.014863704331219196,
0.03639362379908562,
0.11133822798728943,
-0.11048988252878189,
-0.04480959102511406,
0.15263937413692474,
-0.12177418917417526,
-0.047709546983242035,
0.20888696610927582,
0.012583693489432335,
-0.033616047352552414,
0.11033259332180023,
0.03103528544306755,
0.09575328975915909,
-0.10423622280359268,
0.0006017363630235195,
0.04940836876630783,
-0.0011330036213621497,
-0.002230115467682481,
0.06853935867547989,
-0.03063971921801567,
-0.04835714027285576,
0.012595422565937042,
-0.04685159772634506,
0.0027560752350836992,
-0.02654278837144375,
-0.03478505462408066,
-0.039904240518808365,
-0.08125079423189163,
0.10454008728265762,
0.028864774852991104,
0.02614271081984043,
-0.0818544328212738,
-0.05288011580705643,
0.06410437077283859,
0.059941280633211136,
-0.06887849420309067,
0.03643220290541649,
-0.1081690862774849,
0.07870344072580338,
-0.07106893509626389,
0.018171662464737892,
-0.1293952465057373,
-0.046221889555454254,
0.049826283007860184,
-0.020708618685603142,
0.04224466159939766,
-0.03122498095035553,
0.08410289138555527,
0.06360990554094315,
-0.05545181781053543,
0.0460401214659214,
0.04883616417646408,
-0.010239982977509499,
-0.01117281150072813,
-0.027958093211054802,
-0.046965111047029495,
-0.04365452378988266,
0.04076613858342171,
-0.005009016953408718,
0.013834498822689056,
-0.023897115141153336,
0.09778258204460144,
-0.05855725705623627,
0.036894459277391434,
0.04271027073264122,
0.0392838716506958,
-0.046732380986213684,
-0.03736310452222824,
0.04971429705619812,
-0.02929731458425522,
-0.03620629012584686,
0.06495416164398193,
-0.00370994140394032,
0.015177770517766476,
0.12669184803962708,
0.01989472098648548,
0.020179767161607742,
-0.014039885252714157,
-0.020838242024183273,
0.01753656007349491,
-0.047359369695186615,
-0.0529966726899147,
0.13141782581806183,
0.008308236487209797,
0.08330538868904114,
-0.10695965588092804,
-0.004700810182839632,
0.019503405317664146,
-0.0916256234049797,
-0.07005561888217926,
0.06230936199426651,
0.021206775680184364,
-0.09104601293802261,
0.08361856639385223,
0.12772148847579956,
-0.035985589027404785,
0.0800776407122612,
-0.03668171539902687,
-0.06328653544187546,
0.05391668900847435,
0.026534710079431534,
0.04492748901247978,
-0.007909998297691345,
-0.06290943920612335,
-0.028718534857034683,
0.0873245969414711,
-0.04726215451955795,
-0.013788644224405289,
-0.10757515579462051,
0.04447963461279869,
0.0183575376868248,
-0.050616659224033356,
-0.0603460930287838,
0.015312188304960728,
0.014787373133003712,
0.05083012580871582,
0.0009063663310371339,
-0.02228342555463314,
0.032905448228120804,
0.026248246431350708,
-0.030793683603405952,
0.15299050509929657,
-0.11478835344314575,
-0.30458977818489075,
-0.21047066152095795,
-0.112503781914711,
-0.1454920917749405,
0.07014533877372742,
0.08279985934495926,
-0.09612569212913513,
-0.09406504034996033,
-0.02494099922478199,
0.07285585254430771,
-0.0009232941665686667,
0.004087577573955059,
0.031060101464390755,
0.005031153094023466,
-0.0023451976012438536,
-0.16201940178871155,
-0.02094164490699768,
0.04188281297683716,
-0.14373920857906342,
0.0963849127292633,
-0.05039924383163452,
0.0585472546517849,
0.0583074688911438,
-0.042393337935209274,
0.0037902884650975466,
-0.015163763426244259,
0.11320167779922485,
-0.002291851444169879,
0.05372178927063942,
0.25218433141708374,
-0.01738044060766697,
0.06943287700414658,
0.06621240824460983,
0.04904220625758171,
-0.02145373821258545,
0.050170768052339554,
0.0027798626106232405,
-0.06051815301179886,
-0.18882419168949127,
-0.06523092091083527,
-0.03922265022993088,
0.08252211660146713,
0.06963089853525162,
0.05914842337369919,
-0.00260781473480165,
0.10328233242034912,
-0.07244273275136948,
0.056654881685972214,
0.02870095521211624,
0.07596102356910706,
0.13307760655879974,
0.006944029126316309,
0.0960342288017273,
-0.05039473995566368,
-0.10754133760929108,
0.10308562219142914,
0.010551447980105877,
0.09644720703363419,
-0.020883934572339058,
0.0856267511844635,
0.06166968122124672,
0.07017156481742859,
0.08509397506713867,
0.23306718468666077,
-0.048790086060762405,
0.026288464665412903,
-0.0057368529960513115,
-0.07404434680938721,
-0.04403785616159439,
-0.025616798549890518,
0.033017512410879135,
-0.026431025937199593,
-0.023325514048337936,
-0.03078193962574005,
0.028275471180677414,
0.22782638669013977,
0.06507255882024765,
-0.19666731357574463,
-0.08338218927383423,
0.036676306277513504,
-0.07062379270792007,
-0.09259326010942459,
0.0285646989941597,
0.036498427391052246,
-0.12537144124507904,
0.08547382056713104,
0.0024603111669421196,
0.09983508288860321,
-0.028205523267388344,
0.015432678163051605,
-0.13640069961547852,
0.06187364086508751,
0.014695418067276478,
0.10756301879882812,
-0.20019981265068054,
0.11353998631238937,
0.01749592460691929,
0.05519010126590729,
-0.11945038288831711,
0.06644672900438309,
0.051353901624679565,
0.04985581710934639,
0.10148712247610092,
-0.013689287938177586,
0.16292506456375122,
-0.11682940274477005,
-0.11516141891479492,
0.05641038715839386,
0.05897042155265808,
0.00742697948589921,
0.0837191641330719,
-0.008118516765534878,
-0.03493541479110718,
-0.013158445246517658,
0.005382003728300333,
-0.18856938183307648,
-0.13839738070964813,
0.04542822763323784,
0.030500609427690506,
-0.05776372179389,
-0.05765805393457413,
-0.08944208920001984,
-0.05516895651817322,
0.1282365471124649,
0.07886433601379395,
-0.15507283806800842,
-0.07469522207975388,
-0.11942379921674728,
0.16328465938568115,
-0.09045588970184326,
0.11758247017860413,
-0.05016017332673073,
0.13671834766864777,
-0.07149983197450638,
-0.08963770419359207,
-0.02245807647705078,
-0.11829763650894165,
-0.10991697758436203,
0.055551961064338684,
0.1633961796760559,
0.004419324453920126,
0.026197129860520363,
0.0722743570804596,
-0.004016721621155739,
-0.01607762835919857,
-0.08746832609176636,
-0.04113972559571266,
0.034936949610710144,
0.12977534532546997,
0.08927781134843826,
-0.07699806243181229,
-0.1701754331588745,
-0.029846318066120148,
0.013571321964263916,
0.16841623187065125,
0.21322935819625854,
-0.0031448069494217634,
0.04814702644944191,
0.28026309609413147,
0.010341023094952106,
-0.2650211751461029,
-0.19347523152828217,
-0.023944124579429626,
0.003343974705785513,
-0.05396612733602524,
-0.1354474574327469,
0.11876148730516434,
0.031222239136695862,
-0.0258681271225214,
-0.0354023240506649,
-0.1744023561477661,
-0.09696768969297409,
0.2236659824848175,
0.07218940556049347,
0.08181624859571457,
-0.11957379430532455,
-0.04667837917804718,
-0.11348124593496323,
-0.17842917144298553,
0.0933375284075737,
-0.09321581572294235,
0.08718129247426987,
-0.026216942816972733,
0.06945475935935974,
0.022534256801009178,
-0.021668681874871254,
0.11543398350477219,
-0.03151918947696686,
-0.032422974705696106,
-0.07634663581848145,
0.028102882206439972,
0.08271394670009613,
-0.007660346571356058,
0.16238698363304138,
-0.05819086730480194,
0.011633205227553844,
0.030524970963597298,
-0.07991161197423935,
-0.05659618601202965,
0.10696744918823242,
-0.004632341209799051,
-0.09535334259271622,
-0.037763915956020355,
-0.01504613272845745,
-0.05668868497014046,
-0.011998596601188183,
0.05828110873699188,
0.011931872926652431,
0.032642487436532974,
0.15393362939357758,
0.18094995617866516,
-0.13205376267433167,
0.052294280380010605,
-0.027965547516942024,
-0.09630163013935089,
0.0487997904419899,
0.008787953294813633,
0.06735829263925552,
0.05107604339718819,
0.024575289338827133,
0.0581250824034214,
0.04907193407416344,
-0.049988407641649246,
0.010538102127611637,
0.07601705193519592,
-0.09479446709156036,
-0.2119438648223877,
-0.013601968064904213,
-0.03416452929377556,
-0.08002189546823502,
0.12953485548496246,
0.11113063991069794,
-0.03479328379034996,
-0.09021704643964767,
-0.002686677034944296,
0.030803082510828972,
-0.033633019775152206,
0.12317157536745071,
0.060878120362758636,
0.029222004115581512,
-0.11693081259727478,
0.0942835584282875,
0.09626521915197372,
-0.06823394447565079,
0.008554445579648018,
0.0721660852432251,
-0.09157530963420868,
-0.08993009477853775,
0.03468576818704605,
-0.03019605204463005,
-0.052122991532087326,
-0.06748252362012863,
-0.046955108642578125,
-0.1047196090221405,
0.010791541077196598,
0.0752597227692604,
0.08025643974542618,
-0.013733980245888233,
-0.03953086957335472,
0.03489923104643822,
-0.07631266862154007,
0.07302290201187134,
0.1075226366519928,
0.07270850241184235,
-0.10417012870311737,
0.08095770329236984,
-0.03121059760451317,
0.11352993547916412,
-0.05263279005885124,
-0.020028062164783478,
-0.069621242582798,
-0.005555927753448486,
-0.23390069603919983,
0.030190862715244293,
-0.1318330615758896,
-0.0073256297037005424,
0.001680418266914785,
-0.05431298166513443,
-0.00684875575825572,
0.05960476025938988,
-0.06067156791687012,
-0.014743507839739323,
-0.02178548090159893,
0.060003846883773804,
-0.1396448016166687,
-0.017644254490733147,
0.07237465679645538,
-0.05285293608903885,
0.10433483123779297,
0.0651969462633133,
-0.0796477273106575,
0.07024632394313812,
-0.09097516536712646,
-0.09550017863512039,
0.05265914276242256,
0.06140030175447464,
0.046422261744737625,
-0.05240046605467796,
0.022779671475291252,
0.0800953283905983,
0.0246016476303339,
0.013611482456326485,
0.14724688231945038,
-0.0760549008846283,
0.02400408312678337,
-0.009264489635825157,
-0.06473896652460098,
-0.016744643449783325,
0.0018153110286220908,
0.14435788989067078,
0.06982443481683731,
0.10933411121368408,
-0.08770398050546646,
0.039334993809461594,
-0.049646247178316116,
0.012928386218845844,
-0.060953766107559204,
-0.12714332342147827,
-0.002145069884136319,
-0.02490062825381756,
0.006854620296508074,
0.02713450789451599,
0.10001473873853683,
-0.02284848503768444,
0.10616321116685867,
-0.01683373749256134,
0.048227448016405106,
0.08713845908641815,
-0.015037458389997482,
0.1878446489572525,
0.031874168664216995,
-0.04859846457839012,
-0.08011624962091446,
0.0002896783116739243,
0.05956518277525902,
-0.000983503065072,
0.07900449633598328,
0.08332700282335281,
0.002802714705467224,
0.06326686590909958,
0.07097484171390533,
0.04432151839137077,
-0.09997771680355072,
-0.2137039750814438,
0.07344546914100647,
0.04157581925392151,
-0.07559046149253845,
0.09054618328809738,
0.11833563446998596,
-0.06956358253955841,
0.03443406894803047,
0.012120071798563004,
-0.061712633818387985,
-0.13201911747455597,
-0.10322733968496323,
-0.07077284902334213,
-0.06267398595809937,
-0.03719804063439369,
-0.08886239677667618,
-0.01379198208451271,
0.013515101745724678,
0.06958053261041641,
-0.03121141530573368,
0.19520783424377441,
-0.12009303271770477,
-0.050799548625946045,
0.049135394394397736,
-0.010316663421690464,
0.030441345646977425,
0.1003749743103981,
-0.026498112827539444,
-0.03554777801036835,
0.05604137107729912,
0.04436022415757179,
0.037703607231378555,
0.012877987697720528,
0.04201248660683632,
-0.05067702755331993,
-0.06257491558790207,
-0.055681247264146805,
0.01620049588382244,
0.01804174855351448,
0.16331861913204193,
0.04277312010526657,
-0.025336654856801033,
0.021137863397598267,
0.0989871397614479,
-0.04180789366364479,
