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495426e
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Update spaCy pipeline

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.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ fo_parser_lemm-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
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+ transformer/model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,103 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+ - fo
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+ model-index:
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+ - name: fo_parser_lemm
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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: 0.9761845074
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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: 0.9581348709
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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: 0.9059914766
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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: 0.8606454841
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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: 0.889483066
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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: 0.8363528364
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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: 0.987654321
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+ ---
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `fo_parser_lemm` |
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+ | **Version** | `0.0.0` |
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+ | **spaCy** | `>=3.7.5,<3.8.0` |
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+ | **Default Pipeline** | `transformer`, `trainable_lemmatizer`, `tagger`, `morphologizer`, `parser` |
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+ | **Components** | `transformer`, `trainable_lemmatizer`, `tagger`, `morphologizer`, `parser` |
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+ | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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+ | **Sources** | n/a |
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+ | **License** | n/a |
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+ | **Author** | [n/a]() |
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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 (292 labels for 3 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`tagger`** | `A`, `Abbr`, `Adv`, `CC`, `CLB`, `CS`, `Det`, `IM`, `Interj`, `N`, `Num`, `PUNCT`, `Pr`, `Pron`, `V`, `x` |
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+ | **`morphologizer`** | `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=ADP`, `Case=Acc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres`, `Case=Nom\|POS=NOUN`, `POS=PUNCT`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Number=Sing\|POS=PROPN`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Case=Dat\|POS=NUM`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=ADV`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=CCONJ`, `Case=Nom\|Gender=Fem\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres`, `POS=PART`, `POS=VERB\|VerbForm=Inf`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PRON`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Tense=Pres`, `Case=Nom\|POS=NUM`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Pres`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=NUM`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `POS=X`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=DET`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Sup\|POS=ADV`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=AUX\|VerbForm=Inf`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|Voice=Pass`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Past`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Rel`, `Case=Acc\|POS=PRON\|Reflex=Yes`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=VERB\|VerbForm=Sup\|Voice=Pass`, `POS=VERB\|VerbForm=Sup`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Tense=Past`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|POS=PROPN`, `Case=Nom\|Definite=Def\|Number=Sing\|POS=PROPN`, `Case=Dat\|POS=PRON\|Reflex=Yes`, `Case=Dat\|Number=Sing\|POS=PROPN`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=VERB\|Tense=Imp`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Pass`, `NumType=Ord\|POS=ADJ`, `Case=Nom\|Number=Sing\|POS=PRON`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `POS=NOUN`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Gen\|Number=Sing\|POS=PROPN`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=DET`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=SCONJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|POS=NOUN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=NUM`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON`, `Case=Gen\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=NUM`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=ADV`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=DET`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET`, `Case=Acc\|POS=NOUN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=NUM`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Nom\|Number=Plur\|POS=PROPN`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=DET`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=DET`, `Case=Acc\|Gender=Neut\|POS=ADJ`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=VERB\|Tense=Imp`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Tense=Past`, `Case=Nom\|Gender=Masc\|POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=NUM`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres`, `POS=AUX\|VerbForm=Sup`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Acc\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Def\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|POS=NUM`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Pres\|Voice=Pass`, `Case=Dat\|Definite=Def\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Dat\|Definite=Def\|Degree=Sup\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON`, `Case=Gen\|POS=NUM`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=VERB`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=PRON`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