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nb_udv25_norwegianbokmaal_trf

Token Classification
spaCy
Norwegian Bokmål
Eval Results
Model card Files Community
Adriane Boyd commited on
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Add nb_udv25_norwegianbokmaal_trf-0.0.1

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  1. .gitattributes +5 -0
  2. LICENSE.txt +3 -0
  3. README.md +108 -0
  4. config.cfg +254 -0
  5. experimental_char_ner_tokenizer/cfg +13 -0
  6. experimental_char_ner_tokenizer/model +3 -0
  7. experimental_char_ner_tokenizer/moves +1 -0
  8. experimental_edit_tree_lemmatizer/cfg +984 -0
  9. experimental_edit_tree_lemmatizer/model +3 -0
  10. experimental_edit_tree_lemmatizer/trees +0 -0
  11. meta.json +1595 -0
  12. morphologizer/cfg +414 -0
  13. morphologizer/model +3 -0
  14. nb_udv25_norwegianbokmaal_trf-any-py3-none-any.whl +3 -0
  15. parser/cfg +13 -0
  16. parser/model +3 -0
  17. parser/moves +1 -0
  18. senter/cfg +3 -0
  19. senter/model +3 -0
  20. tagger/cfg +23 -0
  21. tagger/model +3 -0
  22. transformer/cfg +3 -0
  23. transformer/model +3 -0
  24. vocab/key2row +1 -0
  25. vocab/lookups.bin +3 -0
  26. vocab/strings.json +3 -0
  27. vocab/vectors +3 -0
  28. vocab/vectors.cfg +3 -0
.gitattributes CHANGED
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+ *.whl filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *strings.json filter=lfs diff=lfs merge=lfs -text
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+ vectors filter=lfs diff=lfs merge=lfs -text
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+ model filter=lfs diff=lfs merge=lfs -text
LICENSE.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ Creative Commons Attribution-ShareAlike 4.0 International license
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+
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+
README.md ADDED
@@ -0,0 +1,108 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - spacy
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+ - token-classification
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+ language:
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+ - nb
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+ license: cc-by-sa-4.0
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+ model-index:
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+ - name: nb_udv25_norwegianbokmaal_trf
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+ results:
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+ - task:
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+ name: TAG
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+ type: token-classification
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+ metrics:
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+ - name: TAG (XPOS) Accuracy
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+ type: accuracy
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+ value: 0.9916412329
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+ - task:
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+ name: POS
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+ type: token-classification
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+ metrics:
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+ - name: POS (UPOS) Accuracy
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+ type: accuracy
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+ value: 0.9913112816
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+ - task:
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+ name: MORPH
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+ type: token-classification
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+ metrics:
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+ - name: Morph (UFeats) Accuracy
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+ type: accuracy
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+ value: 0.9842448239
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+ - task:
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+ name: LEMMA
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+ type: token-classification
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+ metrics:
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+ - name: Lemma Accuracy
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+ type: accuracy
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+ value: 0.9882042399
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+ - task:
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+ name: UNLABELED_DEPENDENCIES
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+ type: token-classification
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+ metrics:
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+ - name: Unlabeled Attachment Score (UAS)
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+ type: f_score
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+ value: 0.9563180335
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+ - task:
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+ name: LABELED_DEPENDENCIES