-0.22022698819637299,
-0.09418580681085587,
0.24348165094852448,
0.00846735667437315,
0.01933259889483452,
0.0437961220741272,
-0.09570484608411789,
-0.06766749173402786,
0.2106093168258667,
0.16319946944713593,
0.07776553928852081,
0.02820293791592121,
-0.029380250722169876,
0.01421839278191328,
-0.030197445303201675,
0.1235601156949997,
0.0792224258184433,
0.19362159073352814,
-0.03731183335185051,
0.013049094006419182,
-0.013217784464359283,
0.0011858566431328654,
-0.26779744029045105,
0.02490554377436638,
-0.009158912114799023,
-0.041562408208847046,
0.003630677005276084,
0.0874372273683548,
-0.032277874648571014,
-0.06775957345962524,
-0.09652156382799149,
-0.012125392444431782,
-0.07912153750658035,
0.0225044097751379,
0.030243277549743652,
-0.007674603257328272,
0.06607381254434586,
-0.02055235207080841,
0.08033805340528488,
0.12013527750968933,
0.031138671562075615,
-0.07727779448032379,
0.017142251133918762,
0.15771888196468353,
0.008982401341199875,
0.16354739665985107,
0.045053545385599136,
0.06430545449256897,
0.08795434236526489,
-0.014609727077186108,
-0.11524516344070435,
0.06277892738580704,
0.04300080984830856,
-0.03134226053953171,
0.08805982768535614,
0.09133180975914001,
-0.04125582054257393,
-0.0675048679113388,
-0.04086346551775932,
-0.06187437102198601,
-0.002271065954118967,
0.1351943165063858,
0.04508338123559952,
-0.10275353491306305,
0.08961965888738632,
-0.16112005710601807,
0.053358711302280426,
0.09519144147634506,
-0.023241959512233734,
-0.02226714976131916,
-0.07826093584299088,
0.09171778708696365,
0.04593789204955101,
-0.07367710769176483,
-0.06920263916254044,
-0.1628715693950653,
-0.03252994269132614,
-0.09665194153785706,
0.05789707228541374,
-0.18496905267238617,
0.0036872250493615866,
-0.0230967178940773,
0.027376558631658554,
-0.14118021726608276,
0.011205947957932949,
0.08253701776266098,
0.002999028656631708,
0.025153804570436478,
-0.06101209670305252,
-0.05962362140417099,
0.03330196812748909,
-0.12606969475746155,
-0.03310351446270943
] |
null | null | transformers |
# distilbert-base-ro-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-ro-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-ro-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "ro", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-ro-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"ro",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ro"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #ro #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-ro-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #ro #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #ro #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-ro-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.045324694365262985,
0.039365239441394806,
-0.004881726112216711,
0.0995192900300026,
0.09149115532636642,
-0.041368719190359116,
0.13924740254878998,
0.07499799132347107,
-0.008597029373049736,
0.015473652631044388,
0.05909369885921478,
0.04343672841787338,
0.027199402451515198,
0.10310768336057663,
-0.058724503964185715,
-0.23718978464603424,
0.00910216849297285,
0.035403162240982056,
0.0036848068702965975,
0.07834847271442413,
0.12870332598686218,
-0.08411168307065964,
0.06849875301122665,
0.025187380611896515,
-0.03421220928430557,
0.06622371822595596,
-0.017933381721377373,
-0.10791425406932831,
0.10188671201467514,
0.04736560583114624,
0.11838775128126144,
0.03823927044868469,
0.0871250256896019,
-0.03850143775343895,
0.021686077117919922,
0.017023887485265732,
0.018018366768956184,
0.02242054045200348,
0.01528523862361908,
-0.08071978390216827,
0.04388287290930748,
-0.11489126831293106,
0.002349772257730365,
0.05092906579375267,
-0.027202876284718513,
-0.14015935361385345,
-0.07051088660955429,
0.02963954769074917,
0.08684135973453522,
0.032020363956689835,
0.013406815938651562,
0.17588117718696594,
-0.04953554645180702,
0.0713726058602333,
0.2266974300146103,
-0.22876422107219696,
-0.057293426245450974,
0.07599512487649918,
0.04466589167714119,
0.015499217435717583,
-0.04082036018371582,
0.043572865426540375,
0.057666677981615067,
0.08095885068178177,
-0.008726956322789192,
-0.08931422978639603,
-0.037224479019641876,
-0.07509461045265198,
-0.09254738688468933,
-0.049038924276828766,
0.1479083150625229,
-0.06284994632005692,
-0.11750014871358871,
-0.07301925122737885,
-0.061902016401290894,
0.1525113731622696,
-0.051980651915073395,
-0.0023788665421307087,
-0.007484728004783392,
-0.029204148799180984,
-0.06198367476463318,
-0.109970323741436,
-0.13650208711624146,
-0.06037338450551033,
-0.09020496904850006,
0.19986528158187866,
0.06338153779506683,
0.03600131720304489,
-0.05534779280424118,
0.026839200407266617,
-0.04197917506098747,
-0.09929212927818298,
-0.0197281651198864,
-0.0907660499215126,
0.0847226232290268,
0.03292718157172203,
-0.06782063841819763,
-0.06485038250684738,
0.12954413890838623,
0.15877602994441986,
-0.06602327525615692,
-0.0006363758584484458,
-0.03788544610142708,
-0.02468193881213665,
0.059008508920669556,
0.09511568397283554,
-0.03394714742898941,
0.010589659214019775,
0.09943889826536179,
-0.029486164450645447,
0.04168177768588066,
0.000725740974303335,
-0.10968466103076935,
-0.06842218339443207,
0.050925664603710175,
0.13743191957473755,
0.016614964231848717,
0.03882194682955742,
0.004371996968984604,
-0.006535420659929514,
0.12840546667575836,
-0.1445659101009369,
0.03787713497877121,
-0.0037858872674405575,
0.0502772331237793,
0.13240033388137817,
0.01608458161354065,
-0.031252339482307434,
-0.1251312792301178,
-0.054911624640226364,
0.002077159471809864,
-0.03320037201046944,
-0.025233134627342224,
-0.10620653629302979,
0.0325467549264431,
-0.09301584959030151,
-0.0020173906814306974,
-0.1839863508939743,
-0.11515762656927109,
0.053539786487817764,
0.032000601291656494,
-0.021725552156567574,
0.006346024572849274,
0.023454491049051285,
0.01610160805284977,
-0.010412134230136871,
-0.024485794827342033,
-0.05964610353112221,
-0.019802508875727654,
0.03592337667942047,
0.05365515127778053,
0.07630003988742828,
-0.08906733244657516,
0.01492085587233305,
-0.08404330909252167,
0.011130253784358501,
-0.16806480288505554,
0.047787439078092575,
-0.07858962565660477,
-0.008357477374374866,
-0.10723219066858292,
-0.11969676613807678,
0.06303778290748596,
-0.013351703062653542,
0.04067114740610123,
0.10558150708675385,
-0.09574953466653824,
-0.04330955073237419,
0.14723069965839386,
-0.11254119873046875,
-0.02156500518321991,
0.21019327640533447,
0.007163199130445719,
-0.03956049680709839,
0.10783170908689499,
0.028004227206110954,
0.08590756356716156,
-0.09842408448457718,
-0.005331190302968025,
0.05232195556163788,
-0.0006743185804225504,
0.004022620152682066,
0.06681015342473984,
-0.015066009014844894,
-0.04609202221035957,
0.015198084525763988,
-0.033353738486766815,
0.008933262899518013,
-0.029418883845210075,
-0.03563285246491432,
-0.03516140207648277,
-0.07461190223693848,
0.11338459700345993,
0.031509459018707275,
0.026406271383166313,
-0.08591568470001221,
-0.05871354416012764,
0.037189923226833344,
0.06593453884124756,
-0.06929434835910797,
0.03198865056037903,
-0.11036250740289688,
0.08555548638105392,
-0.07184641063213348,
0.017690803855657578,
-0.13472767174243927,
-0.05169554799795151,
0.04420711472630501,
-0.02057737484574318,
0.03998495638370514,
-0.0196169875562191,
0.08056417107582092,
0.06577955186367035,
-0.05195517838001251,
0.05022738501429558,
0.04392194747924805,
-0.016133474186062813,
-0.002023022621870041,
-0.029418064281344414,
-0.05658026784658432,
-0.053306013345718384,
0.042824067175388336,
-0.036528538912534714,
0.008365858346223831,
-0.031843651086091995,
0.09595642238855362,
-0.05492668226361275,
0.0452742725610733,
0.04108071327209473,
0.03932192176580429,
-0.05766990780830383,
-0.03542455658316612,
0.04809273034334183,
-0.03571014851331711,
-0.03248630836606026,
0.06292935460805893,
-0.0015446607721969485,
-0.01140554714947939,
0.11859375238418579,
0.011650069616734982,
0.018363067880272865,
0.002142626093700528,
-0.020221993327140808,
0.021542413160204887,
-0.05120446905493736,
-0.04541563615202904,
0.13511529564857483,
0.006668401416391134,
0.0864550843834877,
-0.09885917603969574,
0.0034195678308606148,
0.021580902859568596,
-0.10075199604034424,
-0.06650363653898239,
0.07737100124359131,
0.01603790745139122,
-0.1144280806183815,
0.08647139370441437,
0.11048565059900284,
-0.0529325045645237,
0.0853334367275238,
-0.029663946479558945,
-0.05577267333865166,
0.05045800656080246,
0.020567134022712708,
0.04470690339803696,
-0.00657180929556489,
-0.03740566968917847,
-0.036046192049980164,
0.0859084352850914,
-0.05824865773320198,
-0.01685175485908985,
-0.10806255787611008,
0.046670980751514435,
0.017370937392115593,
-0.05141019448637962,
-0.05892564728856087,
0.018969999626278877,
0.010694296099245548,
0.049610286951065063,
-0.0041467673145234585,
-0.038456253707408905,
0.030683794990181923,
0.017861023545265198,
-0.019338304176926613,
0.1552039235830307,
-0.10380521416664124,
-0.28126004338264465,
-0.21113191545009613,
-0.1464896947145462,
-0.1469898521900177,
0.0681762546300888,
0.08386728912591934,
-0.0945521667599678,
-0.09435829520225525,
-0.017984062433242798,
0.06968048959970474,
0.005036028102040291,
-0.012080877088010311,
0.03293880820274353,
0.01188043411821127,
-0.010417617857456207,
-0.16357333958148956,
-0.021045032888650894,
0.035080570727586746,
-0.143469899892807,
0.10354124754667282,
-0.05294165015220642,
0.06455064564943314,
0.03448985889554024,
-0.044328201562166214,
-0.0026522574480623007,
-0.014752543531358242,
0.09917064756155014,
0.0002321919018868357,
0.04239518940448761,
0.24988575279712677,
-0.005495643243193626,
0.07097693532705307,
0.06659078598022461,
0.04833897203207016,
-0.01969733089208603,
0.04454359412193298,
0.004208894446492195,
-0.06467163562774658,
-0.19549161195755005,
-0.05943547934293747,
-0.044611457735300064,
0.07274924218654633,
0.06784585118293762,
0.058326926082372665,
-0.020900892093777657,
0.09834219515323639,
-0.06830959022045135,
0.05568351224064827,
0.029178539291024208,
0.0749695897102356,
0.13310101628303528,
0.01647193729877472,
0.0942683219909668,
-0.05488589406013489,
-0.10765670984983444,
0.09714612364768982,
0.015455171465873718,
0.11510074138641357,
-0.019115807488560677,
0.10540679842233658,
0.051982615143060684,
0.06960059702396393,
0.09292297065258026,
0.2322121411561966,
-0.04317392036318779,
0.025404570624232292,
-0.007279806770384312,
-0.07062043994665146,
-0.048112902790308,
-0.025302981957793236,
0.027303284034132957,
-0.02135562151670456,
-0.016849100589752197,
-0.022379009053111076,
0.02069399133324623,
0.22958093881607056,
0.06717506051063538,
-0.21013788878917694,
-0.08150500059127808,
0.038044072687625885,
-0.07335490733385086,
-0.08669912815093994,
0.026097716763615608,
0.031227825209498405,
-0.12936286628246307,
0.08896996825933456,
-0.005215716548264027,
0.09780985862016678,
-0.014423707500100136,
0.014685536734759808,
-0.15234427154064178,
0.08273465931415558,
0.018526576459407806,
0.11413249373435974,
-0.1819983720779419,
0.12927474081516266,
0.014361592009663582,
0.05205032229423523,
