update

affinity_results.csv

@@ -13,3 +13,6 @@ ESM1B,0.4501632357515115,0.4931685122190886,0.4342063947961432,0.621965755113392
 BERT-BFD,0.4448170306499859,0.6113873585409764,0.9263628408525268,0.566966821296589,0.4865992993127356,0.5296277777040057,0.6718579089390813,0.5552718234393493,0.4637340397597387,0.4791613281827077,4.890892216528142,5.725314337921713,5.331701983586552,5.4013836359968685,4.978715679852711,5.043597335485322,5.207437918116837,5.471131059610876,4.908035696912318,5.159425224837213,89.37825283303883,86.70973091060092,82.06118288446257,88.04721715337493,89.03081993312291,87.1813995197648,85.64658827183871,86.91992905407324,89.90154296718104,89.10437015952141
 ALBERT,0.3638181205913795,0.4145647246485391,0.4225723542199757,0.4180755688485064,0.3769070687806279,0.3852427891983035,0.5337044026317138,0.5152892577551236,0.3162150639020638,0.436315750614734,4.543807213743451,4.620814350874956,4.636323440900794,4.629862301306496,4.461181070205814,4.421142619645884,4.6010953004192805,4.921624323959039,4.130872146074636,4.761171578466708,91.41677745489476,91.1051844116328,90.86037597307644,91.32274597303368,91.58826969526775,90.75900449225074,88.76217972239687,87.93674496085819,93.29342280244214,90.06659502854613
 UNIREP,0.6602929386622981,0.7621656898469429,0.6860100830018877,0.732935263014279,0.6839523032817156,0.658095858545504,0.7120406144086044,0.8880543034438837,0.7610722111587395,0.776348869525036,6.210118587460963,6.694844926602742,6.144275808273184,6.324277753011004,6.402114111730377,6.065039003093328,6.079506587122322,7.049278960256014,6.301896456461216,6.602531905287829,83.61027109626879,82.88502735860479,84.44544119549433,84.29772424751151,84.11324714733352,83.57041793282083,84.58290477330192,78.16525665344005,82.77997884114612,81.49887539139691
+ESM2,0.4617608830132655,0.5579616648905329,0.4727269075503704,0.435986994834797,0.5534451797130966,0.4802471603124414,0.4791373547593347,0.4291384228233002,0.4224833538183299,0.4663673649313639,4.899241673300481,5.430671020981458,4.8016715183170975,4.959652301161569,5.448578680678749,4.832468371075076,4.735096561786694,4.886639608713413,4.704739662187656,4.93977983277718,88.95942287282783,87.8731812708417,89.61941226633724,90.92692754007568,87.45513508570895,88.22444707575374,89.81093592277934,90.11758080647054,90.77078332469812,89.31210741016591
+ESM3,0.5002033391789136,0.598251127247805,0.5266831662560486,0.5638555290908155,0.4825063982476643,0.5669914753631109,0.5158112294006747,0.4332845200807877,0.4421111023408956,0.486108410886835,5.265957361630899,5.631588136924826,5.198961249432792,5.359613730226244,5.28531247947744,5.139777523934834,5.195571414060566,4.995815895482412,4.96987580620694,5.290971353525213,88.34731964374691,87.60801586061659,89.15286012330307,88.2342516827053,89.17869279668864,86.97744961614487,89.79060769722854,90.03408939111385,90.6365014418498,88.8049085551498
+ProstT5,0.6869610082035003,0.6717842738564068,1.6811792999616035,0.7369949426580442,0.5848678439049637,0.8735781735088695,0.8263825924489752,0.6524222339052969,0.5434822404094753,0.5862961164309625,5.751828651461013,5.921529916942037,6.4834583940626205,6.155386691180904,5.705662591987397,5.742791518273674,5.635757408264879,5.980579860419715,5.313603180583247,5.6236507685505215,84.40452700942163,85.09304303838937,68.4353829475989,84.09438394158165,86.60056662086224,79.832039682912,81.87890237010258,84.45465083197742,87.97399257163516,86.47863979229268

family_results.csv

@@ -19,3 +19,7 @@ ALBERT,0.9337980871906654,0.9601780479875311,0.9389327447885962,0.95005342060706
 BLAST,0.8994368147880927,0.8900966098323437,0.9226031093304592,0.8901212347122709,0.8754419228105058,0.8735424973543596,0.8824561185411313,0.8717787212872966,0.8916591094840742,0.90214396198527,0.9052631578947368,0.8763157894736842,0.9276315789473684,0.8802631578947369,0.8644736842105263,0.8618421052631579,0.8697368421052631,0.8592105263157894,0.8828947368421053,0.9092105263157896,0.8438460005623281,0.8313715476717919,0.8804477591956305,0.8271924785384245,0.8083409459436003,0.8041086062972486,0.8129518221672563,0.8002376870500116,0.8329250116015279,0.8546204687555067,0.8507005653918315,0.8780320850609193,0.8898411558787399,0.8778418185455173,0.862573297687121,0.8533068240001741,0.8619928638019226