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+ type: token-classification
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+ metrics:
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+ - name: Labeled Attachment Score (LAS)
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+ type: f_score
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+ value: 0.9390763849
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+ - task:
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+ name: SENTS
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+ type: token-classification
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+ metrics:
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+ - name: Sentences F-Score
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+ type: f_score
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+ value: 0.9879568106
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+ ---
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+ UD v2.5 benchmarking pipeline for UD_Norwegian-Bokmaal
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+
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `nb_udv25_norwegianbokmaal_trf` |
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+ | **Version** | `0.0.1` |
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+ | **spaCy** | `>=3.2.1,<3.3.0` |
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+ | **Default Pipeline** | `experimental_char_ner_tokenizer`, `transformer`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
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+ | **Components** | `experimental_char_ner_tokenizer`, `transformer`, `senter`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
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+ | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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+ | **Sources** | [Universal Dependencies v2.5](https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105) (Zeman, Daniel; et al.) |
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+ | **License** | `CC BY-SA 4.0` |
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+ | **Author** | [Explosion](https://explosion.ai) |
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+
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+ ### Label Scheme
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+
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+ <details>
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+
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+ <summary>View label scheme (1240 labels for 6 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`experimental_char_ner_tokenizer`** | `TOKEN` |
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+ | **`senter`** | `I`, `S` |
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+ | **`tagger`** | `ADJ`, `ADP`, `ADV`, `AUX`, `CCONJ`, `DET`, `INTJ`, `NOUN`, `NUM`, `PART`, `PRON`, `PROPN`, `PUNCT`, `SCONJ`, `SYM`, `VERB`, `X` |
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+ | **`morphologizer`** | `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=CCONJ`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=PUNCT`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `POS=ADP`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `POS=PROPN`, `POS=X`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `POS=ADV`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `POS=VERB\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `NumType=Card\|Number=Plur\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|POS=PRON\|PronType=Prs\|Reflex=Yes`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PART`, `POS=VERB\|VerbForm=Inf`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|POS=PROPN`, `POS=NOUN`, `Gender=Masc\|POS=PROPN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Abbr=Yes\|POS=PROPN`, `POS=PART\|Polarity=Neg`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Gen\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Degree=Sup\|POS=ADJ`, `Case=Gen\|Gender=Fem\|POS=PROPN`, `Number=Plur\|POS=DET\|PronType=Dem`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Degree=Sup\|POS=ADJ`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Neut\|POS=PROPN`, `Number=Plur\|POS=DET\|PronType=Int`, `Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Definite=Def\|POS=DET\|PronType=Dem`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Abbr=Yes\|Case=Gen\|POS=PROPN`, `Animacy=Hum\|Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|POS=ADJ`, `POS=ADJ\|VerbForm=Part`, `Gender=Neut\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Abbr=Yes\|POS=ADP`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=AUX\|VerbForm=Part`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Number=Plur\|POS=DET\|PronType=Ind`, `Degree=Pos\|POS=ADJ`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Animacy=Hum\|Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=DET\|Polarity=Neg\|PronType=Neg`, `NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `POS=DET\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|Gender=Neut\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=DET\|Polarity=Neg\|PronType=Neg`, `Definite=Def\