-0.11421728134155273,
0.06633080542087555,
0.05816619098186493,
0.03561243414878845,
0.10554148256778717,
-0.01694750227034092,
0.1391160488128662,
-0.12302792817354202,
-0.1084553673863411,
0.06278715282678604,
0.06716137379407883,
-0.0017409368883818388,
0.09832058846950531,
-0.017332909628748894,
-0.04221973568201065,
-0.01972263678908348,
-0.008413798175752163,
-0.17570044100284576,
-0.1525789350271225,
0.039624933153390884,
0.030286695808172226,
-0.05897374451160431,
-0.05455706641077995,
-0.09172957390546799,
-0.03629922866821289,
0.1314031481742859,
0.07787007838487625,
-0.1452571004629135,
-0.07860807329416275,
-0.09635226428508759,
0.15938961505889893,
-0.09738225489854813,
0.110869862139225,
-0.05555347353219986,
0.13871009647846222,
-0.07868199795484543,
-0.09368706494569778,
-0.025611799210309982,
-0.12069670855998993,
-0.11352726072072983,
0.059321194887161255,
0.15476876497268677,
0.009400601498782635,
0.027044249698519707,
0.07401066273450851,
0.002570399548858404,
-0.021787485107779503,
-0.07929179817438126,
-0.04473881796002388,
0.03889976069331169,
0.13090528547763824,
0.09748867899179459,
-0.07554653286933899,
-0.18800699710845947,
-0.031434379518032074,
0.014814468100667,
0.17645397782325745,
0.2170925885438919,
-0.005582578480243683,
0.05452995002269745,
0.2837624251842499,
0.009049824438989162,
-0.2665369212627411,
-0.21081538498401642,
-0.01763920672237873,
0.01924884133040905,
-0.04262959212064743,
-0.13390915095806122,
0.10704544931650162,
0.01739088073372841,
-0.025462640449404716,
-0.03960057720541954,
-0.15476290881633759,
-0.08207352459430695,
0.20825566351413727,
0.0689556673169136,
0.10634294897317886,
-0.11180169880390167,
-0.04041681066155434,
-0.11708632111549377,
-0.17360460758209229,
0.09603801369667053,
-0.08014573901891708,
0.09804116189479828,
-0.024567389860749245,
0.08236358314752579,
0.023649070411920547,
-0.019024763256311417,
0.11648827791213989,
-0.04907827079296112,
-0.030568594112992287,
-0.07543718814849854,
0.000027644657166092657,
0.0955168828368187,
-0.013391414657235146,
0.1460353583097458,
-0.07881246507167816,
0.009831761941313744,
0.029783019796013832,
-0.08225064724683762,
-0.05273837968707085,
0.11397230625152588,
-0.0016698369290679693,
-0.08238410204648972,
-0.034510768949985504,
-0.012097310274839401,
-0.05206228792667389,
-0.005586146842688322,
0.08465944230556488,
0.011903311125934124,
0.03055979311466217,
0.16520564258098602,
0.17620466649532318,
-0.10923115164041519,
0.07210048288106918,
-0.02912168763577938,
-0.09079128503799438,
0.045341312885284424,
0.0025699676480144262,
0.06253942847251892,
0.048987120389938354,
0.0296646598726511,
0.05499127507209778,
0.04381585121154785,
-0.05246421694755554,
0.025321243330836296,
0.07962309569120407,
-0.085521399974823,
-0.20606525242328644,
-0.012686352245509624,
-0.03495004400610924,
-0.08311086893081665,
0.12953928112983704,
0.11804568767547607,
-0.0344652459025383,
-0.09350340068340302,
-0.0064748129807412624,
0.036337751895189285,
-0.03338877111673355,
0.11113864183425903,
0.056440699845552444,
0.03286882862448692,
-0.11571893095970154,
0.08685620129108429,
0.10180549323558807,
-0.06193181499838829,
0.008551020175218582,
0.08029405772686005,
-0.0893041342496872,
-0.09097214043140411,
0.0177602581679821,
-0.01896568387746811,
-0.06703918427228928,
-0.06620975583791733,
-0.05353789031505585,
-0.09920252859592438,
-0.0007454897277057171,
0.07442689687013626,
0.08483470976352692,
-0.0207380298525095,
-0.038088761270046234,
0.031631939113140106,
-0.08122994750738144,
0.07134106010198593,
0.11319047212600708,
0.0701519250869751,
-0.09754768759012222,
0.0486108772456646,
-0.03190804272890091,
0.12313992530107498,
-0.053209640085697174,
-0.022010207176208496,
-0.06737642735242844,
-0.008242683485150337,
-0.2390231490135193,
0.040061354637145996,
-0.12798704206943512,
-0.0018368980381637812,
-0.0054646930657327175,
-0.055159907788038254,
-0.01401116419583559,
0.05930354818701744,
-0.06631996482610703,
-0.013841593638062477,
-0.020782290026545525,
0.06268177181482315,
-0.1318400651216507,
-0.021005474030971527,
0.07417091727256775,
-0.05372239649295807,
0.10005950927734375,
0.07286244630813599,
-0.06864799559116364,
0.0720893144607544,
-0.11099019646644592,
-0.10326862335205078,
0.04582132771611214,
0.0606270469725132,
0.05270450934767723,
-0.059300824999809265,
0.022684944793581963,
0.07280055433511734,
0.03217298537492752,
0.005182397551834583,
0.14047649502754211,
-0.08179240673780441,
0.03366118669509888,
-0.01631391979753971,
-0.07287145406007767,
-0.020762743428349495,
0.005501742474734783,
0.13028304278850555,
0.0722389817237854,
0.11871349811553955,
-0.08548462390899658,
0.046191200613975525,
-0.043322496116161346,
0.0165860578417778,
-0.06651947647333145,
-0.13378770649433136,
-0.01948290504515171,
-0.035108014941215515,
0.007504747249186039,
0.027798762544989586,
0.08982721716165543,
-0.014598120003938675,
0.11064770072698593,
-0.02352595515549183,
0.02965512126684189,
0.09143435209989548,
-0.01834467239677906,
0.16731496155261993,
0.03899624943733215,
-0.04270932450890541,
-0.07654335349798203,
-0.00529660377651453,
0.06255331635475159,
-0.003722113324329257,
0.07636968046426773,
0.09970586001873016,
0.01327405497431755,
0.06826575845479965,
0.07382228970527649,
0.03035447746515274,
-0.09109415113925934,
-0.2013830691576004,
0.06498897075653076,
0.035589855164289474,
-0.07783780992031097,
0.07852726429700851,
0.1365601271390915,
-0.06332671642303467,
0.03148965165019035,
0.006693738047033548,
-0.056300126016139984,
-0.13248670101165771,
-0.11645303666591644,
-0.07711442559957504,
-0.05720491707324982,
-0.02941460907459259,
-0.08147986233234406,
0.0005574413225986063,
0.023281512781977654,
0.062330082058906555,
-0.023975541815161705,
0.17616429924964905,
-0.11667389422655106,
-0.05077366903424263,
0.04552584886550903,
-0.011083021759986877,
0.0319482646882534,
0.11276398599147797,
-0.03193497657775879,
-0.03765977546572685,
0.05290069058537483,
0.04257800057530403,
0.042066048830747604,
0.025426825508475304,
0.052274201065301895,
-0.051768504083156586,
-0.06719232350587845,
-0.05469207465648651,
0.02306215465068817,
0.02852543443441391,
0.1568170040845871,
0.04171733558177948,
-0.021825749427080154,
0.023837540298700333,
0.11738458275794983,
-0.0413023941218853,
-0.21672649681568146,
-0.08724904805421829,
0.2400425374507904,
0.014834041707217693,
0.024319952353835106,
0.03024338372051716,
-0.09651324898004532,
-0.06633387506008148,
0.1978861391544342,
0.17948263883590698,
0.08962386101484299,
0.027581343427300453,
-0.03550533205270767,
0.014636632055044174,
-0.02943175658583641,
0.1117793396115303,
0.07334776967763901,
0.20048819482326508,
-0.04540492966771126,
-0.00124448467977345,
-0.010968870483338833,
0.0082925446331501,
-0.2682178020477295,
0.033155739307403564,
-0.015118841081857681,
-0.04352297633886337,
0.005198459140956402,
0.08164273202419281,
-0.026629768311977386,
-0.09183894097805023,
-0.082623191177845,
-0.025427013635635376,
-0.08143346011638641,
0.019425513222813606,
0.04151974990963936,
0.005178751423954964,
0.076508529484272,
-0.025473497807979584,
0.06921635568141937,
0.11411739885807037,
0.027139101177453995,
-0.07998859882354736,
0.030046246945858,
0.15433639287948608,
0.0011157732224091887,
0.15745002031326294,
0.03782172501087189,
0.062141261994838715,
0.09776706993579865,
-0.01945566199719906,
-0.11633754521608353,
0.06864777207374573,
0.04511009901762009,
-0.03738442063331604,
0.09928745776414871,
0.10004237294197083,
-0.044318124651908875,
-0.058324605226516724,
-0.044337525963783264,
-0.04918952286243439,
0.005455487873405218,
0.14627417922019958,
0.045047540217638016,
-0.09335032105445862,
0.08800840377807617,
-0.15778839588165283,
0.053020451217889786,
0.10275903344154358,
-0.025737524032592773,
-0.020984714850783348,
-0.07820448279380798,
0.09395653754472733,
0.05553574860095978,
-0.08189082890748978,
-0.07724446058273315,
-0.16586655378341675,
-0.03282952308654785,
-0.08838434517383575,
0.05751899257302284,
-0.18414852023124695,
0.00322087318636477,
-0.026514321565628052,
0.03195740282535553,
-0.13633020222187042,
0.00754345441237092,
0.09360046684741974,
0.0014526728773489594,
0.028638044372200966,
-0.07874683290719986,
-0.061572302132844925,
0.0336734876036644,
-0.13208064436912537,
-0.04240357130765915
] |
null | null | transformers |
# distilbert-base-ru-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-ru-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-ru-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "ru", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-ru-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"ru",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"ru"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #ru #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-ru-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #ru #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #ru #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-ru-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.04682077094912529,
0.03523873910307884,
-0.004776277579367161,
0.0963883101940155,
0.08481743931770325,
-0.03845017030835152,
0.13941477239131927,
0.06757587194442749,
-0.006811906583607197,
0.01770757883787155,
0.0637725219130516,
0.012141061946749687,
0.029785798862576485,
0.1025821715593338,
-0.05500916391611099,
-0.2300456315279007,
0.021743597462773323,
0.02785589173436165,
-0.005112611688673496,
0.07853354513645172,
0.13485825061798096,
-0.08624166250228882,
0.06320077180862427,
0.02824871428310871,
-0.04113110899925232,
0.0721910297870636,
-0.01660936325788498,
-0.10625021904706955,
0.09358386695384979,
0.04851232096552849,
0.11966441571712494,
0.03582213446497917,
0.08386973291635513,
-0.03941066563129425,
0.020677676424384117,
0.017250239849090576,
0.0119278933852911,
0.012754980474710464,
0.023499870672822,
-0.07234232127666473,
0.055328160524368286,
-0.11218353360891342,
-0.00623067794367671,
0.05313035473227501,
-0.026701781898736954,
-0.12175831198692322,
-0.07334446161985397,
0.05993777886033058,
0.08714800328016281,
0.03781325742602348,
0.0063892570324242115,
0.1618194729089737,
-0.05443144217133522,
0.06076410412788391,
0.2115607112646103,
-0.24435360729694366,
-0.0570356547832489,
0.07521049678325653,
0.038044970482587814,
0.027019938454031944,
-0.03344571217894554,
0.047161687165498734,
0.05601581186056137,
0.08336983621120453,
-0.018528785556554794,
-0.0870807096362114,
-0.02502310276031494,
-0.08030569553375244,
-0.09482552111148834,
-0.04560031741857529,
0.16488544642925262,
-0.06077247112989426,
-0.11379028111696243,
-0.0721156969666481,
-0.06037304922938347,
0.15106354653835297,
-0.05207138508558273,
-0.008697232231497765,
-0.017755836248397827,
-0.01739569939672947,
-0.0421774759888649,
-0.09723558276891708,
-0.1453234851360321,
-0.05357441306114197,
-0.0837729424238205,
0.1956663727760315,
0.06787889450788498,
0.041332609951496124,
-0.04912298917770386,
0.022362370043992996,
-0.05124202370643616,
-0.10323018580675125,
-0.02020351216197014,
-0.09859880059957504,
0.07911193370819092,
0.031602442264556885,
-0.07865359634160995,