,0.8536655590786432,0.8802835956878616,0.868114434862799,0.8328947368421052,0.8618421052631579,0.8789473684210526,0.8657894736842106,0.85,0.8394736842105263,0.8460526315789474,0.8381578947368421,0.868421052631579,0.8552631578947368,0.7679540065119902,0.8125510945454688,0.8259695309487323,0.8097612007764673,0.7937791092786042,0.7784074457286377,0.7831392243736999,0.7711154552396787,0.8167306192805611,0.7986246403473813,0.8702200546944119,0.9271034861190576,0.8883284409657682,0.8786002826298277,0.871766302072326,0.867156153717053,0.8641129651772407,0.8593225633734544,0.8884957819450395,0.8678816611351273,0.8565789473684211,0.9289473684210526,0.8789473684210526,0.8671052631578947,0.8605263157894737,0.8552631578947368,0.8486842105263158,0.8460526315789474,0.8789473684210526,0.8565789473684211,0.7906577635123136,0.8871463074877645,0.821086091257117,0.8088066266580867,0.8060847141481162,0.7972673770615742,0.7834912634325748,0.7818990926630219,0.829219633982831,0.795128890165774,0.8437037232805314,0.7834482908779725,0.762204358323215,0.7870077313999712,0.7609916873678099,0.768001654583747,0.7696349007526726,0.740235648545399,0.7658028313122404,0.7608833663286035,0.8526315789473684,0.75,0.7276315789473684,0.7552631578947369,0.7302631578947368,0.7368421052631579,0.7368421052631579,0.7052631578947368,0.7315789473684211,0.7315789473684211,0.7521192058094764,0.6911028066858957,0.6440453428499832,0.6822528901561032,0.6708705789641752,0.6657176118285464,0.6615181913033591,0.634752618193219,0.6639998905208032,0.6524517316824477
 HMMER,0.8857244339982796,0.8942593541573811,0.9055917105686472,0.8948552500955932,0.8702458271518406,0.8806407005218767,0.8907610618729432,0.8777732000409353,0.8998003723932657,0.8867748276935055,0.8789473684210526,0.8868421052631579,0.9013157894736842,0.8868421052631579,0.8631578947368421,0.8736842105263158,0.8855263157894737,0.8697368421052631,0.8947368421052632,0.8802631578947369,0.8173676518601685,0.8380990284447674,0.8497358749113773,0.8348451429453138,0.7995830212809739,0.816667485982017,0.8262867564059866,0.8086671799673962,0.8421994016886463,0.8234349647118497,0.8671173626264541,0.8981140331029074,0.8963828221454435,0.8581577462710475,0.8733630571127957,0.8729723048613938,0.8776022439648629,0.8760083966212278,0.8782510964113484,0.8885191236924452,0.8592105263157894,0.8894736842105263,0.8907894736842106,0.843421052631579,0.8671052631578947,0.8644736842105263,0.8710526315789474,0.8657894736842106,0.8710526315789474,0.881578947368421,0.7927227805231811,0.8433458705039744,0.8347489420609546,0.7874677611409481,0.8030194438740427,0.8044627043522427,0.805528990915468,0.80101506423109,0.8054112313201446,0.8259438689421135,0.8838424192438605,0.8921219672707627,0.8931676682786011,0.8860166291583353,0.8753250364592648,0.8796113995788182,0.8782061643583134,0.8792458989539333,0.8863499251393241,0.8928307379220323,0.8763157894736842,0.8828947368421053,0.8881578947368421,0.8776315789473684,0.868421052631579,0.8723684210526316,0.8710526315789474,0.8710526315789474,0.8802631578947369,0.8868421052631579,0.8153780736495021,0.8361636437147114,0.8318072597736604,0.8219579690560128,0.8067595549539671,0.8148247615648502,0.8054216593270787,0.8076777244534538,0.8196269103961087,0.8315677150842147,0.8185660914315824,0.8115257134201308,0.8200337506637438,0.816364797771565,0.7953362945436833,0.8085209223608563,0.8039681015669964,0.7856101461988461,0.819259699378899,0.7684990621817407,0.8039473684210526,0.7881578947368421,0.8026315789473685,0.8013157894736842,0.7776315789473685,0.7894736842105263,0.7894736842105263,0.7684210526315789,0.8065789473684211,0.7473684210526316,0.7279789320261325,0.7211116320618047,0.7240924875223883,0.7306878745756599,0.694992951121217,0.7156942012479103,0.6987576032251348,0.6802430387753704,0.7162987041812409,0.6649656925575692