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=AUX\|VerbForm=Inf`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Tot`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=DET\|PronType=Prs`, `POS=SYM`, `Gender=Neut\|NumType=Card\|Number=Sing\|POS=NUM`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Abbr=Yes\|POS=ADV`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Definite=Def\|POS=DET\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Neut\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Int`, `Definite=Def\|NumType=Card\|POS=NUM`, `Mood=Imp\|POS=VERB\|VerbForm=Fin`, `Definite=Ind\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|Polarity=Neg\|PronType=Neg,Prs`, `Number=Plur\|POS=PRON\|Person=3\|Polarity=Neg\|PronType=Neg,Prs`, `Definite=Def\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Animacy=Hum\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Mood=Imp\|POS=AUX\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs,Tot`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|POS=NOUN`, `Abbr=Yes\|POS=NOUN`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `POS=INTJ`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=ADJ`, `Animacy=Hum\|Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=PRON\|Polarity=Neg\|PronType=Neg`, `Case=Gen\|POS=NOUN`, `Definite=Ind\|Number=Sing\|POS=ADJ`, `Case=Gen\|Gender=Masc\|POS=PROPN`, `Animacy=Hum\|Number=Plur\|POS=PRON\|PronType=Rcp`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `NumType=Card\|Number=Sing\|POS=NUM`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Degree=Sup\|POS=ADJ`, `Animacy=Hum\|POS=PRON\|PronType=Int`, `POS=DET\|PronType=Ind`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs,Tot`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|Polarity=Neg\|PronType=Neg`, `Number=Plur\|POS=NOUN`, `POS=PRON\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Case=Gen\|Definite=Def\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem,Ind`, `Animacy=Hum\|POS=PRON\|Poss=Yes\|PronType=Int`, `Abbr=Yes\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Rcp`, `Definite=Ind\|Degree=Pos\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|NumType=Card\|Number=Plur\|POS=NUM`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Neut\|Number=Plur,Sing\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Tot`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Masc\|Number=Plur,Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Animacy=Hum\|Case=Gen,Nom\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Definite=Def\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Animacy=Hum\|Case=Gen\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Ind\|Gender=Masc\|POS=NOUN`, `Definite=Def\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Abbr=Yes\|Gender=Masc\|POS=NOUN`, `Abbr=Yes\|Case=Gen\|POS=NOUN`, `Abbr=Yes\|Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Abbr=Yes\|Degree=Pos\|POS=ADJ`, `Case=Gen\|Gender=Fem\|POS=NOUN`, `Case=Gen\|Degree=Cmp\|POS=ADJ`, `Definite=Ind\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN` |
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+ | **`parser`** | `ROOT`, `acl`, `acl:cleft`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `compound:prt`, `conj`, `cop`, `csubj`, `dep`, `det`, `discourse`, `expl`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `orphan`, `parataxis`, `punct`, `reparandum`, `xcomp` |
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+ | **`experimental_edit_tree_lemmatizer`** | `1`, `2`, `4`, `6`, `8`, `10`, `12`, `14`, `16`, `18`, `20`, `22`, `24`, `26`, `28`, `32`, `34`, `36`, `38`, `40`, `42`, `44`, `47`, `49`, `51`, `52`, `54`, `56`, `58`, `59`, `60`, `62`, `64`, `65`, `67`, `69`, `70`, `71`, `73`, `75`, `78`, `81`, `83`, `87`, `89`, `93`, `96`, `98`, `99`, `100`, `102`, `104`, `106`, `110`, `112`, `115`, `116`, `118`, `120`, `122`, `124`, `128`, `131`, `133`, `135`, `137`, `140`, `142`, `143`, `144`, `145`, `147`, `149`, `151`, `153`, `154`, `156`, `158`, `159`, `162`, `165`, `166`, `168`, `169`, `171`, `173`, `175`, `177`, `179`, `180`, `182`, `184`, `185`, `186`, `187`, `189`, `190`, `192`, `193`, `194`, `195`, `198`, `199`, `201`, `203`, `204`, `207`, `209`, `211`, `214`, `217`, `218`, `219`, `220`, `223`, `225`, `227`, `228`, `229`, `231`, `232`, `233`, `235`, `236`, `239`, `240`, `243`, `246`, `248`, `249`, `250`, `251`, `254`, `257`, `259`, `261`, `263`, `266`, `267`, `270`, `272`, `274`, `275`, `276`, 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`503`, `504`, `505`, `506`, `507`, `509`, `510`, `511`, `513`, `517`, `518`, `519`, `521`, `522`, `525`, `526`, `528`, `529`, `533`, `537`, `539`, `541`, `543`, `545`, `546`, `547`, `549`, `550`, `552`, `553`, `554`, `555`, `557`, `558`, `559`, `560`, `561`, `562`, `563`, `564`, `566`, `568`, `570`, `574`, `575`, `576`, `577`, `579`, `581`, `582`, `583`, `585`, `586`, `587`, `589`, `590`, `591`, `593`, `595`, `597`, `599`, `602`, `603`, `604`, `605`, `607`, `608`, `610`, `611`, `612`, `614`, `616`, `617`, `619`, `620`, `621`, `624`, `626`, `628`, `630`, `632`, `635`, `636`, `639`, `640`, `642`, `645`, `647`, `650`, `651`, `652`, `655`, `657`, `658`, `659`, `661`, `662`, `663`, `664`, `665`, `666`, `667`, `668`, `669`, `670`, `672`, `673`, `676`, `677`, `678`, `681`, `682`, `683`, `684`, `686`, `687`, `688`, `690`, `692`, `693`, `694`, `695`, `697`, `698`, `699`, `700`, `701`, `702`, `704`, `705`, `707`, `709`, `710`, `711`, `712`, `713`, `714`, `715`, `716`, `717`, `719`, `721`, `723`, 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`1495`, `1496`, `1497`, `1498`, `1499`, `1500`, `1501`, `1502`, `1503`, `1504`, `1506`, `1507`, `1508`, `1510`, `1511`, `1512`, `1513`, `1516`, `1517`, `1518`, `1519`, `1520`, `1521`, `1522`, `1523`, `849` |