=DET`, `Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADV`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=NUM`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|Voice=Pass`, `Case=Gen\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Neut\|Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Neut\|Number=Plur\|POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PROPN`, `POS=INTJ`, `Case=Gen\|Definite=Ind\|Number=Sing\|POS=NOUN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=NUM`, `Case=Dat\|Definite=Ind\|Number=Sing\|POS=PROPN`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=NUM`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=DET`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past\|Voice=Pass`, `Case=Nom\|Definite=Ind\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Dat\|POS=PROPN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Number=Sing\|POS=PRON\|PronType=Prs`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=NUM`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Nom\|Gender=Neut\|POS=ADJ` |
82
+ | **`parser`** | `ROOT`, `advcl`, `advmod`, `amod`, `aux`, `aux:pass`, `case`, `cc`, `conj`, `cop`, `dep`, `det`, `flat`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` |
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+
84
+ </details>
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+
86
+ ### Accuracy
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+
88
+ | Type | Score |
89
+ | --- | --- |
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+ | `LEMMA_ACC` | 86.06 |
91
+ | `TAG_ACC` | 97.62 |
92
+ | `POS_ACC` | 95.81 |
93
+ | `MORPH_ACC` | 90.60 |
94
+ | `DEP_UAS` | 88.95 |
95
+ | `DEP_LAS` | 83.64 |
96
+ | `SENTS_P` | 98.36 |
97
+ | `SENTS_R` | 99.17 |
98
+ | `SENTS_F` | 98.77 |
99
+ | `TRANSFORMER_LOSS` | 51272.51 |
100
+ | `TRAINABLE_LEMMATIZER_LOSS` | 6826.97 |
101
+ | `TAGGER_LOSS` | 476.81 |
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+ | `MORPHOLOGIZER_LOSS` | 20581.37 |
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+ | `PARSER_LOSS` | 7039.63 |
config.cfg ADDED
@@ -0,0 +1,210 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [paths]
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+ train = "/tmp/tmp58x7l2ov/tmp_train.spacy"
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+ dev = "/tmp/tmp58x7l2ov/tmp_dev.spacy"
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+ vectors = null
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+ init_tok2vec = null
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+
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+ [system]
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+ gpu_allocator = "pytorch"
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+ seed = 0
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+
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+ [nlp]
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+ lang = "fo"
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+ pipeline = ["transformer","trainable_lemmatizer","tagger","morphologizer","parser"]
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+ batch_size = 128
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+ disabled = []
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+ before_creation = null
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+ after_creation = null
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+ after_pipeline_creation = null
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+ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
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+ vectors = {"@vectors":"spacy.Vectors.v1"}
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+
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+ [components]
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+
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+ [components.morphologizer]
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+ factory = "morphologizer"
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+ extend = false
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+ label_smoothing = 0.0
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+ overwrite = true
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+ scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
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+
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+ [components.morphologizer.model]
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+ @architectures = "spacy.Tagger.v2"
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+ nO = null
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+ normalize = false
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+
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+ [components.morphologizer.model.tok2vec]
37
+ @architectures = "spacy-transformers.TransformerListener.v1"
38
+ grad_factor = 1.0
39
+ pooling = {"@layers":"reduce_mean.v1"}
40
+ upstream = "*"
41
+
42
+ [components.parser]
43
+ factory = "parser"
44
+ learn_tokens = false
45
+ min_action_freq = 30
46
+ moves = null
47
+ scorer = {"@scorers":"spacy.parser_scorer.v1"}
48
+ update_with_oracle_cut_size = 100
49
+
50
+ [components.parser.model]
51
+ @architectures = "spacy.TransitionBasedParser.v2"
52
+ state_type = "parser"
53
+ extra_state_tokens = false
54
+ hidden_width = 128
55
+ maxout_pieces = 3
56
+ use_upper = false
57
+ nO = null
58
+
59
+ [components.parser.model.tok2vec]
60
+ @architectures = "spacy-transformers.TransformerListener.v1"
61
+ grad_factor = 1.0
62
+ pooling = {"@layers":"reduce_mean.v1"}
63
+ upstream = "*"
64
+
65
+ [components.tagger]
66
+ factory = "tagger"
67
+ label_smoothing = 0.0
68
+ neg_prefix = "!"
69
+ overwrite = false
70
+ scorer = {"@scorers":"spacy.tagger_scorer.v1"}
71
+
72
+ [components.tagger.model]
73
+ @architectures = "spacy.Tagger.v2"
74
+ nO = null
75
+ normalize = false
76
+
77
+ [components.tagger.model.tok2vec]
78
+ @architectures = "spacy-transformers.TransformerListener.v1"
79
+ grad_factor = 1.0
80
+ pooling = {"@layers":"reduce_mean.v1"}
81
+ upstream = "*"
82
+
83
+ [components.trainable_lemmatizer]
84
+ factory = "trainable_lemmatizer"
85
+ backoff = "orth"
86
+ min_tree_freq = 3
87
+ overwrite = false
88
+ scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
89
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90
+
91
+ [components.trainable_lemmatizer.model]
92
+ @architectures = "spacy.Tagger.v2"