 UNIREP,0.842677146904503,0.5236028167333088,0.8353774172052488,0.8590994294966616,0.7548449691539199,0.6980782391380455,0.7773900667303155,0.8526223564409544,0.8108610259854645,0.7846345595281792,0.8486842105263158,0.5013157894736842,0.8381578947368421,0.8605263157894737,0.7302631578947368,0.6723684210526316,0.756578947368421,0.843421052631579,0.8039473684210526,0.7776315789473685,0.7578078368163275,0.4747146081196288,0.7434702061868262,0.7774555786856502,0.6711528382584078,0.6203560266470205,0.673080663540918,0.7576948806619103,0.7111715915764895,0.6843469556661257,0.844191989439743,0.8317749905078602,0.8428698801290774,0.8576053459511849,0.8435290584866681,0.8162844980475455,0.8092506033645968,0.7467319597716356,0.8442381309815576,0.816774763845294,0.8460526315789474,0.8171052631578948,0.8368421052631579,0.8526315789473684,0.8394736842105263,0.8026315789473685,0.7868421052631579,0.7315789473684211,0.8381578947368421,0.8171052631578948,0.7461951926150238,0.736051321809993,0.7445472448841755,0.7714586101940457,0.7495936366641683,0.7196650528102905,0.6869263614484122,0.6487005324600367,0.748518050318639,0.7189324801147543,0.8274833861932452,0.748118037897249,0.827766315697491,0.8588841198992843,0.8661529069223489,0.8226327652191592,0.7959699454867499,0.7523666199586571,0.7697052366488568,0.794919160975582,0.8289473684210527,0.756578947368421,0.8131578947368421,0.8578947368421053,0.8657894736842106,0.8342105263157895,0.7710526315789473,0.7078947368421052,0.7473684210526316,0.7776315789473685,0.7326165072847507,0.6582583522726466,0.7336523110099413,0.7814469852596888,0.7856827377946762,0.7418141085463645,0.6824069158850872,0.6194164100770886,0.6691612340650203,0.6891368547968812,0.4091770525109873,0.7931881307079539,0.7068393813488587,0.836290370967611,0.7362914415854108,0.745842543165444,0.7493717703383816,0.8034246263704827,0.7906361076952095,0.46335060686343266,0.425,0.7947368421052632,0.6697368421052632,0.8381578947368421,0.6973684210526315,0.7210526315789474,0.7223684210526315,0.7894736842105263,0.8065789473684211,0.36447368421052634,0.4724033229180021,0.6999724955470188,0.564226811353106,0.7389461970407412,0.5711711774000037,0.6423230568307722,0.6293924857651447,0.6974571066998062,0.6885086726513583,0.36484451343635355
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+ESM3,0.8662141171059535,0.8810224965796498,0.921832354589182,0.7661084782956633,0.9233862150920976,0.5420490765727157,0.908723524422328,0.9271712666701584,0.8992206848099119,0.8087386062726813,0.8504043126684636,0.8669354838709677,0.9184491978609626,0.7059620596205962,0.9226666666666666,0.4597855227882037,0.9117647058823528,0.9282868525896414,0.896414342629482,0.7981283422459893,0.7943457692060978,0.8115579382392947,0.8707699253340435,0.6484764262234535,0.8753073301303144,0.4935791679486107,0.8567171699995625,0.8797244157899734,0.8411590822139291,0.7220587007813631,0.8646006145079739,0.9337693301086464,0.8964128025359908,0.8953605218044102,0.8983816556537143,0.9351078097021736,0.918986941421152,0.9143871569652318,0.7805131452588592,0.8688017695850303,0.862533692722372,0.9327956989247312,0.8890374331550802,0.8888888888888888,0.892,0.935656836461126,0.9171122994652406,0.9110225763612216,0.7397078353253652,0.8502673796791443,0.7882000641323678,0.8955074135168428,0.8302336392279147,0.833729588298002,0.8381867642697731,0.8980094137451746,0.8671860730681685,0.8593491726508556,0.6649977237702522,0.7845930634430788,0.8158961328925777,0.9009695332057668,0.8821550607847786,0.8818108413817065,0.927708148461673,0.8981455995404343,0.5115817851135223,0.9256213603213695,0.8904288718768703,0.9003956322002551,0.7897574123989218,0.8897849462365591,0.8756684491978609,0.8699186991869918,0.9266666666666666,0.8967828418230563,0.4224598930481283,0.9229747675962816,0.8911022576361222,0.893048128342246,0.738915495892121,0.8414416596481421,0.8068875341508844,0.8172944651501449,0.8822782382565756,0.8408829799728945,0.4444260222778778,0.8767820802462396,0.8318738312224209,0.8454351171326655,0.7718800402616779,0.9282215862961328,0.9150226758696248,0.9292703026895308,0.8821210847529826,0.645252835045813,0.876487800844681,0.8050751337746428,0.8623757366911905,0.8941087555730562,0.7452830188679245,0.9247311827956988,0.9157754010695188,0.9308943089430894,0.876,0.5630026809651475,0.8663101604278075,0.7622841965471447,0.852589641434263,0.893048128342246,0.6915381541754447,0.8865405833105093,0.8618331113287252,0.888454120253327,0.8050903139865204,0.5471701048852617,0.8017266257352063,0.6776240485374595,0.7830462732811954,0.8315245177609283
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function_results.csv

@@ -19,3 +19,7 @@ ALBERT,,0.82605,0.85917,0.81278,,0.84857,0.84603,0.87143,,0.90278,0.9625,0.875,,
