Add id_udv25_indonesiangsd_trf-0.0.1

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zstandard filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.whl filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*strings.json filter=lfs diff=lfs merge=lfs -text
+vectors filter=lfs diff=lfs merge=lfs -text
+model filter=lfs diff=lfs merge=lfs -text

LICENSE.txt

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+The treebank is licensed under the Creative Commons License Attribution-ShareAlike 4.0 International.
+
+The complete license text is available at:
+http://creativecommons.org/licenses/by-sa/4.0/legalcode

README.md

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+---
+tags:
+- spacy
+- token-classification
+language:
+- id
+license: cc-by-sa-4.0
+model-index:
+- name: id_udv25_indonesiangsd_trf
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9479067555
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9316523945
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9590072946
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9804947669
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8615977082
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.7838256704
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9297777778
+---
+UD v2.5 benchmarking pipeline for UD_Indonesian-GSD
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `id_udv25_indonesiangsd_trf` |
+| **Version** | `0.0.1` |
+| **spaCy** | `>=3.2.1,<3.3.0` |
+| **Default Pipeline** | `experimental_char_ner_tokenizer`, `transformer`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Components** | `experimental_char_ner_tokenizer`, `transformer`, `senter`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | [Universal Dependencies v2.5](https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105) (Zeman, Daniel; et al.) |
+| **License** | `CC BY-SA 4.0` |
+| **Author** | [Explosion](https://explosion.ai) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (1325 labels for 6 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`experimental_char_ner_tokenizer`** | `TOKEN` |
+| **`senter`** | `I`, `S` |
+| **`tagger`** | `APP`, `ASP`, `ASP+PS2`, `ASP+PS3`, `ASP+T--`, `ASS`, `ASS+PS3`, `B--`, `B--+PS3`, `B--+T--`, `CC-`, `CC-+PS3`, `CC-+T--`, `CD-`, `CD-+PS3`, `CO-`, `CO-+PS3`, `D--`, `D--+PS2`, `D--+PS3`, `D--+T--`, `F--`, `F--+PS1`, `F--+PS2`, `F--+PS3`, `F--+T--`, `G--`, `G--+PS3`, `G--+T--`, `H--`, `H--+T--`, `I--`, `M--`, `M--+PS3`, `M--+T--`, `NOUN`, `NPD`, `NPD+PS2`, `NPD+PS3`, `NSD`, `NSD+PS1`, `NSD+PS2`, `NSD+PS3`, `NSD+T--`, `NSF`, `NSM`, `NSM+PS3`, `NUM`, `O--`, `PP1`, `PP1+T--`, `PP2`, `PP3`, `PP3+T--`, `PROPN`, `PS1`, `PS1+VSA`, `PS1+VSA+T--`, `PS2`, `PS2+VSA`, `PS3`, `PUNCT`, `R--`, `R--+PS1`, `R--+PS2`, `R--+PS3`, `S--`, `S--+PS3`, `T--`, `VERB`, `VPA`, `VSA`, `VSA+PS1`, `VSA+PS2`, `VSA+PS3`, `VSA+T--`, `VSP`, `VSP+PS3`, `VSP+T--`, `W--`, `W--+T--`, `X`, `X--`, `Z--` |
+| **`morphologizer`** | `POS=PROPN`, `POS=AUX`, `POS=DET\|PronType=Ind`, `Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Rel`, `Number=Sing\|POS=VERB\|Voice=Pass`, `POS=ADP`, `POS=PUNCT`, `Number=Sing\|POS=PROPN`, `POS=NOUN`, `POS=ADV`, `POS=CCONJ`, `Number=Sing\|POS=VERB\|Voice=Act`, `POS=VERB`, `POS=DET\|PronType=Tot`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `POS=SCONJ`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `POS=DET\|PronType=Dem`, `NumType=Card\|POS=NUM`, `Degree=Pos\|Number=Sing\|POS=NOUN`, `Degree=Pos\|Number=Sing\|POS=ADJ`, `NumType=Card\|POS=DET\|PronType=Ind`, `Degree=Pos\|Number=Sing\|POS=ADP`, `Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Sing\|POS=VERB`, `POS=PRON\|PronType=Int`, `Number=Sing\|POS=ADV\|Voice=Act`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3\|Voice=Act`, `Number=Sing\|POS=ADP\|Voice=Act`, `POS=ADJ`, `Number[psor]=Sing\|POS=ADP\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|POS=DET`, `Degree=Pos\|Number=Sing\|POS=VERB`, `POS=PRON\|PronType=Dem`, `POS=PART\|Polarity=Neg`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Sing\|POS=PRON\|Person=1\|Polite=Form\|PronType=Prs`, `Number=Sing\|POS=ADJ`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=SYM`, `POS=ADV\|PronType=Int`, `Clusivity=In\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Sing\|POS=ADJ\|Voice=Act`, `Degree=Pos\|Number=Sing\|POS=PROPN`, `Degree=Pos\|Number=Sing\|POS=ADV`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3\|Voice=Pass`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3\|Voice=Act`, `Number=Sing\|POS=PROPN\|Voice=Act`, `Number=Sing\|POS=NOUN\|Voice=Act`, `POS=DET`, `Number=Sing\|POS=DET\|Voice=Act`, `NumType=Card\|POS=PRON\|PronType=Ind`, `Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=3`, `Number=Sing\|POS=DET`, `Number=Sing\|POS=ADJ\|Voice=Pass`, `POS=CCONJ\|PronType=Dem`, `Number=Sing\|POS=ADP`, `Number=Sing\|POS=ADV`, `Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PronType=Prs`, `Number[psor]=Sing\|POS=NOUN\|Person[psor]=2`, `Number=Plur\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=2`, `Number=Sing\|POS=PRON`, `POS=PRON`, `NumType=Card\|POS=ADV\|PronType=Ind`, `NumType=Card\|Number[psor]=Sing\|POS=NUM\|Person[psor]=3`, `Number=Sing\|POS=PRON\|Person=3\|Polite=Form\|PronType=Prs`, `POS=DET\|PronType=Int`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=1`, `Degree=Pos\|Number=Sing\|POS=SCONJ`, `POS=PRON\|PronType=Ind`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3\|Voice=Pass`, `POS=VERB\|PronType=Ind`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Number=Sing\|POS=SCONJ`, `Degree=Sup\|Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3`, `Number=Plur\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Plur\|POS=NOUN`, `POS=ADV\|PronType=Dem`, `Number=Sing\|POS=VERB\|Person=1\|Voice=Act`, `Degree=Sup\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=ADP\|Voice=Pass`, `Number[psor]=Sing\|POS=PART\|Person[psor]=3`, `Number=Sing\|POS=NOUN\|Voice=Pass`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=CCONJ\|Person[psor]=3`, `POS=PART`, `Number=Sing\|Number[psor]=Sing\|POS=PART\|Person[psor]=3\|Voice=Pass`, `Degree=Sup\|Number=Sing\|POS=ADV`, `Number=Sing\|POS=PRON\|Voice=Act`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=3\|Voice=Act`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number[psor]=Sing\|POS=PRON\|Person[psor]=3\|PronType=Tot`, `Degree=Pos\|Number=Sing\|POS=X`, `POS=PRON\|PronType=Tot`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=2`, `POS=SCONJ\|PronType=Int`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=1\|Voice=Act`, `Number[psor]=Sing\|POS=DET\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person[psor]=3`, `Clusivity=Ex\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Voice=Act`, `Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=3\|Voice=Act`, `Degree=Pos\|Number=Sing\|POS=NOUN\|Polarity=Neg`, `POS=X`, `Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3`, `Number=Sing\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1\|Polite=Infm\|PronType=Prs`, `Number=Sing\|POS=PROPN\|Voice=Pass`, `POS=ADV\|Polarity=Neg`, `NumType=Card\|Number=Sing\|POS=NUM`, `Number[psor]=Sing\|POS=ADV\|Person[psor]=2`, `Number[psor]=Sing\|POS=ADV\|Person[psor]=3`, `Degree=Sup\|Number=Sing\|POS=PROPN`, `POS=PROPN\|Polarity=Neg`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=2\|Voice=Act`, `Number=Sing\|POS=PROPN\|Person=1\|Voice=Act`, `POS=SCONJ\|PronType=Dem`, `Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=2\|Voice=Act`, `Number=Sing\|POS=CCONJ`, `Degree=Sup\|Number=Sing\|POS=VERB`, `Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3\|Voice=Act`, `Degree=Pos\|Number=Sing\|POS=PRON`, `Number=Sing\|POS=ADV\|Voice=Pass`, `Number[psor]=Sing\|POS=ADP\|Person[psor]=2`, `Number=Sing\|POS=SYM`, `POS=ADJ\|Polarity=Neg`, `Degree=Pos\|NumType=Card\|Number=Sing\|POS=NUM`, `Number=Sing\|Number[psor]=Sing\|POS=SCONJ\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|POS=CCONJ`, `Number[psor]=Sing\|POS=NOUN\|Person[psor]=1`, `Number=Sing\|POS=CCONJ\|Voice=Act`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `POS=VERB\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Sing\|POS=PART\|Voice=Act`, `Degree=Sup\|Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `POS=ADP\|PronType=Int`, `Number[psor]=Sing\|POS=VERB\|Person[psor]=3`, `Number[psor]=Sing\|POS=PRON\|Person[psor]=3\|PronType=Rel`, `Degree=Pos\|Number=Sing\|POS=AUX`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=1`, `Number=Sing\|POS=SCONJ\|Voice=Pass`, `Degree=Sup\|Number=Sing\|POS=ADP`, `Number=Sing\|POS=SCONJ\|Voice=Act`, `NumType=Card\|POS=DET\|PronType=Int`, `Degree=Pos\|Number=Sing\|POS=PART\|Polarity=Neg`, `Degree=Sup\|Number=Sing\|POS=SCONJ`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=1\|Voice=Act`, `Number=Plur\|POS=ADJ`, `POS=VERB\|PronType=Int`, `Number=Sing\|POS=VERB\|Person=2\|Voice=Act`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=2`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Number[psor]=Sing\|POS=ADV\|Person[psor]=3\|PronType=Tot`, `POS=DET\|PronType=Rel`, `Number=Sing\|POS=NOUN\|Polarity=Neg`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=2`, `NumType=Card\|Number=Sing\|POS=NUM\|Voice=Act`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `Number[psor]=Sing\|POS=DET\|Person[psor]=3\|PronType=Tot`, `Number[psor]=Sing\|POS=PROPN\|Person[psor]=1`