89
+
90
+ </details>
91
+
92
+ ### Accuracy
93
+
94
+ | Type | Score |
95
+ | --- | --- |
96
+ | `TOKEN_F` | 100.00 |
97
+ | `TOKEN_P` | 100.00 |
98
+ | `TOKEN_R` | 100.00 |
99
+ | `TOKEN_ACC` | 100.00 |
100
+ | `SENTS_F` | 98.80 |
101
+ | `SENTS_P` | 98.84 |
102
+ | `SENTS_R` | 98.75 |
103
+ | `TAG_ACC` | 99.16 |
104
+ | `POS_ACC` | 99.13 |
105
+ | `MORPH_ACC` | 98.42 |
106
+ | `DEP_UAS` | 95.63 |
107
+ | `DEP_LAS` | 93.91 |
108
+ | `LEMMA_ACC` | 98.82 |
config.cfg ADDED
@@ -0,0 +1,254 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [paths]
2
+ train = "corpus/UD_Norwegian-Bokmaal/train.spacy"
3
+ dev = "corpus/UD_Norwegian-Bokmaal/dev.spacy"
4
+ vectors = null
5
+ init_tok2vec = null
6
+ tokenizer_source = "training/UD_Norwegian-Bokmaal/tokenizer/model-best"
7
+ transformer_source = "training/UD_Norwegian-Bokmaal/transformer/model-best"
8
+
9
+ [system]
10
+ gpu_allocator = "pytorch"
11
+ seed = 0
12
+
13
+ [nlp]
14
+ lang = "nb"
15
+ pipeline = ["experimental_char_ner_tokenizer","transformer","senter","tagger","morphologizer","parser","experimental_edit_tree_lemmatizer"]
16
+ batch_size = 64
17
+ disabled = ["senter"]
18
+ before_creation = null
19
+ after_creation = null
20
+ after_pipeline_creation = null
21
+ tokenizer = {"@tokenizers":"spacy-experimental.char_pretokenizer.v1"}
22
+
23
+ [components]
24
+
25
+ [components.experimental_char_ner_tokenizer]
26
+ factory = "experimental_char_ner_tokenizer"
27
+ scorer = {"@scorers":"spacy-experimental.tokenizer_scorer.v1"}
28
+
29
+ [components.experimental_char_ner_tokenizer.model]
30
+ @architectures = "spacy.TransitionBasedParser.v2"
31
+ state_type = "ner"
32
+ extra_state_tokens = false
33
+ hidden_width = 64
34
+ maxout_pieces = 2
35
+ use_upper = true
36
+ nO = null
37
+
38
+ [components.experimental_char_ner_tokenizer.model.tok2vec]
39
+ @architectures = "spacy.Tok2Vec.v2"
40
+
41
+ [components.experimental_char_ner_tokenizer.model.tok2vec.embed]
42
+ @architectures = "spacy.MultiHashEmbed.v2"
43
+ width = 128
44
+ attrs = ["ORTH","LOWER","IS_DIGIT","IS_ALPHA","IS_SPACE","IS_PUNCT"]
45
+ rows = [1000,500,50,50,50,50]
46
+ include_static_vectors = false
47
+
48
+ [components.experimental_char_ner_tokenizer.model.tok2vec.encode]
49
+ @architectures = "spacy.MaxoutWindowEncoder.v2"
50
+ width = 128
51
+ depth = 4
52
+ window_size = 4
53
+ maxout_pieces = 2
54
+
55
+ [components.experimental_edit_tree_lemmatizer]
56
+ factory = "experimental_edit_tree_lemmatizer"
57
+ backoff = "orth"
58
+ min_tree_freq = 1
59
+ overwrite = false
60
+ scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
61
+ top_k = 1
62
+
63
+ [components.experimental_edit_tree_lemmatizer.model]
64
+ @architectures = "spacy.Tagger.v1"
65
+ nO = null
66
+
67
+ [components.experimental_edit_tree_lemmatizer.model.tok2vec]
68
+ @architectures = "spacy-transformers.TransformerListener.v1"
69
+ grad_factor = 1.0
70
+ upstream = "transformer"
71
+ pooling = {"@layers":"reduce_mean.v1"}
72
+
73
+ [components.morphologizer]
74
+ factory = "morphologizer"
75
+ extend = false
76
+ overwrite = false
77
+ scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
78
+
79
+ [components.morphologizer.model]
80
+ @architectures = "spacy.Tagger.v1"
81
+ nO = null
82
+
83
+ [components.morphologizer.model.tok2vec]
84
+ @architectures = "spacy-transformers.TransformerListener.v1"
85
+ grad_factor = 1.0
86
+ upstream = "transformer"
87
+ pooling = {"@layers":"reduce_mean.v1"}
88
+
89
+ [components.parser]
90
+ factory = "parser"
91
+ learn_tokens = false
92
+ min_action_freq = 5
93
+ moves = null
94
+ scorer = {"@scorers":"spacy.parser_scorer.v1"}
95
+ update_with_oracle_cut_size = 100
96
+
97
+ [components.parser.model]
98
+ @architectures = "spacy.TransitionBasedParser.v2"
99
+ state_type = "parser"
100
+ extra_state_tokens = false
101
+ hidden_width = 64
102
+ maxout_pieces = 3
103
+ use_upper = false
104
+ nO = null
105
+
106
+ [components.parser.model.tok2vec]
107
+ @architectures = "spacy-transformers.TransformerListener.v1"
108
+ grad_factor = 1.0
109
+ upstream = "transformer"
110
+ pooling = {"@layers":"reduce_mean.v1"}
111
+
112
+ [components.senter]
113
+ factory = "senter"
114
+ overwrite = false
115
+ scorer = {"@scorers":"spacy.senter_scorer.v1"}
116
+
117
+ [components.senter.model]
118
+ @architectures = "spacy.Tagger.v1"
119
+ nO = null
120
+
121
+ [components.senter.model.tok2vec]
122
+ @architectures = "spacy-transformers.TransformerListener.v1"
123
+ grad_factor = 1.0
124
+ upstream = "transformer"
125
+ pooling = {"@layers":"reduce_mean.v1"}
126
+
127
+ [components.tagger]
128
+ factory = "tagger"
129
+ neg_prefix = "!"