 BLAST,,0.68935,0.82625,0.65056,,0.90476,0.90476,0.90476,,0.97222,0.98,0.975,,0.84964,0.91405,0.79753,,0.9037,0.91845,0.9019,,,,,,0.92355,0.92622,0.92787,,0.93553,0.94454,0.93524,,0.82035,0.96132,0.76427,,0.3581,0.4,0.36,,0.21389,0.3,0.16667,,0.50695,0.70694,0.50556,,0.60004,0.72563,0.51855,,0.65951,0.80884,0.56193,,0.63796,0.74377,0.56036,,0.71088,0.74523,0.71343,,0.57985,0.84346,0.47274,,0.73621,0.8528,0.65846,,0.4915,0.62727,0.43636,,0.48419,0.74889,0.38444,,0.41761,0.50243,0.39091,,0.71801,0.74232,0.71475,,0.69566,0.71552,0.69476,,,,,,0.57519,0.7466,0.49622,,0.74771,0.78577,0.76631,,0.45524,0.70624,0.35455,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.51946,0.42677,0.4237,0.16667,0.36,0.50556,0.4622,0.65957,0.63075,0.53797,0.59783,0.38444,0.43636,0.39091,0.74379,0.48437,0.30505,0.89502,0.75486,0.90476,0.60556,0.975,0.92677,0.91025,0.76427
 HMMER,,0.79519,0.93083,0.76278,,0.90476,0.90476,0.90476,,0.98333,1.0,0.975,,0.84565,0.86737,0.82894,,0.91649,0.91979,0.91539,,,,,,0.91231,0.90396,0.92474,,0.91898,0.91421,0.93005,,0.84966,0.8507,0.86244,,0.53178,0.58,0.55333,,0.39228,0.40944,0.42,,0.62244,0.71389,0.57222,,0.58192,0.59686,0.57721,,0.67444,0.71493,0.64185,,0.63868,0.66562,0.61553,,0.68176,0.67231,0.7025,,0.61752,0.67684,0.59714,,0.75825,0.77288,0.75326,,0.56979,0.6597,0.54545,,0.53291,0.69018,0.50889,,0.46356,0.47697,0.48182,,0.69804,0.70038,0.69932,,0.67518,0.66459,0.68773,,,,,,0.62427,0.67979,0.6067,,0.73065,0.73508,0.7425,,0.47122,0.55398,0.42202,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.54896,0.42263,0.42321,0.28667,0.47333,0.55,0.53973,0.58368,0.69176,0.46789,0.54453,0.46889,0.49091,0.39091,0.68148,0.53994,0.34384,0.89804,0.75815,0.90476,0.72778,0.95,0.89441,0.88735,0.84268
 UNIREP,,0.77111,0.77019,0.78778,,0.86762,0.84325,0.90476,,0.90157,0.96148,0.87778,,0.73787,0.82721,0.73102,,0.9175,0.89962,0.93944,,,,,,0.75523,0.83511,0.75272,,0.81263,0.83521,0.81711,,0.82193,0.90702,0.7789,,0.36711,0.39333,0.36667,,0.25022,0.35778,0.24667,,0.65117,0.70778,0.64445,,0.32787,0.67443,0.3158,,0.44386,0.61016,0.46069,,0.50611,0.64841,0.55504,,0.52942,0.59492,0.58048,,0.6148,0.67929,0.6483,,0.6246,0.70007,0.60509,,0.54503,0.54862,0.6,,0.50174,0.53889,0.53333,,0.30442,0.32439,0.31818,,0.60594,0.7075,0.63662,,0.62111,0.65128,0.69201,,,,,,0.55246,0.68015,0.60037,,0.62226,0.70531,0.63885,,0.50712,0.54994,0.55864,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.28106,0.24069,0.28198,0.24667,0.36667,0.59722,0.42698,0.41294,0.52976,0.34361,0.40217,0.46667,0.34545,0.24546,0.507,0.39033,0.34158,0.87236,0.58836,0.87143,0.73333,0.82778,0.70692,0.6396,0.75915
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+ESM3,,0.67702,0.78679,0.69333,,0.74381,0.72421,0.77143,,0.89,0.93333,0.875,,0.78279,0.8293,0.81464,,0.9192,0.90553,0.94262,,,,,,0.80261,0.87659,0.80026,,0.82046,0.84554,0.85434,,0.82485,0.83134,0.85733,,0.37286,0.45667,0.38,,0.26476,0.24144,0.32,,0.44631,0.45521,0.49722,,0.40868,0.73585,0.40242,,0.61756,0.69925,0.67,,0.5014,0.69843,0.55616,,0.52615,0.69127,0.58467,,0.65632,0.71165,0.67386,,0.69472,0.77639,0.68831,,0.47951,0.56111,0.47454,,0.37787,0.41518,0.40889,,0.37445,0.41743,0.45091,,0.67596,0.70316,0.73969,,0.6477,0.78481,0.61863,,,,,,0.56142,0.65903,0.56918,,0.64234,0.67744,0.64981,,0.38124,0.51184,0.49407,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.36123,0.25717,0.28171,0.20667,0.34,0.44722,0.57045,0.26981,0.62169,0.48025,0.41873,0.32,0.36364,0.20909,0.57789,0.50852,0.17185,0.86718,0.61206,0.57143,0.50833,0.825,0.69296,0.66377,0.7303
+SaProt,,0.62254,0.6438,0.68167,,0.80833,0.80444,0.83333,,0.88907,0.95232,0.87778,,0.84776,0.89386,0.81341,,0.91571,0.91663,0.9205,,,,,,0.86654,0.90132,0.85239,,0.87972,0.8886,0.88486,,0.81804,0.84452,0.83627,,0.48479,0.55333,0.49333,,0.25733,0.39333,0.22667,,0.68222,0.69722,0.67222,,0.50511,0.71489,0.43443,,0.61944,0.81879,0.52109,,0.62703,0.70601,0.61843,,0.6109,0.7395,0.57047,,0.71216,0.76149,0.72122,,0.67789,0.77308,0.67984,,0.57471,0.59217,0.59091,,0.48049,0.55155,0.5,,0.47984,0.61495,0.49273,,0.6958,0.80848,0.68723,,0.64597,0.80345,0.60733,,,,,,0.73361,0.78873,0.73656,,0.70593,0.71821,0.72103,,0.49683,0.61053,0.48356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.48963,0.36724,0.40952,0.15333,0.41333,0.67222,0.55493,0.47631,0.59535,0.51795,0.58721,0.45778,0.55454,0.34182,0.6159,0.63306,0.36778,0.8834,0.76583,0.77143,0.51667,0.82778,0.8,0.81012,0.76743