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=VERB\|Person=1`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=3`, `NumType=Card\|Number[psor]=Sing\|POS=DET\|Person[psor]=3\|PronType=Ind`, `POS=ADV\|PronType=Tot`, `Degree=Pos\|Number=Plur\|POS=ADV`, `Number=Plur\|POS=ADV\|Voice=Act`, `POS=CCONJ\|PronType=Int`, `Degree=Pos\|Number=Sing\|POS=PART`, `Number[psor]=Sing\|POS=PRON\|Person[psor]=2`, `Number=Plur\|POS=VERB`, `Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3\|Voice=Pass`, `Degree=Pos\|Number=Sing\|POS=PUNCT`, `Number[psor]=Sing\|POS=ADP\|Person[psor]=1`, `Degree=Sup\|Number=Sing\|POS=NOUN`, `Number[psor]=Sing\|POS=PART\|Person[psor]=3\|Polarity=Neg`, `Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3\|Voice=Act`, `POS=NOUN\|Polarity=Neg`, `Number[psor]=Sing\|POS=PROPN\|Person[psor]=2`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=2\|Voice=Act` |
+| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `case`, `cc`, `ccomp`, `compound`, `compound:plur`, `conj`, `cop`, `csubj`, `csubj:pass`, `dep`, `det`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` |
+| **`experimental_edit_tree_lemmatizer`** | `1`, `2`, `4`, `6`, `8`, `10`, `12`, `15`, `19`, `22`, `24`, `26`, `27`, `29`, `30`, `31`, `34`, `36`, `37`, `40`, `42`, `44`, `46`, `48`, `50`, `51`, `53`, `54`, `56`, `58`, `47`, `59`, `62`, `64`, `66`, `68`, `70`, `71`, `3`, `72`, `74`, `75`, `77`, `78`, `79`, `81`, `84`, `86`, `87`, `88`, `89`, `92`, `11`, `93`, `95`, `96`, `97`, `98`, `99`, `101`, `103`, `105`, `106`, `107`, `108`, `110`, `111`, `113`, `115`, `116`, `118`, `120`, `122`, `123`, `124`, `125`, `126`, `127`, `128`, `130`, `131`, `132`, `134`, `135`, `137`, `140`, `142`, `143`, `144`, `146`, `147`, `148`, `149`, `150`, `151`, `152`, `153`, `43`, `155`, `157`, `158`, `160`, `161`, `162`, `163`, `164`, `165`, `166`, `167`, `168`, `170`, `171`, `172`, `174`, `175`, `177`, `178`, `179`, `180`, `181`, `182`, `183`, `25`, `184`, `185`, `186`, `187`, `188`, `190`, `192`, `193`, `194`, `196`, `57`, `197`, `198`, `199`, `201`, `203`, `204`, `206`, `207`, `208`, `209`, `210`, `211`, `212`, `213`, `214`, `215`, `217`, `218`, `219`, `220`, `221`, `223`, `225`, `227`, `228`, `230`, `232`, `234`, `236`, `237`, `238`, `240`, `242`, `243`, `244`, `246`, `247`, `248`, `249`, `250`, `251`, `252`, `253`, `254`, `256`, `257`, `258`, `260`, `261`, `262`, `263`, `264`, `266`, `267`, `268`, `269`, `270`, `272`, `41`, `273`, `274`, `275`, `276`, `277`, `278`, `280`, `281`, `282`, `283`, `284`, `285`, `286`, `287`, `288`, `289`, `290`, `291`, `292`, `293`, `294`, `295`, `297`, `298`, `299`, `300`, `301`, `302`, `303`, `304`, `306`, `307`, `308`, `309`, `310`, `312`, `313`, `314`, `317`, `315`, `318`, `320`, `321`, `322`, `323`, `324`, `9`, `325`, `326`, `327`, `329`, `330`, `331`, `332`, `333`, `334`, `336`, `337`, `339`, `341`, `342`, `343`, `345`, `346`, `347`, `348`, `80`, `241`, `349`, `350`, `351`, `353`, `354`, `355`, `356`, `357`, `358`, `359`, `360`, `361`, `363`, `49`, `364`, `365`, `366`, `23`, `367`, `368`, `369`, `370`, `371`, `372`, `373`, `374`, `375`, `376`, `378`, `379`, `380`, `381`, `382`, `383`, `385`, `386`, `387`, `388`, `389`, `390`, `391`, `393`, `394`, `45`, `35`, `395`, `396`, `63`, `397`, `398`, `399`, `400`, `401`, `402`, `403`, `404`, `405`, `406`, `407`, `408`, `409`, `410`, `412`, `413`, `415`, `416`, `417`, `419`, `421`, `422`, `173`, `28`, `424`, `425`, `426`, `427`, `428`, `429`, `430`, `431`, `432`, `434`, `435`, `437`, `439`, `440`, `441`, `442`, `443`, `444`, `445`, `446`, `447`, `448`, `450`, `451`, `453`, `454`, `455`, `457`, `459`, `461`, `463`, `464`, `465`, `466`, `467`, `469`, `470`, `0`, `471`, `472`, `473`, `474`, `475`, `477`, `478`, `479`, `480`, `481`, `482`, `483`, `484`, `485`, `486`, `487`, `489`, `490`, `491`, `493`, `495`, `496`, `497`, `498`, `499`, `500`, `501`, `502`, `503`, `504`, `52`, `506`, `507`, `508`, `509`, `510`, `511`, `512`, `514`, `515`, `516`, `519`, `520`, `67`, `522`, `523`, `525`, `526`, `527`, `528`, `529`, `530`, `531`, `533`, `534`, `535`, `536`, `537`, `538`, `539`, `540`, `541`, 