-0.09688965231180191,
0.1330350786447525,
0.14118742942810059,
-0.0684242695569992,
-0.0005813102470710874,
-0.02956671640276909,
-0.01448359340429306,
0.054929014295339584,
0.10357572883367538,
-0.05299118906259537,
0.0260885301977396,
0.09247107058763504,
-0.04190637171268463,
0.03768818452954292,
0.0036495805252343416,
-0.11386708915233612,
-0.07720103114843369,
0.04131603240966797,
0.13681232929229736,
0.004295423161238432,
0.03412296250462532,
-0.004435267299413681,
-0.013294760137796402,
0.12856902182102203,
-0.1370868980884552,
0.031040286645293236,
-0.007459570653736591,
0.05192534625530243,
0.1316273808479309,
0.004463050048798323,
-0.027140973135828972,
-0.12502020597457886,
-0.04696354269981384,
0.002741485135629773,
-0.03139438107609749,
-0.023351289331912994,
-0.10529030859470367,
0.028621289879083633,
-0.0963929295539856,
-0.0033000214025378227,
-0.1899476945400238,
-0.11154820770025253,
0.05376129224896431,
0.033264584839344025,
-0.022057805210351944,
0.02081507071852684,
0.0365498811006546,
0.008918633684515953,
-0.013539518229663372,
-0.018842265009880066,
-0.08900248259305954,
-0.02266024984419346,
0.02729891985654831,
0.03668376803398132,
0.0733371451497078,
-0.0964965745806694,
0.013797953724861145,
-0.08585840463638306,
0.012010972946882248,
-0.16701261699199677,
0.05218091234564781,
-0.0797322541475296,
-0.012124033644795418,
-0.10094092786312103,
-0.11741811037063599,
0.06455054879188538,
-0.020308170467615128,
0.045186132192611694,
0.10432668775320053,
-0.12128116935491562,
-0.03889887034893036,
0.1515078991651535,
-0.12226586788892746,
-0.02871895767748356,
0.21326453983783722,
0.011450734920799732,
-0.040416959673166275,
0.10350939631462097,
0.03483022004365921,
0.09904912114143372,
-0.09123865514993668,
-0.017320862039923668,
0.03795507550239563,
-0.0019169433508068323,
0.010326012969017029,
0.06783609837293625,
-0.01222080085426569,
-0.029576823115348816,
0.017146041616797447,
-0.032719988375902176,
0.007469580974429846,
-0.02698274701833725,
-0.03821374475955963,
-0.0428071953356266,
-0.08429991453886032,
0.11943428963422775,
0.02606808952987194,
0.02536432445049286,
-0.08952680975198746,
-0.05943614989519119,
0.02680637314915657,
0.0640774518251419,
-0.06422418355941772,
0.030305108055472374,
-0.11235754191875458,
0.08808616548776627,
-0.06062229350209236,
0.019830016419291496,
-0.13153840601444244,
-0.048452459275722504,
0.04771607369184494,
-0.008979536592960358,
0.04158931225538254,
-0.015043696388602257,
0.07986993342638016,
0.06467964500188828,
-0.05949072539806366,
0.044017236679792404,
0.02743992581963539,
-0.012469653971493244,
0.0031871513929218054,
-0.02222464047372341,
-0.05599619075655937,
-0.05127568542957306,
0.0314238965511322,
-0.021718822419643402,
0.010994222946465015,
-0.026403114199638367,
0.10764521360397339,
-0.05419311672449112,
0.04595822095870972,
0.035029541701078415,
0.04660101234912872,
-0.05479060485959053,
-0.032011810690164566,
0.04546620324254036,
-0.03715607896447182,
-0.03388812765479088,
0.05131255462765694,
0.018414458259940147,
0.008415795862674713,
0.11240805685520172,
0.036662451922893524,
0.0158927571028471,
0.01668330281972885,
-0.020788267254829407,
0.021406764164566994,
-0.04880494996905327,
-0.039498645812273026,
0.1379101276397705,
0.010324737057089806,
0.07062032073736191,
-0.09512858837842941,
0.008704552426934242,
0.02159876748919487,
-0.1029270738363266,
-0.0689544826745987,
0.06363452970981598,
0.005219019949436188,
-0.11736474931240082,
0.0839742049574852,
0.127040833234787,
-0.054016873240470886,
0.07909932732582092,
-0.03513665497303009,
-0.06267440319061279,
0.054659176617860794,
0.02244812808930874,
0.04274405166506767,
-0.00024829801986925304,
-0.02495027333498001,
-0.031205683946609497,
0.08188456296920776,
-0.05624474957585335,
-0.016624024137854576,
-0.10155215859413147,
0.041062626987695694,
0.009939514100551605,
-0.05005719140172005,
-0.05911319702863693,
0.02983323112130165,
0.008953016251325607,
0.0503886379301548,
-0.0015823603607714176,
-0.03108699433505535,
0.03201279044151306,
0.019167881458997726,
-0.022034745663404465,
0.1537303775548935,
-0.11158113181591034,
-0.3115861713886261,
-0.20845481753349304,
-0.12516385316848755,
-0.15588697791099548,
0.07079621404409409,
0.08450915664434433,
-0.11081625521183014,
-0.09795874357223511,
-0.015040059573948383,
0.07203216105699539,
0.012718617916107178,
-0.005888738669455051,
0.03312366455793381,
0.015095281414687634,
0.00007672216452192515,
-0.15146933495998383,
-0.022464916110038757,
0.041493143886327744,
-0.12553028762340546,
0.09991626441478729,
-0.039483003318309784,
0.07047146558761597,
0.037465061992406845,
-0.052415039390325546,
-0.00026572015485726297,
-0.008240749128162861,
0.10374564677476883,
0.001097578788176179,
0.05205507203936577,
0.25280672311782837,
-0.018861426040530205,
0.06746114790439606,
0.08974400162696838,
0.05235423520207405,
-0.01920541748404503,
0.04560569301247597,
-0.0032272944226861,
-0.056647539138793945,
-0.18980777263641357,
-0.07087241113185883,
-0.04496360942721367,
0.06928959488868713,
0.05372076481580734,
0.06053268536925316,
-0.020168786868453026,
0.1019723191857338,
-0.06771820038557053,
0.041139792650938034,
0.024050293490290642,
0.07230886816978455,
0.12669475376605988,
0.012416796758770943,
0.0958310067653656,
-0.058775048702955246,
-0.100887231528759,
0.10075941681861877,
0.002301580738276243,
0.10465838760137558,
-0.014412236399948597,
0.09393005073070526,
0.06257317960262299,
0.08009407669305801,
0.0958288237452507,
0.2188614308834076,
-0.034460023045539856,
0.0147933354601264,
0.0012503729667514563,
-0.06886370480060577,
-0.04159415140748024,
-0.019336046651005745,
0.02903050370514393,
-0.025145994499325752,
-0.021365055814385414,
-0.020620958879590034,
0.032636404037475586,
0.23017369210720062,
0.0745733454823494,
-0.19953656196594238,
-0.09785604476928711,
0.03883349895477295,
-0.06976775825023651,
-0.08817391842603683,
0.02795523591339588,
0.038856953382492065,
-0.1227135956287384,
0.08050307631492615,
-0.0003609867417253554,
0.09916575998067856,
-0.0008473600610159338,
0.014903862029314041,
-0.14038388431072235,
0.08175051957368851,
0.022483596578240395,
0.11370464414358139,
-0.18691745400428772,
0.12398522347211838,
0.012387211434543133,
0.053169310092926025,
-0.10775094479322433,
0.06413190811872482,
0.05665639042854309,
0.05219217389822006,
0.09917652606964111,
-0.01374914962798357,
0.1276535838842392,
-0.11339180171489716,
-0.09962176531553268,
0.060930997133255005,
0.06854001432657242,
0.0011329551925882697,
0.09533020108938217,
-0.016447115689516068,
-0.033947281539440155,
-0.016117284074425697,
0.013626926578581333,
-0.2034848928451538,
-0.15095528960227966,
0.04413364455103874,
0.04882380738854408,
-0.039155151695013046,
-0.06093441694974899,
-0.08635871112346649,
-0.03512607887387276,
0.14748279750347137,
0.10215581208467484,
-0.1460956633090973,
-0.07590587437152863,
-0.10045325756072998,
0.1663968563079834,
-0.0977039709687233,
0.11668618023395538,
-0.054659076035022736,
0.14500656723976135,
-0.07740916311740875,
-0.08876699209213257,
-0.03383304178714752,
-0.12366918474435806,
-0.10569896548986435,
0.05733504891395569,
0.15319113433361053,
0.01794525235891342,
0.023028412833809853,
0.07351230084896088,
0.006083841901272535,
-0.0162122193723917,
-0.08277899026870728,
-0.04189818352460861,
0.03656645119190216,
0.12623345851898193,
0.09539630264043808,
-0.07874096930027008,
-0.19388115406036377,
-0.032221775501966476,
0.00949349906295538,
0.17764484882354736,
0.21090202033519745,
-0.015075774863362312,
0.056741368025541306,
0.27883973717689514,
0.018281610682606697,
-0.2689879536628723,
-0.206273153424263,
-0.014932679012417793,
0.0243601743131876,
-0.05075681954622269,
-0.13037095963954926,
0.10769951343536377,
0.014570766128599644,
-0.026073846966028214,
-0.03696422651410103,
-0.16635799407958984,
-0.08517388999462128,
0.21978290379047394,
0.062121856957674026,
0.09607115387916565,
-0.10490540415048599,
-0.03691989928483963,
-0.12246514111757278,
-0.17341434955596924,
0.07465164363384247,
-0.07938999682664871,
0.09606629610061646,
-0.025750022381544113,
0.07052271068096161,
0.019872192293405533,
-0.016330599784851074,
0.12160618603229523,
-0.040514424443244934,
-0.03661056235432625,
-0.0770224779844284,
0.023368297144770622,
0.09503653645515442,
-0.008856994099915028,
0.15120258927345276,
-0.06847340613603592,
0.01741618476808071,
0.04878569766879082,
-0.07784382253885269,
-0.0479699932038784,
0.11797361075878143,
0.0020365454256534576,
-0.08850419521331787,
-0.043383799493312836,
-0.00884952861815691,
-0.05322637781500816,
-0.006375271361321211,
0.0668114572763443,
0.016222266480326653,
0.030446145683526993,
0.15408861637115479,
0.16122041642665863,
-0.11485115438699722,
0.07034453004598618,
-0.028921300545334816,
-0.09380707144737244,
0.04469574615359306,
0.012476478703320026,
0.06232006102800369,
0.05381838232278824,
0.015248024836182594,
0.05308840051293373,
0.04224554821848869,
-0.05022870749235153,
0.026838650926947594,
0.08585310727357864,
-0.09297489374876022,
-0.2062237411737442,
-0.01882060244679451,
-0.029526077210903168,
-0.08223588764667511,
0.12448914349079132,
0.11428433656692505,
-0.0454278364777565,
-0.09008140861988068,
-0.007408712059259415,
0.0323939323425293,
-0.042399853467941284,
0.10861948877573013,
0.05579376220703125,
0.030140545219182968,
-0.10768240690231323,
0.09756311029195786,
0.09531689435243607,
-0.06452921777963638,
0.007794172037392855,
0.07344449311494827,
-0.10252377390861511,
-0.09219007939100266,
0.030923444777727127,
-0.038113296031951904,
-0.06391102075576782,
-0.07387913763523102,
-0.052317410707473755,
-0.10527686774730682,
0.001957140164449811,
0.08690927177667618,
0.0864516943693161,
-0.02706405147910118,
-0.04392460733652115,
0.023815371096134186,
-0.07133137434720993,
0.0752173438668251,
0.12615668773651123,
0.06910708546638489,
-0.1116265282034874,
0.03962026163935661,
-0.02948453463613987,
0.11724021285772324,
-0.05423543229699135,
-0.015514648519456387,
-0.06393542885780334,
-0.0097030159085989,
-0.2669394016265869,
0.0324503593146801,
-0.12536507844924927,
-0.007161865476518869,
-0.009139049798250198,
-0.06176837533712387,
-0.01172275934368372,
0.060587022453546524,
-0.06234792247414589,
-0.01744605042040348,
-0.02641960047185421,
0.06512638181447983,
-0.13521398603916168,
-0.01756627857685089,
0.07557906210422516,
-0.047648411244153976,
0.10353542864322662,
0.07915868610143661,
-0.0724630281329155,
0.07818658649921417,
-0.10500002652406693,
-0.09958133846521378,
0.04926622658967972,
0.06225273385643959,
0.05007535591721535,
-0.061495546251535416,
0.025503357872366905,
0.07679443806409836,
0.015732580795884132,
0.008944538421928883,
0.13977190852165222,
-0.07002489268779755,
0.02508307248353958,
-0.026454580947756767,
-0.06059246510267258,
-0.023717451840639114,
0.0009491690434515476,
0.1506497710943222,
0.08026332408189774,
0.11478555202484131,
-0.09364669024944305,
0.050136931240558624,
-0.03254243731498718,
0.017948050051927567,
-0.06556493043899536,
-0.12717244029045105,
-0.029189253225922585,
-0.03422769904136658,
0.0058244625106453896,
0.019699852913618088,