130
+ overwrite = false
131
+ scorer = {"@scorers":"spacy.tagger_scorer.v1"}
132
+
133
+ [components.tagger.model]
134
+ @architectures = "spacy.Tagger.v1"
135
+ nO = null
136
+
137
+ [components.tagger.model.tok2vec]
138
+ @architectures = "spacy-transformers.TransformerListener.v1"
139
+ grad_factor = 1.0
140
+ upstream = "transformer"
141
+ pooling = {"@layers":"reduce_mean.v1"}
142
+
143
+ [components.transformer]
144
+ factory = "transformer"
145
+ max_batch_items = 4096
146
+ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
147
+
148
+ [components.transformer.model]
149
+ @architectures = "spacy-transformers.TransformerModel.v3"
150
+ name = "xlm-roberta-base"
151
+ mixed_precision = true
152
+
153
+ [components.transformer.model.get_spans]
154
+ @span_getters = "spacy-transformers.strided_spans.v1"
155
+ window = 128
156
+ stride = 96
157
+
158
+ [components.transformer.model.grad_scaler_config]
159
+
160
+ [components.transformer.model.tokenizer_config]
161
+ use_fast = true
162
+
163
+ [components.transformer.model.transformer_config]
164
+
165
+ [corpora]
166
+
167
+ [corpora.dev]
168
+ @readers = "spacy.Corpus.v1"
169
+ path = ${paths.dev}
170
+ max_length = 0
171
+ gold_preproc = false
172
+ limit = 0
173
+ augmenter = null
174
+
175
+ [corpora.train]
176
+ @readers = "spacy.Corpus.v1"
177
+ path = ${paths.train}
178
+ max_length = 0
179
+ gold_preproc = false
180
+ limit = 0
181
+ augmenter = null
182
+
183
+ [training]
184
+ train_corpus = "corpora.train"
185
+ dev_corpus = "corpora.dev"
186
+ seed = ${system:seed}
187
+ gpu_allocator = ${system:gpu_allocator}
188
+ dropout = 0.1
189
+ accumulate_gradient = 3
190
+ patience = 5000
191
+ max_epochs = 0
192
+ max_steps = 20000
193
+ eval_frequency = 200
194
+ frozen_components = []
195
+ before_to_disk = null
196
+ annotating_components = []
197
+
198
+ [training.batcher]
199
+ @batchers = "spacy.batch_by_padded.v1"
200
+ discard_oversize = true
201
+ get_length = null
202
+ size = 2000
203
+ buffer = 256
204
+
205
+ [training.logger]
206
+ @loggers = "spacy.ConsoleLogger.v1"
207
+ progress_bar = false
208
+
209
+ [training.optimizer]
210
+ @optimizers = "Adam.v1"
211
+ beta1 = 0.9
212
+ beta2 = 0.999
213
+ L2_is_weight_decay = true
214
+ L2 = 0.01
215
+ grad_clip = 1.0
216
+ use_averages = true
217
+ eps = 0.00000001
218
+
219
+ [training.optimizer.learn_rate]
220
+ @schedules = "warmup_linear.v1"
221
+ warmup_steps = 250
222
+ total_steps = 20000
223
+ initial_rate = 0.00005
224
+
225
+ [training.score_weights]
226
+ token_f = 0.0
227
+ token_p = null
228
+ token_r = null
229
+ token_acc = null
230
+ sents_f = 0.05
231
+ sents_p = 0.0
232
+ sents_r = 0.0
233
+ tag_acc = 0.11
234
+ pos_acc = 0.05
235
+ morph_acc = 0.05
236
+ morph_per_feat = null
237
+ dep_uas = 0.11
238
+ dep_las = 0.11
239
+ dep_las_per_type = null
240
+ lemma_acc = 0.52
241
+
242
+ [pretraining]
243
+
244
+ [initialize]
245
+ vectors = ${paths.vectors}
246
+ init_tok2vec = ${paths.init_tok2vec}
247
+ vocab_data = null
248
+ lookups = null
249
+ before_init = null
250
+ after_init = null
251
+
252
+ [initialize.components]
253
+
254
+ [initialize.tokenizer]
experimental_char_ner_tokenizer/cfg ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "moves":null,
3
+ "update_with_oracle_cut_size":100,
4
+ "multitasks":[
5
+
6
+ ],
7
+ "min_action_freq":1,
8
+ "learn_tokens":false,
9
+ "beam_width":1,
10
+ "beam_density":0.0,
11
+ "beam_update_prob":0.0,
12
+ "incorrect_spans_key":null
13
+ }
experimental_char_ner_tokenizer/model ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:e1b1508cf76da0d5ee7c1d5be9331c496055f240f834b60999c06890551be44c
3
+ size 6922248
experimental_char_ner_tokenizer/moves ADDED
@@ -0,0 +1 @@
 
 
1
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experimental_edit_tree_lemmatizer/cfg ADDED
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+ }
morphologizer/cfg ADDED
@@ -0,0 +1,414 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
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+ "extend":false,
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+ "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
45
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
46
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Sing",
47
+ "Abbr=Yes|POS=PROPN":"Abbr=Yes",
48
+ "POS=PART|Polarity=Neg":"Polarity=Neg",
49
+ "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs":"Number=Plur|Poss=Yes|PronType=Prs",
50
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Plur",
51
+ "Case=Gen|POS=PROPN":"Case=Gen",
52
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
53