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`1027`, `1028`, `1029`, `1030`, `1031`, `1032`, `1033`, `1034`, `1035`, `1036`, `1037`, `1038`, `1039`, `1040`, `1041`, `1042`, `1043`, `1044`, `1045`, `1046`, `1047`, `1048`, `1049`, `1051`, `1052`, `1053`, `1054`, `1055`, `1056`, `1057`, `1058`, `1059`, `1060`, `1062`, `1063`, `1064`, `1065`, `1066`, `1068`, `1069`, `1070`, `1072`, `1074`, `1075`, `1076`, `1077`, `1078`, `1079`, `1080`, `1082`, `1083`, `1085`, `1086`, `1087`, `1088`, `1090`, `1091`, `1092`, `1093`, `1094`, `1095`, `1096`, `1097`, `1098`, `1099`, `1100`, `1101`, `673`, `1102`, `1103`, `1104`, `1106`, `1108`, `1109`, `1110`, `1111`, `1115`, `1116`, `1119`, `1120`, `1089`, `418`, `1121`, `1122`, `1123`, `1124`, `1125`, `1126`, `1127`, `1128`, `1129`, `1130`, `1131`, `1132`, `1134`, `1136`, `1137`, `1138`, `1139`, `1140`, `1141`, `1133`, `1142`, `1143`, `1144`, `1145`, `1146`, `1147`, `1148`, `1149`, `1150`, `1151`, `1153`, `1154`, `1156`, `1157`, `1158`, `1159`, `1160`, `1162`, `1164`, `1165`, `377`, `1166`, `1167`, `1168`, `1169`, `1170`, `1171`, `1172`, `1173`, `1174`, `1175`, `1176`, `1177`, `1179`, `1180`, `1181`, `1182`, `191`, `1183`, `1184`, `1185`, `1186`, `1187`, `1188`, `1190`, `1191`, `1192`, `1194`, `1195`, `1196`, `1197`, `1198`, `1199`, `1200`, `1201` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TOKEN_F` | 99.99 |
+| `TOKEN_P` | 99.98 |
+| `TOKEN_R` | 99.99 |
+| `TOKEN_ACC` | 100.00 |
+| `SENTS_F` | 92.98 |
+| `SENTS_P` | 92.40 |
+| `SENTS_R` | 93.56 |
+| `TAG_ACC` | 94.79 |
+| `POS_ACC` | 93.17 |
+| `MORPH_ACC` | 95.90 |
+| `DEP_UAS` | 86.16 |
+| `DEP_LAS` | 78.38 |
+| `LEMMA_ACC` | 98.05 |

config.cfg

@@ -0,0 +1,254 @@
+[paths]
+train = "corpus/UD_Indonesian-GSD/train.spacy"
+dev = "corpus/UD_Indonesian-GSD/dev.spacy"
+vectors = null
+init_tok2vec = null
+tokenizer_source = "training/UD_Indonesian-GSD/tokenizer/model-best"
+transformer_source = "training/UD_Indonesian-GSD/transformer/model-best"
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "id"
+pipeline = ["experimental_char_ner_tokenizer","transformer","senter","tagger","morphologizer","parser","experimental_edit_tree_lemmatizer"]
+batch_size = 64
+disabled = ["senter"]
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy-experimental.char_pretokenizer.v1"}
+
+[components]
+
+[components.experimental_char_ner_tokenizer]
+factory = "experimental_char_ner_tokenizer"
+scorer = {"@scorers":"spacy-experimental.tokenizer_scorer.v1"}
+
+[components.experimental_char_ner_tokenizer.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.experimental_char_ner_tokenizer.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 128
+attrs = ["ORTH","LOWER","IS_DIGIT","IS_ALPHA","IS_SPACE","IS_PUNCT"]
+rows = [1000,500,50,50,50,50]
+include_static_vectors = false
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 128
+depth = 4
+window_size = 4
+maxout_pieces = 2
+
+[components.experimental_edit_tree_lemmatizer]
+factory = "experimental_edit_tree_lemmatizer"
+backoff = "orth"
+min_tree_freq = 1
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.experimental_edit_tree_lemmatizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.experimental_edit_tree_lemmatizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+overwrite = false
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 5
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 3
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.senter]
+factory = "senter"
+overwrite = false
+scorer = {"@scorers":"spacy.senter_scorer.v1"}
+
+[components.senter.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.senter.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "xlm-roberta-base"
+mixed_precision = true
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system:seed}
+gpu_allocator = ${system:gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 3
+patience = 5000
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+before_to_disk = null
+annotating_components = []
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+get_length = null
+size = 2000
+buffer = 256
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = true
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+token_f = 0.0
+token_p = null
+token_r = null
+token_acc = null
+sents_f = 0.05
+sents_p = 0.0
+sents_r = 0.0
+tag_acc = 0.11
+pos_acc = 0.05
+morph_acc = 0.05
+morph_per_feat = null
+dep_uas = 0.11
+dep_las = 0.11
+dep_las_per_type = null
+lemma_acc = 0.52
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

experimental_char_ner_tokenizer/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":1,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

experimental_char_ner_tokenizer/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f2f3a6618d91ad0f9020ade100433ae1ca58ad0eef600102a12056174225e377
+size 6922248

experimental_char_ner_tokenizer/moves

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+��moves�l{"0":{},"1":{"TOKEN":503760},"2":{"TOKEN":503760},"3":{"TOKEN":503760},"4":{"TOKEN":503760,"":1},"5":{"":1}}�cfg��neg_key�

experimental_edit_tree_lemmatizer/cfg

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+  "name":"udv25_indonesiangsd_trf",
+  "version":"0.0.1",
+  "description":"UD v2.5 benchmarking pipeline for UD_Indonesian-GSD",
+  "author":"Explosion",
+  "email":"[email protected]",