0.09074214100837708,
-0.025495177134871483,
0.10582829266786575,
-0.019082192331552505,
0.037288639694452286,
0.08306807279586792,
-0.006776787806302309,
0.17751045525074005,
0.03757797181606293,
-0.04942983388900757,
-0.09389571845531464,
-0.009483310393989086,
0.054886594414711,
-0.021393490955233574,
0.08005202561616898,
0.09405269473791122,
0.00711397547274828,
0.06213350221514702,
0.06183880195021629,
0.034845802932977676,
-0.08360910415649414,
-0.20268060266971588,
0.05747944861650467,
0.024659495800733566,
-0.07974305003881454,
0.09062167257070541,
0.13721787929534912,
-0.06799274682998657,
0.029126597568392754,
0.007215879391878843,
-0.05897331237792969,
-0.11693125218153,
-0.10212001949548721,
-0.07518956065177917,
-0.0627940222620964,
-0.028730934485793114,
-0.08551692962646484,
-0.006535530090332031,
0.01625548116862774,
0.059337787330150604,
-0.03573283180594444,
0.19743958115577698,
-0.12674841284751892,
-0.05261572077870369,
0.04747181385755539,
-0.012277571484446526,
0.029057247564196587,
0.11852003633975983,
-0.029206329956650734,
-0.04340402036905289,
0.04971945658326149,
0.036830589175224304,
0.04313315823674202,
0.017409242689609528,
0.039757516235113144,
-0.05619770288467407,
-0.06326819956302643,
-0.049264442175626755,
0.025212401524186134,
0.027437513694167137,
0.1548517942428589,
0.04807299003005028,
-0.021051853895187378,
0.022458069026470184,
0.10657942295074463,
-0.03971368819475174,
-0.2207271158695221,
-0.09509722143411636,
0.22848549485206604,
0.012764819897711277,
0.022654008120298386,
0.034848421812057495,
-0.10249090939760208,
-0.07705560326576233,
0.20171506702899933,
0.17127633094787598,
0.07949613034725189,
0.03007335774600506,
-0.03586464375257492,
0.016127992421388626,
-0.03792950510978699,
0.11614646762609482,
0.06718901544809341,
0.19500669836997986,
-0.04890485107898712,
0.004629612900316715,
-0.023823674768209457,
0.000419763004174456,
-0.2722436189651489,
0.03354445844888687,
-0.014669254422187805,
-0.04999715834856033,
-0.0018551050452515483,
0.09593945741653442,
-0.040429726243019104,
-0.07867123931646347,
-0.08483728021383286,
-0.0219194944947958,
-0.07834755629301071,
0.023805657401680946,
0.035553205758333206,
0.00023427209816873074,
0.07642000913619995,
-0.028929974883794785,
0.07332099974155426,
0.11944706737995148,
0.0329936183989048,
-0.061050161719322205,
0.03122933954000473,
0.14990252256393433,
0.004327406175434589,
0.14894409477710724,
0.03595485910773277,
0.06614012271165848,
0.09786495566368103,
-0.010281194001436234,
-0.11579909920692444,
0.0650806650519371,
0.046361129730939865,
-0.02972072921693325,
0.08964729309082031,
0.09909853339195251,
-0.04515015333890915,
-0.059074766933918,
-0.035121165215969086,
-0.0568983368575573,
0.005660719238221645,
0.1276904046535492,
0.056224316358566284,
-0.0935407355427742,
0.10246960818767548,
-0.15543122589588165,
0.054853394627571106,
0.09759359061717987,
-0.02526705153286457,
-0.024610092863440514,
-0.0755416601896286,
0.09912553429603577,
0.06022777408361435,
-0.07456131279468536,
-0.0637330636382103,
-0.16494520008563995,
-0.02491401694715023,
-0.07337218523025513,
0.05784664303064346,
-0.17314276099205017,
0.00010988298890879378,
-0.022237075492739677,
0.03907429054379463,
-0.13038016855716705,
0.015390226617455482,
0.09620530903339386,
-0.0037424047477543354,
0.030253272503614426,
-0.0737384706735611,
-0.05963266268372536,
0.024493560194969177,
-0.12273043394088745,
-0.046271003782749176
] |
null | null | transformers |
# distilbert-base-sw-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-sw-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-sw-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "sw", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-sw-cased | [
"transformers",
"pytorch",
"distilbert",
"fill-mask",
"sw",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"sw"
] | TAGS
#transformers #pytorch #distilbert #fill-mask #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-sw-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-sw-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #distilbert #fill-mask #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-sw-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
54,
89,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #distilbert #fill-mask #sw #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-sw-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.03516131266951561,
0.03967708349227905,
-0.004170900210738182,
0.0855305939912796,
0.09182264655828476,
-0.028505651280283928,
0.1362292766571045,
0.07591132074594498,
-0.0056265913881361485,
0.0007305401377379894,
0.06066875159740448,
0.01275213435292244,
0.03591667115688324,
0.08800891041755676,
-0.035114627331495285,
-0.25095659494400024,
0.0007043178775347769,
0.06596330553293228,
-0.05249021574854851,
0.0705767273902893,
0.11443564295768738,
-0.08778100460767746,
0.06209184601902962,
0.03800510615110397,
-0.07172075659036636,
0.07614758610725403,
-0.029120255261659622,
-0.11515480279922485,
0.07726175338029861,
0.06265880167484283,
0.12180135399103165,
0.029408887028694153,
0.08944514393806458,
-0.02656838484108448,
0.01065670233219862,
-0.00986882857978344,
0.028137216344475746,
0.019356759265065193,
-0.004118981305509806,
-0.05602782219648361,
0.004757138900458813,
-0.11249136179685593,
0.004987410269677639,
0.05908166989684105,
-0.01903628185391426,
-0.12677296996116638,
-0.0427372045814991,
0.059694044291973114,
0.08187869936227798,
0.01986665278673172,
0.021395420655608177,
0.12456107884645462,
-0.04861314222216606,
0.05701185017824173,
0.2073562741279602,
-0.20657211542129517,
-0.05362662300467491,
0.05867994576692581,
0.05056367442011833,
-0.015882326290011406,
-0.019081348553299904,
0.052781570702791214,
0.04790221527218819,
0.08282174915075302,
-0.01490280032157898,
-0.10713154077529907,
0.0063596321269869804,
-0.053033679723739624,
-0.091903917491436,
-0.04823072999715805,
0.16744573414325714,
-0.06137397885322571,
-0.11263705044984818,
-0.06169264391064644,
-0.051983028650283813,
0.1540789008140564,
-0.07134827226400375,
0.003511592745780945,
-0.0037864719051867723,
-0.021977899596095085,
-0.07342293858528137,
-0.10903796553611755,
-0.1239030733704567,
-0.06549349427223206,
-0.08201836049556732,
0.19950492680072784,
0.050345540046691895,
0.04178447276353836,
-0.0669282004237175,
0.011046042665839195,
-0.05343840271234512,
-0.10009722411632538,
0.0011418209178373218,
-0.08211947977542877,
0.04777165502309799,
0.04103030264377594,
-0.09105834364891052,
-0.11770202219486237,
0.1102612242102623,
0.14373989403247833,
-0.014661109074950218,
0.008387409150600433,
-0.014893951825797558,
-0.014643990434706211,
0.07457208633422852,
0.11015807837247849,
-0.04003387689590454,
-0.008777614682912827,
0.05923779308795929,
-0.06885602325201035,
0.013385817408561707,
-0.014118197374045849,
-0.12572555243968964,
-0.09083972126245499,
0.00755254365503788,
0.10164454579353333,
0.03084598109126091,
0.03926948085427284,
0.01446504145860672,
-0.035528428852558136,
0.09768574684858322,
-0.14808006584644318,
0.035075291991233826,
-0.018784284591674805,
0.053164832293987274,
0.1798952966928482,
0.029727481305599213,
-0.04441419243812561,
-0.1416294276714325,
-0.03050229139626026,
-0.012401999905705452,
-0.019336972385644913,
-0.03940883278846741,
-0.10781735181808472,
0.027201637625694275,
-0.06002694368362427,
-0.019450780004262924,
-0.1555888056755066,
-0.13703887164592743,
0.04008990526199341,
0.04377990588545799,
-0.015665683895349503,
-0.00005723182766814716,
0.0366283543407917,
0.02578209899365902,
0.01533530279994011,
-0.031006064265966415,
-0.05942319333553314,
-0.01227701548486948,
0.028106682002544403,
0.034720685333013535,
0.08289427310228348,
-0.1216266006231308,
0.031273454427719116,
-0.05418749153614044,
0.014081050641834736,
-0.18260999023914337,
0.07254297286272049,
-0.08619958907365799,
0.015566705726087093,
-0.10549214482307434,
-0.1252666413784027,
0.062501922249794,
-0.004853439051657915,
0.0462653785943985,
0.09677433222532272,
-0.12063974887132645,
-0.06847509741783142,
0.13132965564727783,
-0.0947883129119873,
-0.02153002843260765,
0.19466249644756317,
0.008651668205857277,
-0.03871554881334305,
0.10016719251871109,
0.04288728907704353,
0.1262560784816742,
-0.07593728601932526,
0.0002717768948059529,
0.06265087425708771,
0.020784428343176842,
-0.017898932099342346,
0.06841572374105453,
-0.013063865713775158,
-0.031367357820272446,
0.0220091063529253,
-0.053629450500011444,
0.02354408986866474,
-0.020835179835557938,
-0.03799144923686981,
-0.03371759131550789,
-0.07827842235565186,
0.1168522834777832,
0.02597607672214508,
0.05402433127164841,
-0.06454675644636154,
-0.05018031597137451,
0.1221473440527916,
0.05514766648411751,
-0.07957927882671356,
0.05532418563961983,
-0.1183076947927475,
0.06510952115058899,
-0.06756805628538132,
0.02916102297604084,
-0.15291965007781982,
-0.021135490387678146,
0.033868953585624695,
-0.009960133582353592,
0.07328399270772934,
0.008510689251124859,
0.07236257195472717,
0.0357448048889637,
-0.04643000289797783,
0.07471662014722824,
0.029651015996932983,
-0.01640073023736477,
-0.00398838659748435,
-0.020639725029468536,
-0.08834654092788696,
-0.037875257432460785,
0.004649384878575802,
0.016415772959589958,
0.013648242689669132,
-0.022791318595409393,
0.09981103241443634,
-0.06976747512817383,
0.03762677684426308,
0.03747401386499405,
0.0588732548058033,
-0.04287928715348244,
-0.01675848476588726,
0.052699845284223557,
-0.027898034080863,
-0.05544402077794075,
0.04327202960848808,
0.02017854154109955,
-0.016738614067435265,
0.11677505820989609,
-0.02451089210808277,
0.02804749831557274,
0.002677431097254157,
-0.01302187331020832,
0.01386209111660719,
-0.040403977036476135,
-0.07264497131109238,
0.15206924080848694,
0.010840673930943012,
0.08529813587665558,
-0.07640659064054489,
0.003061763709411025,
0.005939472001045942,
-0.08359493315219879,
-0.04819189012050629,
0.04952951893210411,
0.04084984213113785,
-0.08508449047803879,
0.07641538232564926,
0.10837075859308243,
-0.05578821152448654,
0.1162007749080658,
-0.04465194046497345,
-0.06314369291067123,
0.040843844413757324,
-0.014522138983011246,
0.03469756245613098,
-0.013993422500789165,
-0.07630091905593872,
-0.05930603668093681,
0.08943658322095871,
-0.05661465972661972,
-0.013844236731529236,
-0.08765998482704163,
0.05591820552945137,
0.027548525482416153,
-0.051534995436668396,
-0.0756373256444931,
-0.0026267324574291706,
0.00641377130523324,
0.02737906016409397,
0.022660398855805397,
-0.00858115404844284,
0.032905567437410355,
0.011067952960729599,
-0.023747330531477928,
0.14196862280368805,
-0.12374908477067947,
-0.3007514774799347,
-0.25050628185272217,
-0.16345348954200745,
-0.14339889585971832,
0.07201066613197327,
0.07230660319328308,
-0.09592041373252869,
-0.09870750457048416,
0.021125553175807,
0.09295295923948288,
-0.02771090902388096,
0.013000269420444965,
0.07732879370450974,
0.0003191590658389032,
-0.011089129373431206,
-0.1599111109972,
-0.01984744891524315,
0.04469722881913185,
-0.08719214051961899,
0.08173215389251709,
-0.05051269382238388,
0.06578994542360306,