+ProstT5,,0.75206,0.76602,0.79556,,0.84749,0.86706,0.87143,,0.89833,0.95833,0.875,,0.86657,0.93247,0.82162,,0.93811,0.92433,0.95406,,,,,,0.90246,0.92628,0.88656,,0.90963,0.9429,0.88807,,0.88112,0.88194,0.89445,,0.49645,0.56444,0.53333,,0.38067,0.53111,0.36667,,0.7006,0.70139,0.71667,,0.6195,0.74446,0.54916,,0.71897,0.80709,0.65928,,0.69078,0.7375,0.6659,,0.68001,0.72585,0.67127,,0.77392,0.85882,0.75406,,0.75238,0.84318,0.71675,,0.60878,0.65909,0.59091,,0.48904,0.51519,0.51778,,0.43782,0.49618,0.42364,,0.73324,0.80122,0.72376,,0.71426,0.79534,0.68006,,,,,,0.80112,0.87221,0.75817,,0.7546,0.78678,0.76422,,0.609,0.66699,0.60928,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.60667,0.47935,0.49273,0.32667,0.46667,0.65,0.68803,0.53949,0.65583,0.55627,0.60136,0.40889,0.51818,0.38364,0.6684,0.71382,0.48296,0.9112,0.80168,0.83809,0.56389,0.85278,0.87042,0.85972,0.80384

leaderboard_results.csv

@@ -1,21 +1,25 @@
-Method,sim_sparse_MF_correlation,sim_sparse_MF_pvalue,sim_sparse_CC_correlation,sim_sparse_CC_pvalue,sim_sparse_BP_correlation,sim_sparse_BP_pvalue,sim_sparse_Ave_correlation,sim_sparse_Ave_pvalue,sim_200_MF_correlation,sim_200_MF_pvalue,sim_200_CC_correlation,sim_200_CC_pvalue,sim_200_BP_correlation,sim_200_BP_pvalue,sim_200_Ave_correlation,sim_200_Ave_pvalue,sim_500_MF_correlation,sim_500_MF_pvalue,sim_500_CC_correlation,sim_500_CC_pvalue,sim_500_BP_correlation,sim_500_BP_pvalue,sim_500_Ave_correlation,sim_500_Ave_pvalue,func_MF_accuracy,func_MF_F1,func_MF_precision,func_MF_recall,func_BP_accuracy,func_BP_F1,func_BP_precision,func_BP_recall,func_CC_accuracy,func_CC_F1,func_CC_precision,func_CC_recall,func_Ave_accuracy,func_Ave_F1,func_Ave_precision,func_Ave_recall,fam_nc_f1_ave,fam_nc_accuracy_ave,fam_nc_mcc_ave,fam_uc30_f1_ave,fam_uc30_accuracy_ave,fam_uc30_mcc_ave,fam_uc50_f1_ave,fam_uc50_accuracy_ave,fam_uc50_mcc_ave,fam_mm15_f1_ave,fam_mm15_accuracy_ave,fam_mm15_mcc_ave,aff_mse_ave,aff_mae_ave,aff_correlation_ave,aff_corr_ave
-AAC,-0.0121,0.8508,0.0912,0.1546,0.2141,0.0007,0.0978,0.3354,,,,,,,,,,,,,,,,,0.3881,0.4097,0.4867,0.443,0.1611,0.1872,0.3225,0.1976,0.2394,0.2322,0.2829,0.2819,0.2629,0.2764,0.364,0.3075,0.6178,0.6013,0.4607,0.5459,0.5508,0.435,0.5578,0.5505,0.4354,0.5868,0.5675,0.4167,1.8478,10.5931,,0.4605
-APAAC,0.1717,0.007,0.2409,0.0001,0.2736,0.0,0.2287,0.0024,,,,,,,,,,,,,,,,,0.471,0.5828,0.6744,0.5989,0.2239,0.3447,0.423,0.4093,0.2396,0.3953,0.4525,0.4603,0.3115,0.4409,0.5166,0.4895,0.4636,0.4722,0.3556,0.2315,0.2661,0.2398,0.3843,0.3888,0.2965,0.3779,0.3854,0.2879,1.7901,10.2267,,0.4772
-LEARNED-VEC,0.41,0.0,0.3052,0.0,0.2987,0.0,0.338,0.0,,,,,,,,,,,,,,,,,0.5858,0.6755,0.7205,0.6822,0.3066,0.3917,0.4774,0.387,0.3162,0.4089,0.4695,0.4221,0.4029,0.492,0.5558,0.4971,0.6879,0.6754,0.5398,0.6814,0.6705,0.5323,0.6921,0.6817,0.5387,0.6564,0.6366,0.4873,1.1848,8.1308,,0.7034
-PROTVEC,0.1854,0.0035,0.2058,0.0012,0.2953,0.0,0.2288,0.0016,,,,,,,,,,,,,,,,,0.5189,0.6367,0.6806,0.6692,0.2383,0.3624,0.4098,0.4215,0.2428,0.3808,0.4526,0.4208,0.3333,0.46,0.5143,0.5038,0.4383,0.4301,0.3518,0.4565,0.4486,0.3565,0.5457,0.5312,0.4064,0.5372,0.5368,0.4098,1.1341,8.0889,,0.7191
-K-SEP,0.2222,0.0004,0.2944,0.0,0.2924,0.0,0.2697,0.0002,,,,,,,,,,,,,,,,,0.7068,0.809,0.848,0.8124,0.359,0.5169,0.5932,0.5497,0.3445,0.5023,0.5819,0.5385,0.4701,0.6094,0.6744,0.6335,0.7496,0.7277,0.6548,0.769,0.7695,0.6933,0.8079,0.8001,0.7068,0.7254,0.71,0.607,0.9705,7.2073,,0.7613
-MUT2VEC,0.5462,0.0,0.3949,0.0,0.5799,0.0,0.507,0.0,,,,,,,,,,,,,,,,,0.4887,0.5731,0.6264,0.5738,0.3273,0.4271,0.4931,0.4205,0.3604,0.4616,0.5288,0.4561,0.3922,0.4873,0.5495,0.4835,0.5755,0.5542,0.3694,0.5786,0.5583,0.3655,0.5813,0.5618,0.3662,0.5894,0.5724,0.3617,,,,
-GENE2VEC,0.1756,0.0057,0.3596,0.0,0.408,0.0,0.3144,0.0019,,,,,,,,,,,,,,,,,0.444,0.5311,0.5932,0.5266,0.3116,0.4385,0.4921,0.4214,0.374,0.5016,0.5499,0.5009,0.3765,0.4904,0.5451,0.483,0.4978,0.4668,0.2701,0.5044,0.4736,0.2709,0.4887,0.4569,0.2629,0.454,0.4135,0.2167,,,,
-TCGA-EMBEDDING,0.0375,0.5578,0.5033,0.0,0.4822,0.0,0.341,0.1859,,,,,,,,,,,,,,,,,0.3026,0.3439,0.4061,0.3573,0.2366,0.3205,0.4167,0.3173,0.3416,0.4119,0.4955,0.4396,0.2936,0.3588,0.4395,0.3714,0.4831,0.4659,0.2476,0.4749,0.459,0.2444,0.4848,0.4668,0.2493,0.453,0.4342,0.1985,,,,