+  "url":"https://explosion.ai",
+  "license":"CC BY-SA 4.0",
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+      "NumType=Card|Number[psor]=Sing|POS=DET|Person[psor]=3|PronType=Ind",
+      "POS=ADV|PronType=Tot",
+      "Degree=Pos|Number=Plur|POS=ADV",
+      "Number=Plur|POS=ADV|Voice=Act",
+      "POS=CCONJ|PronType=Int",
+      "Degree=Pos|Number=Sing|POS=PART",
+      "Number[psor]=Sing|POS=PRON|Person[psor]=2",
+      "Number=Plur|POS=VERB",
+      "Number=Sing|Number[psor]=Sing|POS=ADJ|Person[psor]=3|Voice=Pass",
+      "Degree=Pos|Number=Sing|POS=PUNCT",
+      "Number[psor]=Sing|POS=ADP|Person[psor]=1",
+      "Degree=Sup|Number=Sing|POS=NOUN",
+      "Number[psor]=Sing|POS=PART|Person[psor]=3|Polarity=Neg",
+      "Number=Sing|Number[psor]=Sing|POS=ADP|Person[psor]=3|Voice=Act",
+      "POS=NOUN|Polarity=Neg",
+      "Number[psor]=Sing|POS=PROPN|Person[psor]=2",
+      "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=2|Voice=Act"
+    ],
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+  "pipeline":[
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+    "transformer",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "components":[
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+    "transformer",
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+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "disabled":[
+    "senter"
+  ],
+  "sources":[
+    {
+      "name":"Universal Dependencies v2.5",
+      "url":"https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105",
+      "author":"Zeman, Daniel; et al."
+    }
+  ],
+  "performance":{
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+      "Gender":{
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+      "Clusivity":{
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+      }
+    },
+    "dep_uas":0.8615977082,
+    "dep_las":0.7838256704,
+    "dep_las_per_type":{
+      "nsubj":{
+        "p":0.856010568,
+        "r":0.8674698795,
+        "f":0.8617021277
+      },
+      "compound":{
+        "p":0.7631578947,
+        "r":0.7602996255,
+        "f":0.7617260788
+      },
+      "root":{
+        "p":0.871024735,
+        "r":0.8819320215,
+        "f":0.8764444444
+      },
+      "obj":{
+        "p":0.8394415358,
+        "r":0.8453427065,
+        "f":0.8423817863
+      },
+      "case":{
+        "p":0.9217741935,
+        "r":0.9232633279,
+        "f":0.9225181598
+      },
+      "obl":{
+        "p":0.7730600293,
+        "r":0.7927927928,
+        "f":0.7828020756
+      },
+      "amod":{
+        "p":0.6881959911,
+        "r":0.619238477,
+        "f":0.6518987342
+      },
+      "conj":{
+        "p":0.6763565891,
+        "r":0.6660305344,
+        "f":0.6711538462
+      },
+      "cc":{
+        "p":0.8640226629,
+        "r":0.8519553073,
+        "f":0.8579465541
+      },
+      "acl":{
+        "p":0.6332378223,
+        "r":0.6480938416,
+        "f":0.6405797101
+      },
+      "flat":{
+        "p":0.825210084,
+        "r":0.8421955403,
+        "f":0.8336162988
+      },
+      "advmod":{
+        "p":0.7973977695,
+        "r":0.8330097087,
+        "f":0.8148148148
+      },
+      "nmod":{
+        "p":0.6428571429,
+        "r":0.6065217391,
+        "f":0.6241610738
+      },
+      "nsubj:pass":{
+        "p":0.7824267782,
+        "r":0.8617511521,
+        "f":0.8201754386
+      },
+      "det":{
+        "p":0.807424594,
+        "r":0.7873303167,
+        "f":0.7972508591
+      },
+      "dep":{
+        "p":0.4047619048,
+        "r":0.2741935484,
+        "f":0.3269230769
+      },
+      "fixed":{
+        "p":0.7142857143,
+        "r":0.6140350877,
+        "f":0.6603773585
+      },
+      "mark":{
+        "p":0.7045454545,
+        "r":0.7251461988,
+        "f":0.7146974063
+      },
+      "cop":{
+        "p":0.9714285714,
+        "r":0.9807692308,
+        "f":0.976076555
+      },
+      "nummod":{
+        "p":0.8203309693,
+        "r":0.8032407407,
+        "f":0.8116959064
+      },
+      "appos":{
+        "p":0.6363636364,
+        "r":0.6791044776,
+        "f":0.6570397112
+      },
+      "xcomp":{
+        "p":0.5103448276,
+        "r":0.5692307692,
+        "f":0.5381818182
+      },
+      "ccomp":{
+        "p":0.3783783784,
+        "r":0.2641509434,
+        "f":0.3111111111
+      },
+      "advcl":{
+        "p":0.3780487805,
+        "r":0.4305555556,
+        "f":0.4025974026
+      },
+      "compound:plur":{
+        "p":0.9411764706,
+        "r":0.9275362319,
+        "f":0.9343065693
+      },
+      "parataxis":{
+        "p":0.3823529412,
+        "r":0.2765957447,
+        "f":0.3209876543
+      },