0.06897472590208054,
-0.04349067807197571,
0.0172504261136055,
-0.005100408103317022,
0.11909119039773941,
0.00838675256818533,
0.04137861356139183,
0.24170181155204773,
-0.03822581097483635,
0.07033947110176086,
0.05554884672164917,
0.06752867251634598,
-0.021990178152918816,
0.03454216942191124,
-0.012562249787151814,
-0.07067688554525375,
-0.17854569852352142,
-0.07281167805194855,
-0.059327274560928345,
0.07213013619184494,
0.07191687822341919,
0.04496776685118675,
-0.02945588156580925,
0.09639200568199158,
-0.04383258521556854,
0.09890776872634888,
-0.00008892318146536127,
0.06810922175645828,
0.1810251772403717,
0.009025143459439278,
0.10026175528764725,
-0.061428435146808624,
-0.09385593980550766,
0.08717239648103714,
0.004707438871264458,
0.09375361353158951,
-0.00043910471140407026,
0.14149168133735657,
0.050141360610723495,
0.03193271532654762,
0.10990508645772934,
0.22855181992053986,
-0.0335850790143013,
0.024713389575481415,
-0.0013899111654609442,
-0.06556078791618347,
-0.05063755065202713,
-0.021272076293826103,
0.07097984105348587,
-0.04549364373087883,
-0.010220417752861977,
-0.04866157844662666,
0.010296943597495556,
0.2279796451330185,
0.055191125720739365,
-0.1702677309513092,
-0.08563961088657379,
0.0454750657081604,
-0.09999106079339981,
-0.08524289727210999,
0.010170048102736473,
0.03583499416708946,
-0.1255565583705902,
0.09391243010759354,
0.00424513965845108,
0.12096831202507019,
-0.011128365062177181,
0.028976161032915115,
-0.12405752390623093,
0.058249760419130325,
0.03185896947979927,
0.10812943428754807,
-0.1754680722951889,
0.10778945684432983,
0.017856264486908913,
0.03466857224702835,
-0.11749284714460373,
0.08706402778625488,
0.036580655723810196,
0.035110779106616974,
0.0849144235253334,
-0.0041905553080141544,
0.14128375053405762,
-0.09573101997375488,
-0.07948050647974014,
0.04728391021490097,
0.07256779819726944,
-0.0011643313337117434,
0.09066426753997803,
-0.0009128908277489245,
-0.039756763726472855,
-0.0187592301517725,
0.025787921622395515,
-0.16281165182590485,
-0.1636326014995575,
0.0695878341794014,
0.016006365418434143,
-0.05539988353848457,
-0.029193418100476265,
-0.0872093141078949,
-0.0595753975212574,
0.1623796820640564,
0.0580587238073349,
-0.14868414402008057,
-0.10139432549476624,
-0.0645991787314415,
0.1706971824169159,
-0.0957571342587471,
0.1120176836848259,
-0.02685619704425335,
0.13557365536689758,
-0.08117405325174332,
-0.11333063244819641,
-0.0264675822108984,
-0.10572467744350433,
-0.07470468431711197,
0.053337324410676956,
0.13220453262329102,
0.007180594373494387,
0.0502890907227993,
0.05933311581611633,
-0.005787435453385115,
-0.01572268456220627,
-0.09080353379249573,
-0.05924297869205475,
0.05053991079330444,
0.11612089723348618,
0.08781226724386215,
-0.06409412622451782,
-0.14790208637714386,
-0.006903038825839758,
0.03011007234454155,
0.1906486302614212,
0.17809167504310608,
-0.01890787109732628,
0.06850291788578033,
0.2613784372806549,
-0.008126032538712025,
-0.2801091969013214,
-0.19435502588748932,
0.007852238602936268,
0.0400858148932457,
-0.06706338375806808,
-0.16176629066467285,
0.12982867658138275,
0.004140973556786776,
-0.009555032476782799,
-0.07782464474439621,
-0.15172870457172394,
-0.09684280306100845,
0.19704186916351318,
0.044590480625629425,
0.10740069299936295,
-0.11114490777254105,
-0.06142176315188408,
-0.1372431367635727,
-0.22851106524467468,
0.10936079174280167,
-0.027641091495752335,
0.0938667505979538,
-0.021062593907117844,
0.09008409827947617,
0.017318181693553925,
-0.019131317734718323,
0.12578554451465607,
-0.003162641078233719,
-0.054344601929187775,
-0.06972695142030716,
0.02542128786444664,
0.1107889860868454,
-0.0005904315039515495,
0.14957746863365173,
-0.04344409331679344,
-0.012003929354250431,
-0.007870343513786793,
-0.07905194908380508,
-0.055851832032203674,
0.09780454635620117,
0.001417796709574759,
-0.08693844079971313,
-0.032984863966703415,
-0.029402127489447594,
-0.04724478721618652,
-0.012131474912166595,
0.07166428864002228,
-0.0054614488035440445,
0.008879355154931545,
0.15111097693443298,
0.18994729220867157,
-0.13367842137813568,
0.014693889766931534,
-0.02928369864821434,
-0.09225659817457199,
0.04693298041820526,
-0.030519699677824974,
0.06367483735084534,
0.06482343375682831,
0.04286359250545502,
0.059090353548526764,
0.05706758424639702,
-0.037189796566963196,
0.008178181946277618,
0.08179354667663574,
-0.07095351815223694,
-0.18610809743404388,
-0.038077373057603836,
-0.06083208695054054,
-0.10439136624336243,
0.09743394702672958,
0.1136043593287468,
-0.024744806811213493,
-0.0903952494263649,
0.01690654270350933,
0.009670091792941093,
-0.0588548481464386,
0.13239946961402893,
0.0654086098074913,
0.042922791093587875,
-0.13084815442562103,
0.07527760416269302,
0.09734000265598297,
-0.07399934530258179,
0.010452235117554665,
0.09429772198200226,
-0.08284810185432434,
-0.07774320244789124,
0.004369468428194523,
-0.015796219930052757,
-0.10241280496120453,
-0.051540665328502655,
-0.06359050422906876,
-0.10734099894762039,
0.026767708361148834,
0.09805966168642044,
0.088436558842659,
-0.01933087594807148,
-0.06528782844543457,
0.03186294436454773,
-0.053475141525268555,
0.04814847558736801,
0.12087282538414001,
0.0708870142698288,
-0.08807060122489929,
0.09930521994829178,
-0.047116562724113464,
0.14587174355983734,
-0.06133998557925224,
-0.02429598569869995,
-0.07945416122674942,
0.0015455364482477307,
-0.2594725787639618,
0.01679932326078415,
-0.14089031517505646,
-0.014818334020674229,
0.007152245379984379,
-0.05827910825610161,
-0.016924742609262466,
0.05451110377907753,
-0.08302540332078934,
-0.018479909747838974,
-0.020766183733940125,
0.04855407029390335,
-0.10196688026189804,
-0.001165035180747509,
0.08269743621349335,
-0.04976753890514374,
0.08085008710622787,
0.07471049576997757,
-0.08581561595201492,
0.08221717178821564,
-0.05003928765654564,
-0.1211557611823082,
0.04017152637243271,
0.0678020566701889,
0.06269393861293793,
-0.02187122032046318,
0.012535269372165203,
0.06559043377637863,
0.04619331657886505,
0.009494947269558907,
0.13708679378032684,
-0.0698988065123558,
0.025243045762181282,
-0.02416672185063362,
-0.06571966409683228,
-0.029539426788687706,
0.008242446929216385,
0.15726469457149506,
0.10783429443836212,
0.08716502040624619,
-0.06650765240192413,
0.05614437162876129,
-0.035184212028980255,
0.01569395698606968,
-0.06538337469100952,
-0.11496762931346893,
0.033768944442272186,
-0.05708257108926773,
0.006806501653045416,
0.03326297178864479,
0.09239410609006882,
-0.039634548127651215,
0.1129283681511879,
-0.013166128657758236,
0.05642630159854889,
0.07423514872789383,
-0.011355276219546795,
0.20045724511146545,
0.048414912074804306,
-0.043234750628471375,
-0.06797665357589722,
0.015363648533821106,
0.06183835119009018,
0.03863558918237686,
0.06107592582702637,
0.06042078137397766,
0.016734763979911804,
0.08998594433069229,
0.07135570794343948,
0.06420442461967468,
-0.11502636224031448,
-0.16854338347911835,
0.07146819680929184,
0.062291160225868225,
-0.095504991710186,
0.06725943088531494,
0.09819865971803665,
-0.07831291854381561,
0.05426379293203354,
0.03155210241675377,
-0.07758361846208572,
-0.12156380712985992,
-0.11967255920171738,
-0.054036695510149,
-0.06916022300720215,
-0.0342969186604023,
-0.08973793685436249,
-0.0004398595483507961,
0.03531305491924286,
0.060507845133543015,
-0.006084194872528315,
0.16668246686458588,
-0.14526833593845367,
-0.05890711396932602,
0.04676060006022453,
-0.023317910730838776,
0.033068228513002396,
0.08717668056488037,
-0.011042340658605099,
-0.046185072511434555,
0.07625486701726913,
0.03283236175775528,
0.0476897731423378,
0.02647426910698414,
0.032837916165590286,
-0.04140744358301163,
-0.06608845293521881,
-0.06218736618757248,
0.01454225368797779,
0.03308212384581566,
0.15800683200359344,
0.03107832372188568,
-0.03392410650849342,
0.0021046085748821497,
0.0941060408949852,
-0.06938774883747101,
-0.2159101814031601,
-0.12375804036855698,
0.18055614829063416,
0.015190420672297478,
0.01846451684832573,
0.03057863563299179,
-0.09061910212039948,
-0.08790434151887894,
0.22979003190994263,
0.16359242796897888,
0.07451201975345612,
0.0318879634141922,
0.00016807633801363409,
0.015623630955815315,
-0.025407563894987106,
0.11841154098510742,
0.037429433315992355,
0.20428459346294403,
-0.040157902985811234,
-0.023948220536112785,
-0.016169246286153793,
-0.03110411949455738,
-0.2594156861305237,
0.025310657918453217,
-0.015593874268233776,
-0.06417956203222275,
0.01859726756811142,
0.08530277013778687,
-0.066603884100914,
-0.08272616565227509,
-0.06982515007257462,
-0.02359732985496521,
-0.07289755344390869,
0.015401971526443958,
0.02554483897984028,
0.014213562943041325,
0.07472970336675644,
-0.019242946058511734,
0.08244670927524567,
0.13482925295829773,
0.030808009207248688,
-0.09539356827735901,
0.024311115965247154,
0.17707662284374237,
-0.018859080970287323,
0.09001068770885468,
0.045236892998218536,
0.058558590710163116,
0.08307760208845139,
0.020940929651260376,
-0.10000425577163696,
0.024217933416366577,
0.040433503687381744,
-0.03482085466384888,
0.07946064323186874,
0.12251920998096466,
-0.042288992553949356,
-0.03416405990719795,
-0.06358698755502701,
-0.07898645102977753,
-0.0054684286005795,
0.1512921154499054,
0.07178255170583725,
-0.08577777445316315,
0.06427256762981415,
-0.16426074504852295,
0.060437750071287155,
0.11335811764001846,
-0.016140569001436234,
-0.0351281501352787,
-0.06788619607686996,
0.07935763150453568,
0.0326034314930439,
-0.07898440212011337,
-0.10773138701915741,
-0.16888336837291718,
-0.05169445648789406,
-0.11899874359369278,
0.055544767528772354,
-0.1387597620487213,
-0.015492928214371204,
-0.005446146242320538,
0.04186849296092987,
-0.1205734983086586,
0.02500532567501068,
0.10612687468528748,
-0.015141231007874012,
0.03241400793194771,
-0.08491804450750351,
-0.03655875101685524,
0.018472570925951004,
-0.1428365558385849,
-0.04383479058742523
] |
null | null | transformers |
# distilbert-base-th-cased
We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
## How to use
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("Geotrend/distilbert-base-th-cased")
model = AutoModel.from_pretrained("Geotrend/distilbert-base-th-cased")
```
To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
### How to cite
```bibtex
@inproceedings{smallermdistilbert,
title={Load What You Need: Smaller Versions of Mutlilingual BERT},
author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
booktitle={SustaiNLP / EMNLP},
year={2020}
}
```
## Contact
Please contact [email protected] for any question, feedback or request. | {"language": "th", "license": "apache-2.0", "datasets": "wikipedia"} | fill-mask | Geotrend/distilbert-base-th-cased | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"th",
"dataset:wikipedia",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04+00:00 | [] | [
"th"
] | TAGS
#transformers #pytorch #safetensors #distilbert #fill-mask #th #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us
|
# distilbert-base-th-cased
We are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.
Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
For more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.
## How to use
To generate other smaller versions of multilingual transformers please visit our Github repo.
### How to cite
## Contact
Please contact amine@URL for any question, feedback or request. | [
"# distilbert-base-th-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
"TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #th #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n",
"# distilbert-base-th-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.",
"## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.",
"### How to cite",
"## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
58,
88,
24,
5,
16
] | [
"passage: TAGS\n#transformers #pytorch #safetensors #distilbert #fill-mask #th #dataset-wikipedia #license-apache-2.0 #autotrain_compatible #endpoints_compatible #region-us \n# distilbert-base-th-cased\n\nWe are sharing smaller versions of distilbert-base-multilingual-cased that handle a custom number of languages.\n\nOur versions give exactly the same representations produced by the original model which preserves the original accuracy.\n\n\nFor more information please visit our paper: Load What You Need: Smaller Versions of Multilingual BERT.## How to use\n\n\n\nTo generate other smaller versions of multilingual transformers please visit our Github repo.### How to cite## Contact \n\nPlease contact amine@URL for any question, feedback or request."
] | [
-0.05501241981983185,
0.04319143295288086,
-0.004791168961673975,
0.10387104749679565,
0.08233677595853806,
-0.039577510207891464,
0.1363004893064499,
0.07415903359651566,
-0.0055501521565020084,
0.01284788828343153,
0.057894267141819,
0.03527466952800751,
0.024714913219213486,
0.09982213377952576,
-0.0565543994307518,
-0.23066991567611694,
0.013147696852684021,
0.04167291522026062,
-0.00644867355003953,
0.0820414125919342,
0.12696102261543274,
-0.08761084824800491,
0.06236889585852623,
0.02579999901354313,
-0.032237935811281204,
0.0589761845767498,
-0.01923127844929695,
-0.1068735420703888,
0.10247977823019028,
0.045862819999456406,
0.10826170444488525,
0.04047583043575287,
0.07895340025424957,
-0.0361938402056694,
0.021551333367824554,
0.018756315112113953,
0.023019328713417053,
0.019207455217838287,
0.011893837712705135,
-0.0678086131811142,
0.03255141153931618,
-0.10904457420110703,
0.005255085416138172,
0.05124109610915184,
-0.02862023003399372,
-0.13565707206726074,
-0.06806135177612305,
0.04432939365506172,
0.08969787508249283,
0.02869696542620659,
0.0107125760987401,
0.17200668156147003,
-0.049304213374853134,
0.07188653200864792,
0.20165996253490448,
-0.2315649688243866,
-0.050560664385557175,
0.0698038786649704,
0.04535328224301338,
0.013076038099825382,
-0.0313759408891201,
0.04471161589026451,
0.05723676458001137,
0.08386870473623276,
0.0009422025759704411,
-0.08756908029317856,
-0.028608251363039017,
-0.07738656550645828,
-0.09628164768218994,
-0.05283082276582718,
0.16457688808441162,
-0.05813237279653549,
-0.12050625681877136,
-0.07878970354795456,
-0.062605120241642,
0.16506327688694,
-0.04993664473295212,
-0.012624280527234077,
-0.011105918325483799,
-0.020566536113619804,
-0.05383799597620964,
-0.10816139727830887,
-0.13902214169502258,
-0.05849523842334747,
-0.0947108045220375,
0.18883711099624634,
0.06347091495990753,
0.03478289023041725,
-0.05487427860498428,
0.027641547843813896,
-0.047443803399801254,
-0.10197173058986664,
-0.019836613908410072,
-0.08842283487319946,
0.08643238991498947,
0.020108161494135857,
-0.06786220520734787,
-0.08330844342708588,
0.12814480066299438,
0.1459341049194336,
-0.06721538305282593,
-0.0035281984601169825,
-0.05010606721043587,
-0.023329010233283043,
0.06483479589223862,
0.09356079995632172,
-0.04532771557569504,
0.024778110906481743,
0.1018950343132019,
-0.02675650827586651,
0.039373043924570084,
0.00005903467535972595,
-0.10869748890399933,
-0.07180224359035492,
0.059386685490608215,
0.1410275399684906,
0.019466061145067215,
0.04400572553277016,
0.0020965058356523514,
-0.016277920454740524,
0.14017154276371002,
-0.14409992098808289,
0.035502202808856964,
-0.007268540561199188,
0.05248963460326195,
0.12299197912216187,
0.018640438094735146,
-0.02711951732635498,
-0.12901818752288818,
-0.04475446045398712,
-0.0019311135401949286,
-0.03156692534685135,
-0.017853766679763794,
-0.10368926078081131,
0.0365624874830246,
-0.07550524175167084,
-0.007032420951873064,
-0.17640429735183716,
-0.12522733211517334,
0.05964244157075882,
0.033386338502168655,
-0.014911619946360588,
0.005330830346792936,
0.03234172239899635,
0.01623241789638996,
-0.012891876511275768,
-0.02883528731763363,
-0.07667316496372223,
-0.027305634692311287,
0.03880774602293968,
0.043178003281354904,
0.07232759892940521,
-0.09695977717638016,
0.014140386134386063,
-0.08363161236047745,
0.018328506499528885,
-0.1828071027994156,
0.05075657740235329,
-0.07065057754516602,
-0.0035548079758882523,
-0.10401588678359985,
-0.12133751064538956,
0.061394307762384415,
-0.015495765954256058,
0.04481849446892738,
0.11610446870326996,
-0.11680526286363602,
-0.03985828906297684,
0.15084898471832275,
-0.1121893897652626,
-0.044012196362018585,
0.2121017575263977,
0.008781673386693,
-0.03720837086439133,
0.11138483881950378,
0.03136056661605835,
0.0883634015917778,
-0.09745717793703079,
-0.003632668638601899,
0.047068145126104355,
-0.001722758635878563,
0.010801528580486774,
0.06495941430330276,
-0.02083004079759121,
-0.04307929426431656,
0.013699628412723541,
-0.029929032549262047,
0.009278325363993645,
-0.02743147313594818,
-0.037778496742248535,
-0.04083705320954323,
-0.07842924445867538,
0.1137431189417839,
0.025724142789840698,
0.020636549219489098,
-0.08736660331487656,
-0.05092812702059746,
0.053780317306518555,
0.0552280955016613,
-0.0685676783323288,
0.03607141599059105,
-0.10874316841363907,
0.08235540241003036,
-0.07112587988376617,
0.019934389740228653,
-0.13279607892036438,
-0.049716122448444366,
0.047235362231731415,
-0.015936817973852158,
0.04444252699613571,
-0.027372216805815697,
0.07890445739030838,
0.06815598160028458,
-0.05858456343412399,
0.049808602780103683,
0.04849790036678314,
-0.008975330740213394,
-0.0031818621791899204,
-0.03091011568903923,
-0.048477932810783386,
-0.046196941286325455,
0.045787762850522995,
-0.021643951535224915,
0.013519145548343658,
-0.02053121104836464,
0.09828541427850723,
-0.058722320944070816,
0.04314270615577698,
0.046366993337869644,
0.037192340940237045,
-0.052621059119701385,
-0.036864954978227615,
0.04671219363808632,
-0.029801437631249428,
-0.042429521679878235,
0.06028944253921509,
-0.0029939410742372274,
0.00823451392352581,
0.12378676980733871,
0.01677076146006584,
0.02201010473072529,
-0.009467479772865772,
-0.019959038123488426,
0.01616780087351799,
-0.050075680017471313,
-0.05134100466966629,
0.12430897355079651,
0.007733358535915613,
0.0845184326171875,
-0.10319586843252182,
-0.0034385493490844965,
0.017204085364937782,
-0.09264907240867615,
-0.06669685244560242,
0.060242824256420135,
0.01109328307211399,
-0.11298372596502304,
0.08241107314825058,
0.1259230375289917,
-0.041196905076503754,
0.08290371298789978,
-0.03684861212968826,
-0.05565482750535011,
0.05083403363823891,
0.021817263215780258,
0.04385029152035713,
-0.0018763472326099873,
-0.05347061529755592,
-0.028029855340719223,
0.08417107909917831,
-0.04961797222495079,
-0.019216297194361687,
-0.10553662478923798,
0.04588034376502037,
0.02019568718969822,
-0.05616052448749542,
-0.06237822026014328,
0.01626812107861042,
0.014017547480762005,
0.05090304836630821,
0.0028524037916213274,
-0.023550841957330704,
0.03383905813097954,
0.02095852605998516,
-0.027960726991295815,
0.1563010960817337,
-0.11082059144973755,
-0.29789215326309204,
-0.20750810205936432,
-0.13457779586315155,
-0.15133914351463318,
0.06993501633405685,
0.08432376384735107,
-0.08935784548521042,
-0.09591986984014511,
-0.023449134081602097,
0.07155656814575195,
0.007641248404979706,
-0.000635721196886152,
0.036527667194604874,
0.005785689223557711,
-0.0013562951935455203,
-0.16366496682167053,
-0.020452657714486122,
0.04393038898706436,
-0.12670134007930756,
0.09509923309087753,
-0.043161164969205856,
0.06548912078142166,
0.04694629833102226,
-0.044867075979709625,
0.0017836674815043807,
-0.015540354885160923,
0.12111631780862808,
0.001739407074637711,
0.05171581357717514,
0.2454560101032257,
-0.02093837969005108,
0.06938576698303223,
0.08313605934381485,
0.05575607717037201,
-0.02295437641441822,
0.04666774719953537,
-0.00028967036632820964,
-0.05959463119506836,
-0.18563531339168549,
-0.06651867181062698,
-0.044105757027864456,
0.07667216658592224,
0.0628405511379242,
0.0586756207048893,
-0.004435136914253235,
0.09560932219028473,
-0.07382727414369583,
0.057653892785310745,
0.029208747670054436,
0.07385274767875671,
0.14288954436779022,
0.011818930506706238,
0.09249266982078552,
-0.048039376735687256,
-0.10558823496103287,
0.10131559520959854,
0.019568776711821556,
0.09780696034431458,
-0.022849099710583687,
0.10111220180988312,
0.059801988303661346,
0.061637308448553085,