-PFAM,0.3489,0.0,0.5107,0.0,0.4222,0.0,0.4273,0.0,,,,,,,,,,,,,,,,,0.8148,0.8644,0.9292,0.8366,0.4794,0.5572,0.6724,0.5176,0.5037,0.5806,0.7127,0.5397,0.5993,0.6674,0.7714,0.6313,0.9193,0.9233,0.875,0.9155,0.92,0.8696,0.9166,0.9204,0.8701,0.8432,0.8493,0.761,2.2579,11.6927,,0.1917
-CPC-PROT,0.0605,0.3541,-0.087,0.234,0.1091,0.1043,0.0275,0.2308,,,,,,,,,,,,,,,,,0.5183,0.6545,0.7049,0.6819,0.2688,0.3955,0.5084,0.4087,0.3214,0.4352,0.5207,0.4555,0.3695,0.495,0.578,0.5153,0.7234,0.7117,0.5852,0.711,0.696,0.5716,0.7433,0.7351,0.6058,0.7159,0.7102,0.5676,0.7299,6.2609,,0.8309
-ESM1B,0.3847,0.0,0.3732,0.0,0.4152,0.0,0.391,0.0,,,,,,,,,,,,,,,,,0.7657,0.8324,0.8653,0.8376,0.4152,0.5333,0.6412,0.5463,0.4682,0.6098,0.7013,0.6317,0.5497,0.6585,0.7359,0.6719,0.9336,0.9321,0.8951,0.9359,0.9339,0.8965,0.8978,0.8864,0.8423,0.9151,0.9149,0.8636,0.4828,5.0019,,0.8915
-BERT-BFD,0.2919,0.0,0.4157,0.0,0.3235,0.0,0.3437,0.0,,,,,,,,,,,,,,,,,0.7667,0.8482,0.8727,0.8417,0.4867,0.6116,0.6996,0.5894,0.5062,0.6221,0.6941,0.6224,0.5865,0.6939,0.7555,0.6845,0.879,0.8748,0.8076,0.8762,0.8721,0.8046,0.8805,0.8767,0.8101,0.8561,0.8491,0.7728,0.5736,5.2118,,0.874
-BERT-PFAM,0.4965,0.0,0.2218,0.0022,0.2068,0.0019,0.3084,0.0014,,,,,,,,,,,,,,,,,0.7823,0.8466,0.8594,0.8533,0.4048,0.5351,0.6125,0.5465,0.4518,0.5811,0.6603,0.5823,0.5463,0.6543,0.7107,0.6607,0.8329,0.8226,0.7505,0.8393,0.8327,0.7558,0.8223,0.8104,0.7297,0.7868,0.7716,0.68,,,,
-ALBERT,0.2219,0.0006,0.3181,0.0000,0.3690,0.0000,0.3030,0.0002,,,,,,,,,,,,,,,,,0.8345,0.8854,0.9133,0.8735,0.5106,0.6255,0.7063,0.6011,0.5135,0.6355,0.7256,0.6129,0.6195,0.7155,0.7817,0.6958,0.9419,0.9414,0.9059,0.9395,0.9398,0.9026,0.9364,0.9360,0.8976,0.9033,0.9038,0.8437,0.4183,4.5728,,0.9071
-BLAST,0.1127,0.0776,0.0885,0.1674,0.3432,0.0000,0.1815,0.0817,,,,,,,,,,,,,,,,,0.8421,0.8749,0.9219,0.8571,0.4616,0.5559,0.6807,0.5020,0.4851,0.5731,0.6969,0.5298,0.5963,0.6680,0.7665,0.6296,0.8899,0.8837,0.8296,0.8676,0.8537,0.7958,0.8783,0.8678,0.8101,0.7742,0.7458,0.6719,,,,
-HMMER,0.1374,0.0313,0.3219,0.0000,0.1577,0.0131,0.2056,0.0148,,,,,,,,,,,,,,,,,0.8579,0.8908,0.9115,0.8880,0.5022,0.6110,0.6448,0.6037,0.4910,0.5957,0.6451,0.5868,0.6171,0.6992,0.7338,0.6928,0.8886,0.8821,0.8257,0.8786,0.8704,0.8104,0.8847,0.8775,0.8191,0.8048,0.7875,0.7075,,,,
-UNIREP,0.4213,0.0000,0.3248,0.0000,0.4695,0.0000,0.4052,0.0000,,,,,,,,,,,,,,,,,0.7499,0.8232,0.8599,0.8237,0.3760,0.4795,0.5962,0.4915,0.3803,0.5325,0.5883,0.5722,0.5020,0.6117,0.6815,0.6291,0.7739,0.7633,0.6871,0.8253,0.8168,0.7271,0.8064,0.7961,0.7094,0.7034,0.6829,0.6069,0.7321,6.3874,,0.8299
-XLNET,0.2271,0.0004,0.2549,0.0004,0.3090,0.0000,0.2637,0.0003,,,,,,,,,,,,,,,,,0.7114,0.8158,0.8472,0.8248,0.3729,0.4996,0.6120,0.5095,0.4466,0.5878,0.6673,0.5987,0.5103,0.6344,0.7088,0.6443,0.9040,0.9018,0.8490,0.8677,0.8586,0.7981,0.8511,0.8368,0.7857,0.8411,0.8272,0.7531,0.6068,5.7001,,0.8615
-T5,0.5664,0.0000,0.3985,0.0000,0.2127,0.0014,0.3925,0.0005,,,,,,,,,,,,,,,,,0.8573,0.9013,0.9224,0.8921,0.5686,0.6558,0.7127,0.6316,0.5884,0.6803,0.7561,0.6616,0.6715,0.7458,0.7970,0.7284,0.9410,0.9399,0.9045,0.9409,0.9396,0.9042,0.9404,0.9388,0.9036,0.9237,0.9221,0.8769,0.6035,5.4620,,0.8666
-SEQVEC,0.4238,0.0000,0.4242,0.0000,0.2436,0.0001,0.3639,0.0000,,,,,,,,,,,,,,,,,0.8366,0.8857,0.9084,0.8779,0.5021,0.6003,0.6470,0.5903,0.5010,0.6065,0.6817,0.5918,0.6132,0.6975,0.7457,0.6867,0.9150,0.9130,0.8630,0.9109,0.9092,0.8572,0.9102,0.9080,0.8557,0.8865,0.8828,0.8175,0.5331,5.2423,,0.8801
+Method,sim_sparse_MF_correlation,sim_sparse_MF_pvalue,sim_sparse_CC_correlation,sim_sparse_CC_pvalue,sim_sparse_BP_correlation,sim_sparse_BP_pvalue,sim_sparse_Ave_correlation,sim_sparse_Ave_pvalue,sim_200_MF_correlation,sim_200_MF_pvalue,sim_200_CC_correlation,sim_200_CC_pvalue,sim_200_BP_correlation,sim_200_BP_pvalue,sim_200_Ave_correlation,sim_200_Ave_pvalue,sim_500_MF_correlation,sim_500_MF_pvalue,sim_500_CC_correlation,sim_500_CC_pvalue,sim_500_BP_correlation,sim_500_BP_pvalue,sim_500_Ave_correlation,sim_500_Ave_pvalue,func_MF_accuracy,func_MF_F1,func_MF_precision,func_MF_recall,func_BP_accuracy,func_BP_F1,func_BP_precision,func_BP_recall,func_CC_accuracy,func_CC_F1,func_CC_precision,func_CC_recall,func_Ave_accuracy,func_Ave_F1,func_Ave_precision,func_Ave_recall,fam_nc_f1_ave,fam_nc_accuracy_ave,fam_nc_mcc_ave,fam_uc30_f1_ave,fam_uc30_accuracy_ave,fam_uc30_mcc_ave,fam_uc50_f1_ave,fam_uc50_accuracy_ave,fam_uc50_mcc_ave,fam_mm15_f1_ave,fam_mm15_accuracy_ave,fam_mm15_mcc_ave,aff_mse_ave,aff_mae_ave,aff_corr_ave