93
+ nO = null
94
+ normalize = false
95
+
96
+ [components.trainable_lemmatizer.model.tok2vec]
97
+ @architectures = "spacy-transformers.TransformerListener.v1"
98
+ grad_factor = 1.0
99
+ pooling = {"@layers":"reduce_mean.v1"}
100
+ upstream = "*"
101
+
102
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103
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104
+ max_batch_items = 4096
105
+ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
106
+
107
+ [components.transformer.model]
108
+ @architectures = "spacy-transformers.TransformerModel.v3"
109
+ name = "bert-base-multilingual-uncased"
110
+ mixed_precision = false
111
+
112
+ [components.transformer.model.get_spans]
113
+ @span_getters = "spacy-transformers.strided_spans.v1"
114
+ window = 128
115
+ stride = 96
116
+
117
+ [components.transformer.model.grad_scaler_config]
118
+
119
+ [components.transformer.model.tokenizer_config]
120
+ use_fast = true
121
+
122
+ [components.transformer.model.transformer_config]
123
+
124
+ [corpora]
125
+
126
+ [corpora.dev]
127
+ @readers = "spacy.Corpus.v1"
128
+ path = ${paths.dev}
129
+ max_length = 0
130
+ gold_preproc = false
131
+ limit = 0
132
+ augmenter = null
133
+
134
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135
+ @readers = "spacy.Corpus.v1"
136
+ path = ${paths.train}
137
+ max_length = 0
138
+ gold_preproc = false
139
+ limit = 0
140
+ augmenter = null
141
+
142
+ [training]
143
+ accumulate_gradient = 3
144
+ dev_corpus = "corpora.dev"
145
+ train_corpus = "corpora.train"
146
+ seed = ${system.seed}
147
+ gpu_allocator = ${system.gpu_allocator}
148
+ dropout = 0.1
149
+ patience = 1600
150
+ max_epochs = 0
151
+ max_steps = 1600
152
+ eval_frequency = 200
153
+ frozen_components = []
154
+ annotating_components = []
155
+ before_to_disk = null
156
+ before_update = null
157
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158
+ [training.batcher]
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+ @batchers = "spacy.batch_by_padded.v1"
160
+ discard_oversize = true
161
+ size = 2000
162
+ buffer = 256
163
+ get_length = null
164
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165
+ [training.logger]
166
+ @loggers = "spacy.ConsoleLogger.v1"
167
+ progress_bar = false
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+
169
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170
+ @optimizers = "Adam.v1"
171
+ beta1 = 0.9
172
+ beta2 = 0.999
173
+ L2_is_weight_decay = true
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+ L2 = 0.01
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+ grad_clip = 1.0
176
+ use_averages = false
177
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178
+
179
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180
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181
+ warmup_steps = 250
182
+ total_steps = 20000
183
+ initial_rate = 0.00005
184
+
185
+ [training.score_weights]
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+ lemma_acc = 0.26
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+ tag_acc = 0.26
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+ pos_acc = 0.12
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+ morph_acc = 0.12
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+ morph_per_feat = null
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+ dep_uas = 0.12
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+ dep_las = 0.12
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+ dep_las_per_type = null
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+ sents_p = null
195
+ sents_r = null
196
+ sents_f = 0.0
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+
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+ [pretraining]
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+
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+ [initialize]
201
+ vectors = ${paths.vectors}
202
+ init_tok2vec = ${paths.init_tok2vec}
203
+ vocab_data = null
204
+ lookups = null
205
+ before_init = null
206
+ after_init = null
207
+
208
+ [initialize.components]
209
+
210
+ [initialize.tokenizer]
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35
+ "Pr",
36
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+ "x"
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+ ],
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+ "morphologizer":[
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+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
42
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45
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
46
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres",
47
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48
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55
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+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN",
60
+ "POS=CCONJ",
61
+ "Case=Nom|Gender=Fem|POS=ADJ",
62
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past",
64
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ",
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+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
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+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
67
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres",
68
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69
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70
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PRON",
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+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ",
74
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN",
75
+ "Mood=Ind|Number=Plur|POS=AUX|Tense=Pres",
76
+ "Case=Nom|POS=NUM",
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+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
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+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres",
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+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
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+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
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+ "Case=Nom|Gender=Neut|Number=Sing|POS=DET",
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+ "Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
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+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Case=Nom|Gender=Masc|Number=Sing|POS=DET",