0.08759117126464844,
0.23354385793209076,
-0.0463993176817894,
0.02400071546435356,
-0.004028209485113621,
-0.07541481405496597,
-0.03942454233765602,
-0.02924712374806404,
0.030179347842931747,
-0.01887432672083378,
-0.01862640492618084,
-0.02840069681406021,
0.029647311195731163,
0.22136734426021576,
0.06843651831150055,
-0.19776712357997894,
-0.08614307641983032,
0.039564065635204315,
-0.07280929386615753,
-0.09214439988136292,
0.023228518664836884,
0.03410758450627327,
-0.12068594992160797,
0.08794071525335312,
0.0018174280412495136,
0.09906178712844849,
-0.01789368875324726,
0.017148461192846298,
-0.14451190829277039,
0.06935112923383713,
0.013509467244148254,
0.10997822880744934,
-0.19761207699775696,
0.11913914233446121,
0.020764803513884544,
0.05383216217160225,
-0.11625481396913528,
0.06701943278312683,
0.05769107863306999,
0.05239194631576538,
0.10172916948795319,
-0.01444164663553238,
0.15523827075958252,
-0.11487594246864319,
-0.10860247164964676,
0.055060431361198425,
0.06039387360215187,
0.004806589335203171,
0.09155984967947006,
-0.009140348993241787,
-0.04073669761419296,
-0.01382815558463335,
0.00580976065248251,
-0.1930881291627884,
-0.1458226442337036,
0.046607889235019684,
0.03362394496798515,
-0.04937916249036789,
-0.055437441915273666,
-0.08830703794956207,
-0.04520455002784729,
0.13961412012577057,
0.07964872568845749,
-0.15174801647663116,
-0.07883201539516449,
-0.10169465839862823,
0.16156290471553802,
-0.09103825688362122,
0.1182231679558754,
-0.05404509976506233,
0.13662490248680115,
-0.07658255845308304,
-0.09328550100326538,
-0.025827862322330475,
-0.11888118833303452,
-0.10643640160560608,
0.05290939286351204,
0.16138528287410736,
0.004375513643026352,
0.027199506759643555,
0.07421699166297913,
0.00021812003978993744,
-0.016089877113699913,
-0.08400795608758926,
-0.04685806855559349,
0.03744950890541077,
0.13535520434379578,
0.09073784947395325,
-0.07597909867763519,
-0.18383657932281494,
-0.028978805989027023,
0.010830948129296303,
0.17432008683681488,
0.21433603763580322,
-0.0035533837508410215,
0.04805683717131615,
0.2862159311771393,
0.012406576424837112,
-0.2633374035358429,
-0.20009642839431763,
-0.025861484929919243,
0.015889478847384453,
-0.05422370880842209,
-0.13011713325977325,
0.11768732219934464,
0.018570266664028168,
-0.026055440306663513,
-0.02758067473769188,
-0.1616695374250412,
-0.0947374552488327,
0.21086953580379486,
0.06910272687673569,
0.09384693205356598,
-0.1115325540304184,
-0.048176683485507965,
-0.11613520979881287,
-0.18709632754325867,
0.0979209691286087,
-0.08450998365879059,
0.09076356142759323,
-0.02316635474562645,
0.06757086515426636,
0.023025108501315117,
-0.019756434485316277,
0.11841493099927902,
-0.03854784369468689,
-0.03131895884871483,
-0.0787125900387764,
0.016462162137031555,
0.09357109665870667,
-0.01288186851888895,
0.16011999547481537,
-0.07147280871868134,
0.015425479039549828,
0.04537413641810417,
-0.08081322908401489,
-0.055193234235048294,
0.11351615190505981,
-0.005641196854412556,
-0.09490162134170532,
-0.03810930997133255,
-0.01673751510679722,
-0.05161108449101448,
-0.011809229850769043,
0.05556410178542137,
0.013875270262360573,
0.027853427454829216,
0.1539849191904068,
0.1869381070137024,
-0.13820478320121765,
0.0754299908876419,
-0.02649402618408203,
-0.0957002118229866,
0.04544946923851967,
0.003248730441555381,
0.06705302000045776,
0.05180465430021286,
0.02788453921675682,
0.0592208094894886,
0.04725222289562225,
-0.047678880393505096,
0.013309652917087078,
0.08082545548677444,
-0.09830658882856369,
-0.2091268002986908,
-0.01995781622827053,
-0.037178121507167816,
-0.08438953757286072,
0.12567375600337982,
0.11093337088823318,
-0.03177458047866821,
-0.08828616887331009,
-0.0012886165641248226,
0.028489399701356888,
-0.030808089300990105,
0.11230733245611191,
0.05909183621406555,
0.032138168811798096,
-0.11521174758672714,
0.08953772485256195,
0.10139589756727219,
-0.07075288146734238,
0.00730504235252738,
0.0807548314332962,
-0.09450365602970123,
-0.08848851919174194,
0.01871432736515999,
-0.022557687014341354,
-0.059879910200834274,
-0.0673922747373581,
-0.05096408352255821,
-0.10368859767913818,
0.0031417685095220804,
0.09569114446640015,
0.08048930764198303,
-0.010038095526397228,
-0.03990839794278145,
0.03236738592386246,
-0.07394703477621078,
0.08194001764059067,
0.11093626916408539,
0.07306507229804993,
-0.10349572449922562,
0.06435876339673996,
-0.034256383776664734,
0.11933063715696335,
-0.0533067025244236,
-0.022529659792780876,
-0.06189917027950287,
-0.00817518588155508,
-0.24373872578144073,
0.0330822691321373,
-0.13434377312660217,
-0.0035734581761062145,
-0.003832464572042227,
-0.05849741771817207,
-0.005337399896234274,
0.058781322091817856,
-0.0593186654150486,
-0.01706753484904766,
-0.02143707498908043,
0.059292733669281006,
-0.14136439561843872,
-0.02192702144384384,
0.07270022481679916,
-0.05325926095247269,
0.10755560547113419,
0.06470341235399246,
-0.08033866435289383,
0.0697968602180481,
-0.09879035502672195,
-0.10250813513994217,
0.05001557990908623,
0.062223926186561584,
0.05054866522550583,
-0.056513600051403046,
0.01897280290722847,
0.07769661396741867,
0.024014009162783623,
0.009724398143589497,
0.13897372782230377,
-0.07372861355543137,
0.015594040043652058,
-0.008197596296668053,
-0.0652557983994484,
-0.020849110558629036,
0.003112608566880226,
0.1455068588256836,
0.06425625085830688,
0.11208909004926682,
-0.08383502811193466,
0.03940119221806526,
-0.049064286053180695,
0.014876889996230602,
-0.06277265399694443,
-0.13246913254261017,
-0.021623410284519196,
-0.028945986181497574,
0.006765425670892,
0.02255372703075409,
0.09520317614078522,
-0.025911562144756317,
0.10810928046703339,
-0.01905974932014942,
0.044289443641901016,
0.0888911783695221,
-0.014718406833708286,
0.18928907811641693,
0.030231958255171776,
-0.049925465136766434,
-0.0879896804690361,
-0.0010708021000027657,
0.059201449155807495,
-0.00926793273538351,
0.07539331912994385,
0.08388841152191162,
0.009540344588458538,
0.0627187192440033,
0.07111719995737076,
0.04294602572917938,
-0.10226628184318542,
-0.21025894582271576,
0.06780566275119781,
0.038854461163282394,
-0.07578592002391815,
0.07836727052927017,
0.12291215360164642,
-0.06824609637260437,
0.03584953770041466,
0.008818443864583969,
-0.06225522607564926,
-0.12523004412651062,
-0.11197183281183243,
-0.07078785449266434,
-0.05477883294224739,
-0.035306666046381,
-0.08956126123666763,
-0.005978244822472334,
0.012996058911085129,
0.06732410192489624,
-0.03215567767620087,
0.19446101784706116,
-0.11630672216415405,
-0.047254499047994614,
0.04818079248070717,
-0.011862707324326038,
0.03123542293906212,
0.11283452063798904,
-0.02594987489283085,
-0.04196030646562576,
0.05904712527990341,
0.03833397477865219,
0.04205500707030296,
0.020377792418003082,
0.04341570660471916,
-0.05354057997465134,
-0.06517643481492996,
-0.052263397723436356,
0.018757414072752,
0.02544725127518177,
0.1600489765405655,
0.04386181756854057,
-0.02304924465715885,
0.025712385773658752,
0.10560116171836853,
-0.041992977261543274,
-0.2313501238822937,
-0.09457162767648697,
0.23966924846172333,
0.011254667304456234,
0.017560772597789764,
0.038816940039396286,
-0.10209009796380997,
-0.06678249686956406,
0.2001950591802597,
0.16363081336021423,
0.0768665075302124,
0.02966180071234703,
-0.032304197549819946,
0.01400480605661869,
-0.03157820180058479,
0.11522839963436127,
0.07377330213785172,
0.20006325840950012,
-0.04057316854596138,
-0.00123894726857543,
-0.014512313529849052,
-0.002029312076047063,
-0.26722854375839233,
0.03468145430088043,
-0.01302923820912838,
-0.042322177439928055,
0.0034816842526197433,
0.08644670248031616,
-0.0321788527071476,
-0.07141649723052979,
-0.1032082661986351,
-0.023436149582266808,
-0.07910729944705963,
0.01787102408707142,
0.029461558908224106,
-0.001763003645464778,
0.062108974903821945,
-0.023440562188625336,
0.07913510501384735,
0.11343701928853989,
0.02797633968293667,
-0.0733533501625061,
0.03622575104236603,
0.15487176179885864,
0.006478412542492151,
0.15861105918884277,
0.04400930181145668,
0.06600189954042435,
0.09396079927682877,
-0.013247029855847359,
-0.1157851293683052,
0.06565507501363754,
0.047144047915935516,
-0.025160178542137146,
0.0946311205625534,
0.09834136068820953,
-0.03720914572477341,
-0.06823510676622391,
-0.044377945363521576,
-0.0555117167532444,
0.003211185336112976,
0.14580512046813965,
0.04178275540471077,
-0.10271197557449341,
0.08850704878568649,
-0.15418848395347595,
0.056231580674648285,
0.09545250236988068,
-0.02482631243765354,
-0.02009657956659794,
-0.07809663563966751,
0.08880952000617981,
0.05270134285092354,
-0.08291257917881012,
-0.07401736080646515,
-0.16559389233589172,
-0.027742981910705566,
-0.08807208389043808,
0.05731827765703201,
-0.1822969913482666,
-0.0036452114582061768,
-0.017048081383109093,
0.03212551772594452,
-0.1369963437318802,
0.012271992862224579,
0.09987961500883102,
0.0022629033774137497,
0.02710423246026039,
-0.061090704053640366,
-0.0600590705871582,
0.03132997080683708,
-0.13146138191223145,
-0.04052950069308281
] |
Subsets and Splits