+      "iobj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "csubj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "csubj:pass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "lemma_acc":0.9804947669
+  },
+  "requirements":[
+    "spacy-transformers>=1.1.3,<1.2.0",
+    "spacy-experimental>=0.2.0,<0.3.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,392 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "POS=PROPN":"",
+    "POS=AUX":"",
+    "POS=DET|PronType=Ind":"PronType=Ind",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Number=Sing|POS=VERB|Voice=Pass":"Number=Sing|Voice=Pass",
+    "POS=ADP":"",
+    "POS=PUNCT":"",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "POS=NOUN":"",
+    "POS=ADV":"",
+    "POS=CCONJ":"",
+    "Number=Sing|POS=VERB|Voice=Act":"Number=Sing|Voice=Act",
+    "POS=VERB":"",
+    "POS=DET|PronType=Tot":"PronType=Tot",
+    "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "POS=SCONJ":"",
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
+    "POS=DET|PronType=Dem":"PronType=Dem",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Degree=Pos|Number=Sing|POS=NOUN":"Degree=Pos|Number=Sing",
+    "Degree=Pos|Number=Sing|POS=ADJ":"Degree=Pos|Number=Sing",
+    "NumType=Card|POS=DET|PronType=Ind":"NumType=Card|PronType=Ind",
+    "Degree=Pos|Number=Sing|POS=ADP":"Degree=Pos|Number=Sing",
+    "Number[psor]=Sing|POS=NOUN|Person[psor]=3":"Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=VERB":"Number=Sing",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Number=Sing|POS=ADV|Voice=Act":"Number=Sing|Voice=Act",
+    "Number=Sing|Number[psor]=Sing|POS=VERB|Person[psor]=3|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Act",
+    "Number=Sing|POS=ADP|Voice=Act":"Number=Sing|Voice=Act",
+    "POS=ADJ":"",
+    "Number[psor]=Sing|POS=ADP|Person[psor]=3":"Number[psor]=Sing|Person[psor]=3",
+    "Degree=Pos|Number=Sing|POS=DET":"Degree=Pos|Number=Sing",
+    "Degree=Pos|Number=Sing|POS=VERB":"Degree=Pos|Number=Sing",
+    "POS=PRON|PronType=Dem":"PronType=Dem",
+    "POS=PART|Polarity=Neg":"Polarity=Neg",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=3":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=PRON|Person=1|Polite=Form|PronType=Prs":"Number=Sing|Person=1|Polite=Form|PronType=Prs",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "Number=Sing|POS=PRON|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
+    "POS=SYM":"",
+    "POS=ADV|PronType=Int":"PronType=Int",
+    "Clusivity=In|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Clusivity=In|Number=Plur|Person=1|PronType=Prs",
+    "Number=Sing|POS=ADJ|Voice=Act":"Number=Sing|Voice=Act",
+    "Degree=Pos|Number=Sing|POS=PROPN":"Degree=Pos|Number=Sing",
+    "Degree=Pos|Number=Sing|POS=ADV":"Degree=Pos|Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=VERB|Person[psor]=3|Voice=Pass":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Pass",
+    "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=3|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Act",
+    "Number=Sing|POS=PROPN|Voice=Act":"Number=Sing|Voice=Act",
+    "Number=Sing|POS=NOUN|Voice=Act":"Number=Sing|Voice=Act",
+    "POS=DET":"",
+    "Number=Sing|POS=DET|Voice=Act":"Number=Sing|Voice=Act",
+    "NumType=Card|POS=PRON|PronType=Ind":"NumType=Card|PronType=Ind",
+    "Number=Sing|Number[psor]=Sing|POS=ADV|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=DET":"Number=Sing",
+    "Number=Sing|POS=ADJ|Voice=Pass":"Number=Sing|Voice=Pass",
+    "POS=CCONJ|PronType=Dem":"PronType=Dem",
+    "Number=Sing|POS=ADP":"Number=Sing",
+    "Number=Sing|POS=ADV":"Number=Sing",
+    "Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs":"Number=Sing|Person=2|Polite=Infm|PronType=Prs",
+    "Number[psor]=Sing|POS=NOUN|Person[psor]=2":"Number[psor]=Sing|Person[psor]=2",
+    "Number=Plur|Number[psor]=Sing|POS=NOUN|Person[psor]=2":"Number=Plur|Number[psor]=Sing|Person[psor]=2",
+    "Number=Sing|POS=PRON":"Number=Sing",
+    "POS=PRON":"",
+    "NumType=Card|POS=ADV|PronType=Ind":"NumType=Card|PronType=Ind",
+    "NumType=Card|Number[psor]=Sing|POS=NUM|Person[psor]=3":"NumType=Card|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=PRON|Person=3|Polite=Form|PronType=Prs":"Number=Sing|Person=3|Polite=Form|PronType=Prs",
+    "POS=DET|PronType=Int":"PronType=Int",
+    "Number=Sing|Number[psor]=Sing|POS=PROPN|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|Number[psor]=Sing|POS=PROPN|Person[psor]=1":"Number=Sing|Number[psor]=Sing|Person[psor]=1",
+    "Degree=Pos|Number=Sing|POS=SCONJ":"Degree=Pos|Number=Sing",
+    "POS=PRON|PronType=Ind":"PronType=Ind",