91
+ "Case=Nom|Gender=Fem|Number=Sing|POS=PROPN",
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+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
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+ "Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "Degree=Sup|POS=ADV",
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+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
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+ "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ",
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+ "Mood=Ind|Number=Sing|POS=VERB|Tense=Past|Voice=Pass",
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+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
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+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN",
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+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past",
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+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
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+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ",
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+ "Case=Acc|POS=PROPN",
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+ "Case=Nom|Definite=Def|Number=Sing|POS=PROPN",
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+ "Case=Dat|Number=Sing|POS=PROPN",
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+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
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+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN",
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+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ",
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+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Pass",
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+ "NumType=Ord|POS=ADJ",
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+ "Case=Nom|Number=Sing|POS=PRON",
144
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
145
+ "POS=NOUN",
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+ "Case=Nom|Gender=Masc|Number=Sing|POS=PROPN",
147
+ "Case=Gen|Number=Sing|POS=PROPN",
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+ "Case=Dat|Gender=Neut|Number=Sing|POS=DET",
149
+ "Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ",
150
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ",
151
+ "Case=Gen|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
152
+ "POS=SCONJ",
153
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Past",
154
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
155
+ "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
156
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN",
158
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN",
159
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
160
+ "Case=Dat|POS=NOUN",
161
+ "Case=Dat|Gender=Fem|Number=Sing|POS=DET",
162
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ",
163
+ "Case=Nom|Gender=Masc|Number=Sing|POS=NUM",
164
+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
165
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ",
166
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
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+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ",
168
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
169
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=PROPN",
170
+ "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
171
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
172
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
173
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ",
174
+ "Case=Nom|Gender=Masc|Number=Plur|POS=ADJ",
175
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
176
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
177
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN",
178
+ "Case=Nom|Gender=Neut|Number=Sing|POS=PRON",
179
+ "Case=Gen|Number=Sing|POS=PRON|Person=1|PronType=Prs",
180
+ "Case=Dat|Gender=Neut|Number=Sing|POS=NUM",
181
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
182
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
183
+ "Gender=Masc|Number=Plur|POS=ADV",
184
+ "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
185
+ "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
186
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
187
+ "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
188
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=DET",
189
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN",
190
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
191
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
192
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
193
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ",
194
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=DET",
195
+ "Case=Acc|POS=NOUN",
196
+ "Case=Nom|Gender=Fem|Number=Sing|POS=NUM",
197
+ "Case=Dat|Gender=Masc|Number=Sing|POS=PROPN",
198
+ "Case=Acc|Gender=Masc|Number=Plur|POS=ADJ",
199
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ",
200
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ",
201
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ",
202
+ "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Int",
203
+ "Case=Nom|Gender=Fem|Number=Plur|POS=ADJ",
204
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN",
205
+ "Case=Nom|Number=Plur|POS=PROPN",
206
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
207
+ "Case=Dat|Gender=Fem|Number=Sing|POS=PROPN",
208
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN",
209
+ "Case=Acc|Gender=Masc|Number=Sing|POS=DET",
210
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres",
211
+ "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
212
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
213
+ "Case=Acc|Gender=Neut|Number=Sing|POS=DET",
214
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215
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216
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Part",
217
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Part",
218
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ",
219
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ",
220
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
221
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
222