+ "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs",
54
+ "Definite=Def|Degree=Sup|POS=ADJ":"Definite=Def|Degree=Sup",
55
+ "Case=Gen|Gender=Fem|POS=PROPN":"Case=Gen|Gender=Fem",
56
+ "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
57
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
58
+ "Definite=Ind|Degree=Sup|POS=ADJ":"Definite=Ind|Degree=Sup",
59
+ "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Def|Gender=Fem|Number=Plur",
60
+ "Gender=Neut|POS=PROPN":"Gender=Neut",
61
+ "Number=Plur|POS=DET|PronType=Int":"Number=Plur|PronType=Int",
62
+ "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Def|Gender=Neut|Number=Plur",
63
+ "Definite=Def|POS=DET|PronType=Dem":"Definite=Def|PronType=Dem",
64
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Art":"Gender=Neut|Number=Sing|PronType=Art",
65
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass",
66
+ "Abbr=Yes|Case=Gen|POS=PROPN":"Abbr=Yes|Case=Gen",
67
+ "Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
68
+ "Degree=Cmp|POS=ADJ":"Degree=Cmp",
69
+ "POS=ADJ|VerbForm=Part":"VerbForm=Part",
70
+ "Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Poss=Yes|PronType=Prs",
71
+ "Abbr=Yes|POS=ADP":"Abbr=Yes",
72
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Prs",
73
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Plur",
74
+ "POS=AUX|VerbForm=Part":"VerbForm=Part",
75
+ "POS=PRON|PronType=Int":"PronType=Int",
76
+ "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs",
77
+ "Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs":"Number=Plur|Person=3|PronType=Ind,Prs",
78
+ "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
79
+ "Degree=Pos|POS=ADJ":"Degree=Pos",
80
+ "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=1|PronType=Prs",
81
+ "POS=VERB|VerbForm=Inf|Voice=Pass":"VerbForm=Inf|Voice=Pass",
82
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem",
83
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Ind":"Gender=Neut|Number=Sing|PronType=Ind",
84
+ "Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
85
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=1|PronType=Prs",
86
+ "Number=Plur|POS=DET|Polarity=Neg|PronType=Neg":"Number=Plur|Polarity=Neg|PronType=Neg",
87
+ "NumType=Card|POS=NUM":"NumType=Card",
88
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
89
+ "POS=DET|PronType=Prs":"PronType=Prs",
90
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
91
+ "Case=Gen|Gender=Neut|POS=PROPN":"Case=Gen|Gender=Neut",
92
+ "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg":"Gender=Masc|Number=Sing|Polarity=Neg|PronType=Neg",
93
+ "Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Def|Number=Sing|VerbForm=Part",
94
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs",
95
+ "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
96
+ "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Plur|Person=3|PronType=Prs",
97
+ "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ":"Case=Gen|Degree=Pos|Number=Plur",
98
+ "Number=Plur|POS=DET|PronType=Tot":"Number=Plur|PronType=Tot",
99
+ "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Masc|Number=Sing|PronType=Dem",
100
+ "Number=Plur|POS=DET|PronType=Prs":"Number=Plur|PronType=Prs",
101
+ "POS=SYM":"",
102
+ "Gender=Neut|NumType=Card|Number=Sing|POS=NUM":"Gender=Neut|NumType=Card|Number=Sing",
103
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|PronType=Prs",
104
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Prs",
105
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
106
+ "Abbr=Yes|POS=ADV":"Abbr=Yes",
107
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem",
108
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
109
+ "Definite=Def|POS=DET|PronType=Prs":"Definite=Def|PronType=Prs",
110
+ "Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
111
+ "Gender=Neut|POS=NOUN":"Gender=Neut",
112
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Int":"Gender=Neut|Number=Sing|PronType=Int",
113
+ "Definite=Def|NumType=Card|POS=NUM":"Definite=Def|NumType=Card",
114
+ "Mood=Imp|POS=VERB|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
115
+ "Definite=Ind|Number=Plur|POS=NOUN":"Definite=Ind|Number=Plur",
116
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Tot":"Gender=Neut|Number=Sing|PronType=Tot",
117
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
118
+ "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=1|PronType=Prs",
119
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs":"Gender=Fem,Masc|Number=Sing|Person=3|Polarity=Neg|PronType=Neg,Prs",
120