+    "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=3|Voice=Pass":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Pass",
+    "POS=VERB|PronType=Ind":"PronType=Ind",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=ADJ|Person[psor]=3":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=SCONJ":"Number=Sing",
+    "Degree=Sup|Number=Sing|Number[psor]=Sing|POS=ADJ|Person[psor]=3":"Degree=Sup|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=ADP|Person[psor]=3":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Plur|Number[psor]=Sing|POS=NOUN|Person[psor]=3":"Number=Plur|Number[psor]=Sing|Person[psor]=3",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "POS=ADV|PronType=Dem":"PronType=Dem",
+    "Number=Sing|POS=VERB|Person=1|Voice=Act":"Number=Sing|Person=1|Voice=Act",
+    "Degree=Sup|Number=Sing|POS=ADJ":"Degree=Sup|Number=Sing",
+    "Number=Sing|POS=ADP|Voice=Pass":"Number=Sing|Voice=Pass",
+    "Number[psor]=Sing|POS=PART|Person[psor]=3":"Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=NOUN|Voice=Pass":"Number=Sing|Voice=Pass",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=CCONJ|Person[psor]=3":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "POS=PART":"",
+    "Number=Sing|Number[psor]=Sing|POS=PART|Person[psor]=3|Voice=Pass":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Pass",
+    "Degree=Sup|Number=Sing|POS=ADV":"Degree=Sup|Number=Sing",
+    "Number=Sing|POS=PRON|Voice=Act":"Number=Sing|Voice=Act",
+    "Number=Sing|Number[psor]=Sing|POS=PROPN|Person[psor]=3|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Act",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "Number[psor]=Sing|POS=PRON|Person[psor]=3|PronType=Tot":"Number[psor]=Sing|Person[psor]=3|PronType=Tot",
+    "Degree=Pos|Number=Sing|POS=X":"Degree=Pos|Number=Sing",
+    "POS=PRON|PronType=Tot":"PronType=Tot",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=ADV|Person[psor]=3":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=VERB|Person[psor]=3":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|Number[psor]=Sing|POS=ADP|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=2":"Number=Sing|Number[psor]=Sing|Person[psor]=2",
+    "POS=SCONJ|PronType=Int":"PronType=Int",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Number=Sing|Number[psor]=Sing|POS=VERB|Person[psor]=1|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=1|Voice=Act",
+    "Number[psor]=Sing|POS=DET|Person[psor]=3":"Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|Number[psor]=Sing|POS=PRON|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Clusivity=Ex|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Clusivity=Ex|Number=Plur|Person=1|PronType=Prs",
+    "Number=Plur|POS=VERB|Voice=Act":"Number=Plur|Voice=Act",
+    "Number=Sing|Number[psor]=Sing|POS=ADV|Person[psor]=3|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Act",
+    "Degree=Pos|Number=Sing|POS=NOUN|Polarity=Neg":"Degree=Pos|Number=Sing|Polarity=Neg",
+    "POS=X":"",
+    "Number[psor]=Sing|POS=ADJ|Person[psor]=3":"Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|Number[psor]=Sing|POS=VERB|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Number=Sing|Person=2|Polite=Form|PronType=Prs",
+    "Number=Sing|POS=PRON|Person=1|Polite=Infm|PronType=Prs":"Number=Sing|Person=1|Polite=Infm|PronType=Prs",
+    "Number=Sing|POS=PROPN|Voice=Pass":"Number=Sing|Voice=Pass",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
+    "Number[psor]=Sing|POS=ADV|Person[psor]=2":"Number[psor]=Sing|Person[psor]=2",
+    "Number[psor]=Sing|POS=ADV|Person[psor]=3":"Number[psor]=Sing|Person[psor]=3",
+    "Degree=Sup|Number=Sing|POS=PROPN":"Degree=Sup|Number=Sing",
+    "POS=PROPN|Polarity=Neg":"Polarity=Neg",
+    "Number=Sing|Number[psor]=Sing|POS=VERB|Person[psor]=2|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=2|Voice=Act",
+    "Number=Sing|POS=PROPN|Person=1|Voice=Act":"Number=Sing|Person=1|Voice=Act",
+    "POS=SCONJ|PronType=Dem":"PronType=Dem",
+    "Number=Sing|Number[psor]=Sing|POS=ADV|Person[psor]=2|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=2|Voice=Act",
+    "Number=Sing|POS=CCONJ":"Number=Sing",
+    "Degree=Sup|Number=Sing|POS=VERB":"Degree=Sup|Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=ADJ|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|Number[psor]=Sing|POS=ADJ|Person[psor]=3|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Act",
+    "Degree=Pos|Number=Sing|POS=PRON":"Degree=Pos|Number=Sing",
+    "Number=Sing|POS=ADV|Voice=Pass":"Number=Sing|Voice=Pass",
+    "Number[psor]=Sing|POS=ADP|Person[psor]=2":"Number[psor]=Sing|Person[psor]=2",
+    "Number=Sing|POS=SYM":"Number=Sing",
+    "POS=ADJ|Polarity=Neg":"Polarity=Neg",