+AAC,-0.0121,0.8508,0.0912,0.1546,0.2141,0.0007,0.0978,0.3354,,,,,,,,,,,,,,,,,0.3881,0.4097,0.4867,0.443,0.1611,0.1872,0.3225,0.1976,0.2394,0.2322,0.2829,0.2819,0.2629,0.2764,0.364,0.3075,0.6178,0.6013,0.4607,0.5459,0.5508,0.435,0.5578,0.5505,0.4354,0.5868,0.5675,0.4167,1.8478,10.5931,0.4605
+APAAC,0.1717,0.007,0.2409,0.0001,0.2736,0.0,0.2287,0.0024,,,,,,,,,,,,,,,,,0.471,0.5828,0.6744,0.5989,0.2239,0.3447,0.423,0.4093,0.2396,0.3953,0.4525,0.4603,0.3115,0.4409,0.5166,0.4895,0.4636,0.4722,0.3556,0.2315,0.2661,0.2398,0.3843,0.3888,0.2965,0.3779,0.3854,0.2879,1.7901,10.2267,0.4772
+LEARNED-VEC,0.41,0.0,0.3052,0.0,0.2987,0.0,0.338,0.0,,,,,,,,,,,,,,,,,0.5858,0.6755,0.7205,0.6822,0.3066,0.3917,0.4774,0.387,0.3162,0.4089,0.4695,0.4221,0.4029,0.492,0.5558,0.4971,0.6879,0.6754,0.5398,0.6814,0.6705,0.5323,0.6921,0.6817,0.5387,0.6564,0.6366,0.4873,1.1848,8.1308,0.7034
+PROTVEC,0.1854,0.0035,0.2058,0.0012,0.2953,0.0,0.2288,0.0016,,,,,,,,,,,,,,,,,0.5189,0.6367,0.6806,0.6692,0.2383,0.3624,0.4098,0.4215,0.2428,0.3808,0.4526,0.4208,0.3333,0.46,0.5143,0.5038,0.4383,0.4301,0.3518,0.4565,0.4486,0.3565,0.5457,0.5312,0.4064,0.5372,0.5368,0.4098,1.1341,8.0889,0.7191
+K-SEP,0.2222,0.0004,0.2944,0.0,0.2924,0.0,0.2697,0.0002,,,,,,,,,,,,,,,,,0.7068,0.809,0.848,0.8124,0.359,0.5169,0.5932,0.5497,0.3445,0.5023,0.5819,0.5385,0.4701,0.6094,0.6744,0.6335,0.7496,0.7277,0.6548,0.769,0.7695,0.6933,0.8079,0.8001,0.7068,0.7254,0.71,0.607,0.9705,7.2073,0.7613
+MUT2VEC,0.5462,0.0,0.3949,0.0,0.5799,0.0,0.507,0.0,,,,,,,,,,,,,,,,,0.4887,0.5731,0.6264,0.5738,0.3273,0.4271,0.4931,0.4205,0.3604,0.4616,0.5288,0.4561,0.3922,0.4873,0.5495,0.4835,0.5755,0.5542,0.3694,0.5786,0.5583,0.3655,0.5813,0.5618,0.3662,0.5894,0.5724,0.3617,,,
+GENE2VEC,0.1756,0.0057,0.3596,0.0,0.408,0.0,0.3144,0.0019,,,,,,,,,,,,,,,,,0.444,0.5311,0.5932,0.5266,0.3116,0.4385,0.4921,0.4214,0.374,0.5016,0.5499,0.5009,0.3765,0.4904,0.5451,0.483,0.4978,0.4668,0.2701,0.5044,0.4736,0.2709,0.4887,0.4569,0.2629,0.454,0.4135,0.2167,,,
+TCGA-EMBEDDING,0.0375,0.5578,0.5033,0.0,0.4822,0.0,0.341,0.1859,,,,,,,,,,,,,,,,,0.3026,0.3439,0.4061,0.3573,0.2366,0.3205,0.4167,0.3173,0.3416,0.4119,0.4955,0.4396,0.2936,0.3588,0.4395,0.3714,0.4831,0.4659,0.2476,0.4749,0.459,0.2444,0.4848,0.4668,0.2493,0.453,0.4342,0.1985,,,
+PFAM,0.3489,0.0,0.5107,0.0,0.4222,0.0,0.4273,0.0,,,,,,,,,,,,,,,,,0.8148,0.8644,0.9292,0.8366,0.4794,0.5572,0.6724,0.5176,0.5037,0.5806,0.7127,0.5397,0.5993,0.6674,0.7714,0.6313,0.9193,0.9233,0.875,0.9155,0.92,0.8696,0.9166,0.9204,0.8701,0.8432,0.8493,0.761,2.2579,11.6927,0.1917
+CPC-PROT,0.0605,0.3541,-0.087,0.234,0.1091,0.1043,0.0275,0.2308,,,,,,,,,,,,,,,,,0.5183,0.6545,0.7049,0.6819,0.2688,0.3955,0.5084,0.4087,0.3214,0.4352,0.5207,0.4555,0.3695,0.495,0.578,0.5153,0.7234,0.7117,0.5852,0.711,0.696,0.5716,0.7433,0.7351,0.6058,0.7159,0.7102,0.5676,0.7299,6.2609,0.8309
+ESM1B,0.3847,0.0,0.3732,0.0,0.4152,0.0,0.391,0.0,,,,,,,,,,,,,,,,,0.7657,0.8324,0.8653,0.8376,0.4152,0.5333,0.6412,0.5463,0.4682,0.6098,0.7013,0.6317,0.5497,0.6585,0.7359,0.6719,0.9336,0.9321,0.8951,0.9359,0.9339,0.8965,0.8978,0.8864,0.8423,0.9151,0.9149,0.8636,0.4828,5.0019,0.8915
+BERT-BFD,0.2919,0.0,0.4157,0.0,0.3235,0.0,0.3437,0.0,,,,,,,,,,,,,,,,,0.7667,0.8482,0.8727,0.8417,0.4867,0.6116,0.6996,0.5894,0.5062,0.6221,0.6941,0.6224,0.5865,0.6939,0.7555,0.6845,0.879,0.8748,0.8076,0.8762,0.8721,0.8046,0.8805,0.8767,0.8101,0.8561,0.8491,0.7728,0.5736,5.2118,0.874
+BERT-PFAM,0.4965,0.0,0.2218,0.0022,0.2068,0.0019,0.3084,0.0014,,,,,,,,,,,,,,,,,0.7823,0.8466,0.8594,0.8533,0.4048,0.5351,0.6125,0.5465,0.4518,0.5811,0.6603,0.5823,0.5463,0.6543,0.7107,0.6607,0.8329,0.8226,0.7505,0.8393,0.8327,0.7558,0.8223,0.8104,0.7297,0.7868,0.7716,0.68,,,
+ALBERT,0.2219,0.0006,0.3181,0.0000,0.3690,0.0000,0.3030,0.0002,,,,,,,,,,,,,,,,,0.8345,0.8854,0.9133,0.8735,0.5106,0.6255,0.7063,0.6011,0.5135,0.6355,0.7256,0.6129,0.6195,0.7155,0.7817,0.6958,0.9419,0.9414,0.9059,0.9395,0.9398,0.9026,0.9364,0.9360,0.8976,0.9033,0.9038,0.8437,0.4183,4.5728,0.9071