+ "Number=Plur|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs":"Number=Plur|Person=3|Polarity=Neg|PronType=Neg,Prs",
121
+ "Definite=Def|NumType=Card|Number=Sing|POS=NUM":"Definite=Def|NumType=Card|Number=Sing",
122
+ "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
123
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem",
124
+ "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Plur",
125
+ "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Neut|Number=Sing|PronType=Dem",
126
+ "Animacy=Hum|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Number=Sing|PronType=Art,Prs",
127
+ "Mood=Imp|POS=AUX|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
128
+ "Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot":"Number=Plur|Person=3|PronType=Prs,Tot",
129
+ "Number=Plur|POS=ADJ":"Number=Plur",
130
+ "Gender=Masc|POS=NOUN":"Gender=Masc",
131
+ "Abbr=Yes|POS=NOUN":"Abbr=Yes",
132
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Plur",
133
+ "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Ind,Prs",
134
+ "POS=INTJ":"",
135
+ "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=2|PronType=Prs",
136
+ "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=1|PronType=Prs",
137
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Plur",
138
+ "POS=ADJ":"",
139
+ "Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
140
+ "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=2|PronType=Prs",
141
+ "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Def|Gender=Fem|Number=Sing",
142
+ "Number=Sing|POS=PRON|Polarity=Neg|PronType=Neg":"Number=Sing|Polarity=Neg|PronType=Neg",
143
+ "Case=Gen|POS=NOUN":"Case=Gen",
144
+ "Definite=Ind|Number=Sing|POS=ADJ":"Definite=Ind|Number=Sing",
145
+ "Case=Gen|Gender=Masc|POS=PROPN":"Case=Gen|Gender=Masc",
146
+ "Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp":"Animacy=Hum|Number=Plur|PronType=Rcp",
147
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
148
+ "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
149
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Ind,Prs",
150
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Prs",
151
+ "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Sing",
152
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
153
+ "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Def|Degree=Pos|Number=Sing",
154
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
155
+ "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
156
+ "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=2|PronType=Prs",
157
+ "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=2|PronType=Prs",
158
+ "Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
159
+ "Degree=Sup|POS=ADJ":"Degree=Sup",
160
+ "Animacy=Hum|POS=PRON|PronType=Int":"Animacy=Hum|PronType=Int",
161
+ "POS=DET|PronType=Ind":"PronType=Ind",
162
+ "Definite=Def|Number=Sing|POS=DET|PronType=Dem":"Definite=Def|Number=Sing|PronType=Dem",
163
+ "Gender=Fem|POS=NOUN":"Gender=Fem",
164
+ "Case=Gen|Number=Plur|POS=DET|PronType=Dem":"Case=Gen|Number=Plur|PronType=Dem",
165
+ "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs,Tot":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs,Tot",
166
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
167
+ "Gender=Neut|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg":"Gender=Neut|Number=Sing|Polarity=Neg|PronType=Neg",
168
+ "Number=Plur|POS=NOUN":"Number=Plur",
169
+ "POS=PRON|PronType=Prs":"PronType=Prs",
170
+ "Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Number=Sing",
171
+ "Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part":"Definite=Ind|Number=Sing|VerbForm=Part",
172
+ "Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part":"Case=Gen|Definite=Def|Number=Sing|VerbForm=Part",
173
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass",
174
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Dem,Ind":"Gender=Neut|Number=Sing|PronType=Dem,Ind",
175
+ "Animacy=Hum|POS=PRON|Poss=Yes|PronType=Int":"Animacy=Hum|Poss=Yes|PronType=Int",
176
+ "Abbr=Yes|POS=ADJ":"Abbr=Yes",
177
+ "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Case=Gen|Gender=Masc|Number=Sing|PronType=Art",
178
+ "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing",
179
+ "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Fem|Number=Sing|PronType=Dem",
180
+ "Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp":"Number=Plur|Poss=Yes|PronType=Rcp",
181
+ "Definite=Ind|Degree=Pos|POS=ADJ":"Definite=Ind|Degree=Pos",
182
+ "Number=Plur|POS=DET|PronType=Art":"Number=Plur|PronType=Art",
183
+ "Case=Gen|NumType=Card|Number=Plur|POS=NUM":"Case=Gen|NumType=Card|Number=Plur",