+    "Degree=Pos|NumType=Card|Number=Sing|POS=NUM":"Degree=Pos|NumType=Card|Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=SCONJ|Person[psor]=3":"Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Degree=Pos|Number=Sing|POS=CCONJ":"Degree=Pos|Number=Sing",
+    "Number[psor]=Sing|POS=NOUN|Person[psor]=1":"Number[psor]=Sing|Person[psor]=1",
+    "Number=Sing|POS=CCONJ|Voice=Act":"Number=Sing|Voice=Act",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=ADP|Person[psor]=3|Voice=Pass":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Pass",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "POS=VERB|PronType=Dem":"PronType=Dem",
+    "Number=Sing|POS=PRON|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=3":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "Number=Sing|POS=PART|Voice=Act":"Number=Sing|Voice=Act",
+    "Degree=Sup|Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=3":"Degree=Sup|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "POS=ADP|PronType=Int":"PronType=Int",
+    "Number[psor]=Sing|POS=VERB|Person[psor]=3":"Number[psor]=Sing|Person[psor]=3",
+    "Number[psor]=Sing|POS=PRON|Person[psor]=3|PronType=Rel":"Number[psor]=Sing|Person[psor]=3|PronType=Rel",
+    "Degree=Pos|Number=Sing|POS=AUX":"Degree=Pos|Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=1":"Number=Sing|Number[psor]=Sing|Person[psor]=1",
+    "Number=Sing|POS=SCONJ|Voice=Pass":"Number=Sing|Voice=Pass",
+    "Degree=Sup|Number=Sing|POS=ADP":"Degree=Sup|Number=Sing",
+    "Number=Sing|POS=SCONJ|Voice=Act":"Number=Sing|Voice=Act",
+    "NumType=Card|POS=DET|PronType=Int":"NumType=Card|PronType=Int",
+    "Degree=Pos|Number=Sing|POS=PART|Polarity=Neg":"Degree=Pos|Number=Sing|Polarity=Neg",
+    "Degree=Sup|Number=Sing|POS=SCONJ":"Degree=Sup|Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=1|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=1|Voice=Act",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "POS=VERB|PronType=Int":"PronType=Int",
+    "Number=Sing|POS=VERB|Person=2|Voice=Act":"Number=Sing|Person=2|Voice=Act",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=ADJ|Person[psor]=2":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=2",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Number[psor]=Sing|POS=ADV|Person[psor]=3|PronType=Tot":"Number[psor]=Sing|Person[psor]=3|PronType=Tot",
+    "POS=DET|PronType=Rel":"PronType=Rel",
+    "Number=Sing|POS=NOUN|Polarity=Neg":"Number=Sing|Polarity=Neg",
+    "Number=Sing|Number[psor]=Sing|POS=PROPN|Person[psor]=2":"Number=Sing|Number[psor]=Sing|Person[psor]=2",
+    "NumType=Card|Number=Sing|POS=NUM|Voice=Act":"NumType=Card|Number=Sing|Voice=Act",
+    "Degree=Pos|Number=Plur|POS=ADJ":"Degree=Pos|Number=Plur",
+    "Number[psor]=Sing|POS=DET|Person[psor]=3|PronType=Tot":"Number[psor]=Sing|Person[psor]=3|PronType=Tot",
+    "Number[psor]=Sing|POS=PROPN|Person[psor]=1":"Number[psor]=Sing|Person[psor]=1",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Number=Sing|POS=VERB|Person=1":"Number=Sing|Person=1",
+    "Degree=Pos|Number=Sing|Number[psor]=Sing|POS=PROPN|Person[psor]=3":"Degree=Pos|Number=Sing|Number[psor]=Sing|Person[psor]=3",
+    "NumType=Card|Number[psor]=Sing|POS=DET|Person[psor]=3|PronType=Ind":"NumType=Card|Number[psor]=Sing|Person[psor]=3|PronType=Ind",
+    "POS=ADV|PronType=Tot":"PronType=Tot",
+    "Degree=Pos|Number=Plur|POS=ADV":"Degree=Pos|Number=Plur",
+    "Number=Plur|POS=ADV|Voice=Act":"Number=Plur|Voice=Act",
+    "POS=CCONJ|PronType=Int":"PronType=Int",
+    "Degree=Pos|Number=Sing|POS=PART":"Degree=Pos|Number=Sing",
+    "Number[psor]=Sing|POS=PRON|Person[psor]=2":"Number[psor]=Sing|Person[psor]=2",
+    "Number=Plur|POS=VERB":"Number=Plur",
+    "Number=Sing|Number[psor]=Sing|POS=ADJ|Person[psor]=3|Voice=Pass":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Pass",
+    "Degree=Pos|Number=Sing|POS=PUNCT":"Degree=Pos|Number=Sing",
+    "Number[psor]=Sing|POS=ADP|Person[psor]=1":"Number[psor]=Sing|Person[psor]=1",
+    "Degree=Sup|Number=Sing|POS=NOUN":"Degree=Sup|Number=Sing",
+    "Number[psor]=Sing|POS=PART|Person[psor]=3|Polarity=Neg":"Number[psor]=Sing|Person[psor]=3|Polarity=Neg",
+    "Number=Sing|Number[psor]=Sing|POS=ADP|Person[psor]=3|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=3|Voice=Act",
+    "POS=NOUN|Polarity=Neg":"Polarity=Neg",
+    "Number[psor]=Sing|POS=PROPN|Person[psor]=2":"Number[psor]=Sing|Person[psor]=2",
+    "Number=Sing|Number[psor]=Sing|POS=NOUN|Person[psor]=2|Voice=Act":"Number=Sing|Number[psor]=Sing|Person[psor]=2|Voice=Act"
+  },
+  "labels_pos":{
+    "POS=PROPN":96,
+    "POS=AUX":87,
+    "POS=DET|PronType=Ind":90,
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