+BLAST,0.1127,0.0776,0.0885,0.1674,0.3432,0.0000,0.1815,0.0817,,,,,,,,,,,,,,,,,0.8421,0.8749,0.9219,0.8571,0.4616,0.5559,0.6807,0.5020,0.4851,0.5731,0.6969,0.5298,0.5963,0.6680,0.7665,0.6296,0.8899,0.8837,0.8296,0.8676,0.8537,0.7958,0.8783,0.8678,0.8101,0.7742,0.7458,0.6719,,,
+HMMER,0.1374,0.0313,0.3219,0.0000,0.1577,0.0131,0.2056,0.0148,,,,,,,,,,,,,,,,,0.8579,0.8908,0.9115,0.8880,0.5022,0.6110,0.6448,0.6037,0.4910,0.5957,0.6451,0.5868,0.6171,0.6992,0.7338,0.6928,0.8886,0.8821,0.8257,0.8786,0.8704,0.8104,0.8847,0.8775,0.8191,0.8048,0.7875,0.7075,,,
+UNIREP,0.4213,0.0000,0.3248,0.0000,0.4695,0.0000,0.4052,0.0000,,,,,,,,,,,,,,,,,0.7499,0.8232,0.8599,0.8237,0.3760,0.4795,0.5962,0.4915,0.3803,0.5325,0.5883,0.5722,0.5020,0.6117,0.6815,0.6291,0.7739,0.7633,0.6871,0.8253,0.8168,0.7271,0.8064,0.7961,0.7094,0.7034,0.6829,0.6069,0.7321,6.3874,0.8299
+XLNET,0.2271,0.0004,0.2549,0.0004,0.3090,0.0000,0.2637,0.0003,,,,,,,,,,,,,,,,,0.7114,0.8158,0.8472,0.8248,0.3729,0.4996,0.6120,0.5095,0.4466,0.5878,0.6673,0.5987,0.5103,0.6344,0.7088,0.6443,0.9040,0.9018,0.8490,0.8677,0.8586,0.7981,0.8511,0.8368,0.7857,0.8411,0.8272,0.7531,0.6068,5.7001,0.8615
+T5,0.5664,0.0000,0.3985,0.0000,0.2127,0.0014,0.3925,0.0005,,,,,,,,,,,,,,,,,0.8573,0.9013,0.9224,0.8921,0.5686,0.6558,0.7127,0.6316,0.5884,0.6803,0.7561,0.6616,0.6715,0.7458,0.7970,0.7284,0.9410,0.9399,0.9045,0.9409,0.9396,0.9042,0.9404,0.9388,0.9036,0.9237,0.9221,0.8769,0.6035,5.4620,0.8666
+SEQVEC,0.4238,0.0000,0.4242,0.0000,0.2436,0.0001,0.3639,0.0000,,,,,,,,,,,,,,,,,0.8366,0.8857,0.9084,0.8779,0.5021,0.6003,0.6470,0.5903,0.5010,0.6065,0.6817,0.5918,0.6132,0.6975,0.7457,0.6867,0.9150,0.9130,0.8630,0.9109,0.9092,0.8572,0.9102,0.9080,0.8557,0.8865,0.8828,0.8175,0.5331,5.2423,0.8801
+ESM2,0.2978,0.0000,0.2811,0.0001,0.4274,0.0000,0.3354,0.0000,,,,,,,,,,,,,,,,,0.8321,0.8743,0.8979,0.8703,0.4671,0.5987,0.6671,0.5977,0.5319,0.6472,0.7147,0.6489,0.6104,0.7067,0.7599,0.7056,0.9328,0.9308,0.8927,0.9397,0.9389,0.9033,0.9300,0.9289,0.8890,0.9163,0.9174,0.8676,0.4759,4.9639,0.8931
+ESM3,0.5102,0.0000,0.5762,0.0000,0.4227,0.0000,0.5031,0.0000,,,,,,,,,,,,,,,,,0.6839,0.8076,0.8416,0.8261,0.3729,0.4988,0.6074,0.5303,0.3812,0.5176,0.5913,0.5507,0.4793,0.6080,0.6801,0.6357,0.8444,0.8259,0.7794,0.8906,0.8819,0.8260,0.8535,0.8378,0.7926,0.8510,0.8330,0.7775,0.5116,5.2333,0.8888
+SaProt,0.4032,0.0000,0.3691,0.0000,0.2419,0.0003,0.3380,0.0001,,,,,,,,,,,,,,,,,0.7678,0.8310,0.8557,0.8375,0.4591,0.5752,0.6842,0.5486,0.5095,0.6016,0.6860,0.6024,0.5788,0.6693,0.7420,0.6629,0.8955,0.8923,0.8328,0.8904,0.8866,0.8254,0.8982,0.8971,0.8376,0.8758,0.8727,0.8044,,,
+ProstT5,0.4474,0.0000,0.4156,0.0000,0.0806,0.2304,0.3146,0.0768,,,,,,,,,,,,,,,,,0.8127,0.8745,0.8999,0.8733,0.5450,0.6459,0.7238,0.6259,0.5417,0.6435,0.6991,0.6335,0.6331,0.7213,0.7743,0.7109,0.9317,0.9304,0.8901,0.9280,0.9266,0.8844,0.9266,0.9245,0.8827,0.9098,0.9064,0.8549,0.7844,5.8314,0.8292

similarity_results.csv

@@ -19,3 +19,7 @@ ALBERT,0.2218813721583892,0.0005801073837487,0.3181002150766988,8.17467780260128
 BLAST,0.1127460653100103,0.0775674407393031,0.0884833522711429,0.1673988859627581,0.3431671202767732,3.1135714073061366e-08,0.1814655126193088,0.0816554526125918,,,,,,,,,,,,,,,,
 HMMER,0.1373599246282869,0.0312674758751548,0.3218542802568603,2.6085514590925364e-07,0.1577102930764373,0.0130798221788381,0.2056414993205282,0.0147825196363796,,,,,,,,,,,,,,,,
 UNIREP,0.42133274757518285,5.254792153325089e-12,0.3247590759614522,2.0048389618732375e-07,0.4695106024457135,6.036878830381285e-15,0.40520080866078284,6.682971900545196e-08,,,,,,,,,,,,,,,,
+ESM2,0.2977856665086115,3.065042702588219e-06,0.281050143088217,8.950030668598434e-05,0.4273702754644458,2.5792468349760803e-11,0.3354020283537581,3.085512506034697e-05,,,,,,,,,,,,,,,,
+ESM3,0.5102468363444927,4.10736409041891e-17,0.5762295810448107,4.115964472439376e-18,0.4227236525442803,4.440054365268544e-11,0.5030666899778612,1.4800196280763605e-11,,,,,,,,,,,,,,,,
+SaProt,0.4031774477652035,1.1194701580503788e-10,0.3690662827280969,1.7337124606608502e-07,0.2418927575878248,0.0002661196434171,0.3380454960270417,8.876437553673041e-05,,,,,,,,,,,,,,,,
+ProstT5,0.44743076376656654,4.558891379901188e-13,0.41559572690591723,2.7346299210504223e-09,0.08063524767560641,0.23040049133435295,0.3145539127826967,0.07680016468981292,,,,,,,,,,,,,,,,