184
+ "Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing",
185
+ "Case=Gen|Number=Plur|POS=DET|PronType=Tot":"Case=Gen|Number=Plur|PronType=Tot",
186
+ "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing",
187
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
188
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Gender=Neut|Number=Sing",
189
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem",
190
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Prs":"Gender=Fem|Number=Sing|PronType=Prs",
191
+ "Animacy=Hum|Case=Gen,Nom|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Case=Gen,Nom|Number=Sing|PronType=Art,Prs",
192
+ "Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Gender=Masc|Number=Sing",
193
+ "Animacy=Hum|Case=Gen|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Case=Gen|Number=Sing|PronType=Art,Prs",
194
+ "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
195
+ "Definite=Ind|Gender=Masc|POS=NOUN":"Definite=Ind|Gender=Masc",
196
+ "Definite=Def|Number=Plur|POS=NOUN":"Definite=Def|Number=Plur",
197
+ "Number=Sing|POS=ADJ|VerbForm=Part":"Number=Sing|VerbForm=Part",
198
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Masc|Number=Sing|VerbForm=Part",
199
+ "Abbr=Yes|Gender=Masc|POS=NOUN":"Abbr=Yes|Gender=Masc",
200
+ "Abbr=Yes|Case=Gen|POS=NOUN":"Abbr=Yes|Case=Gen",
201
+ "Abbr=Yes|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Abbr=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin",
202
+ "Abbr=Yes|Degree=Pos|POS=ADJ":"Abbr=Yes|Degree=Pos",
203
+ "Case=Gen|Gender=Fem|POS=NOUN":"Case=Gen|Gender=Fem",
204
+ "Case=Gen|Degree=Cmp|POS=ADJ":"Case=Gen|Degree=Cmp",
205
+ "Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing",
206
+ "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing"
207
+ },
208
+ "labels_pos":{
209
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
210
+ "POS=CCONJ":89,
211
+ "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":92,
212
+ "POS=SCONJ":98,
213
+ "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":92,
214
+ "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":92,
215
+ "POS=PUNCT":97,
216
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin":100,
217
+ "POS=ADP":85,
218
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
219
+ "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":84,
220
+ "POS=PROPN":96,
221
+ "POS=X":101,
222
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":100,
223
+ "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":92,
224
+ "POS=PRON|PronType=Rel":95,
225
+ "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin":87,
226
+ "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part":84,
227
+ "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":84,
228
+ "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":92,
229
+ "Number=Plur|POS=ADJ|VerbForm=Part":84,
230
+ "Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":92,
231
+ "POS=ADV":86,
232
+ "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
233
+ "Definite=Ind|Number=Sing|POS=ADJ|VerbForm=Part":84,
234
+ "POS=VERB|VerbForm=Part":100,
235
+ "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":92,
236
+ "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":84,
237
+ "Degree=Pos|Number=Plur|POS=ADJ":84,
238
+ "NumType=Card|Number=Plur|POS=NUM":93,
239
+ "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":92,
240
+ "Case=Acc|POS=PRON|PronType=Prs|Reflex=Yes":95,
241
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
242
+ "POS=PART":94,
243
+ "POS=VERB|VerbForm=Inf":100,
244
+ "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
245
+ "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin":87,
246
+ "Gender=Fem|POS=PROPN":96,
247
+ "POS=NOUN":92,
248
+ "Gender=Masc|POS=PROPN":96,
249
+ "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":90,
250
+ "Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
251
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":92,
252
+ "Abbr=Yes|POS=PROPN":96,
253
+ "POS=PART|Polarity=Neg":94,
254
+ "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs":95,
255
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":92,
256
+ "Case=Gen|POS=PROPN":96,
257
+ "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":90,
258
+ "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":95,
259
+ "Definite=Def|Degree=Sup|POS=ADJ":84,
260
+ "Case=Gen|Gender=Fem|POS=PROPN":96,
261
+ "Number=Plur|POS=DET|PronType=Dem":90,
262
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":92,
263
+ "Definite=Ind|Degree=Sup|POS=ADJ":84,
264
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