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
223
+ "Number=Plur|POS=VERB|Tense=Imp",
224
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=DET",
225
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN",
226
+ "Mood=Ind|Number=Sing|POS=AUX|Tense=Past",
227
+ "Case=Nom|Gender=Masc|POS=ADJ",
228
+ "Case=Nom|Gender=Neut|Number=Sing|POS=NUM",
229
+ "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
230
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres",
231
+ "POS=AUX|VerbForm=Sup",
232
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN",
233
+ "Case=Acc|Gender=Fem|Number=Plur|POS=ADJ",
234
+ "Case=Nom|Definite=Ind|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
235
+ "Case=Acc|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
236
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
237
+ "Case=Acc|POS=NUM",
238
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ",
239
+ "Case=Dat|Gender=Masc|Number=Sing|POS=DET",
240
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=DET",
241
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=DET",
242
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres|Voice=Pass",
243
+ "Case=Dat|Definite=Def|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
244
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
245
+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON",
246
+ "Case=Gen|POS=NUM",
247
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PROPN",
248
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ",
249
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
250
+ "POS=VERB",
251
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=PRON",
252
+ "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
253
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ",
254
+ "Case=Nom|Gender=Masc|Number=Plur|POS=DET",
255
+ "Degree=Sup|Gender=Neut|Number=Plur|POS=ADV",
256
+ "Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
257
+ "Case=Acc|Gender=Fem|Number=Sing|POS=NUM",
258
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
259
+ "Case=Nom|Definite=Ind|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
260
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET",
261
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass",
262
+ "Case=Gen|Number=Plur|POS=PRON|Person=1|PronType=Prs",
263
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ",
264
+ "Case=Dat|Definite=Def|Gender=Neut|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
265
+ "Gender=Neut|Number=Plur|POS=ADV",
266
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres",
267
+ "Case=Nom|Gender=Neut|Number=Plur|POS=ADJ",
268
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ",
269
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN",
270
+ "POS=INTJ",
271
+ "Case=Gen|Definite=Ind|Number=Sing|POS=NOUN",
272
+ "Case=Dat|Gender=Fem|Number=Sing|POS=NUM",
273
+ "Case=Dat|Definite=Ind|Number=Sing|POS=PROPN",
274
+ "Case=Acc|Gender=Masc|Number=Sing|POS=NUM",
275
+ "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
276
+ "Case=Acc|Gender=Neut|Number=Plur|POS=DET",
277
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
278
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
279
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
280
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN",
281
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ",
282
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Past|Voice=Pass",
283
+ "Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
284
+ "Case=Dat|POS=PROPN",
285
+ "Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
286
+ "Case=Nom|Number=Sing|POS=PRON|PronType=Prs",
287
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ",
288
+ "Case=Acc|Gender=Neut|Number=Sing|POS=NUM",
289
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
290
+ "Case=Gen|Gender=Masc|Number=Sing|POS=PROPN",
291
+ "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
292
+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
293
+ "Case=Nom|Gender=Neut|POS=ADJ"
294
+ ],
295
+ "parser":[
296
+ "ROOT",
297
+ "advcl",
298
+ "advmod",
299
+ "amod",
300
+ "aux",
301
+ "aux:pass",
302
+ "case",
303
+ "cc",
304
+ "conj",
305
+ "cop",
306
+ "dep",
307
+ "det",
308
+ "flat",
309
+ "mark",
310
+ "nmod",
311
+ "nmod:poss",
312
+ "nsubj",
313
+ "nummod",
314
+ "obj",
315
+ "obl",
316
+ "parataxis",
317
+ "punct",
318
+ "xcomp"
319
+ ]
320
+ },
321
+ "pipeline":[
322
+ "transformer",
323
+ "trainable_lemmatizer",
324
+ "tagger",
325
+ "morphologizer",
326
+ "parser"
327
+ ],
328
+ "components":[
329
+ "transformer",
330
+ "trainable_lemmatizer",
331
+ "tagger",
332
+ "morphologizer",
333
+ "parser"
334
+ ],
335
+ "disabled":[
336
+
337
+ ],
338
+ "performance":{
339
+ "lemma_acc":0.8606454841,
340
+ "tag_acc":0.9761845074,
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+ "pos_acc":0.9581348709,
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+ "morph_acc":0.9059914766,
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+ "morph_per_feat":{
344
+ "Case":{
345
+ "p":0.9396929825,
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+ "r":0.9305103149,
347
+ "f":0.9350791053
348
+ },
349
+ "Definite":{
350
+ "p":0.952722063,
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+ "r":0.952722063,
352
+ "f":0.952722063
353
+ },
354
+ "Gender":{
355
+ "p":0.874205845,
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+ "r":0.8697850822,
357
+ "f":0.8719898606
358
+ },
359
+ "Number":{
360
+ "p":0.9655172414,
361
+ "r":0.9612676056,
362
+ "f":0.9633877371
363
+ },
364
+ "Mood":{
365
+ "p":0.980620155,
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+ "r":0.9730769231,
367
+ "f":0.9768339768
368
+ },
369
+ "Person":{
370
+ "p":0.9695652174,
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+ "r":0.9911111111,
372
+ "f":0.9802197802
373
+ },
374
+ "Tense":{
375
+ "p":0.9735849057,
376
+ "r":0.9662921348,
377
+ "f":0.969924812
378
+ },
379
+ "VerbForm":{
380
+ "p":0.8823529412,
381
+ "r":0.9183673469,
382
+ "f":0.9
383
+ },
384
+ "PronType":{
385
+ "p":0.9830508475,
386
+ "r":1.0,
387
+ "f":0.9914529915
388
+ },
389
+ "Degree":{
390
+ "p":1.0,
391
+ "r":0.8,
392
+ "f":0.8888888889
393
+ },
394
+ "NumType":{
395
+ "p":1.0,
396
+ "r":1.0,
397
+ "f":1.0
398
+ },
399
+ "Reflex":{
400
+ "p":1.0,
401
+ "r":1.0,
402
+ "f":1.0
403
+ },
404
+ "Voice":{
405
+ "p":1.0,
406
+ "r":0.8666666667,
407
+ "f":0.9285714286
408
+ }
409
+ },
410
+ "dep_uas":0.889483066,
411
+ "dep_las":0.8363528364,
412
+ "dep_las_per_type":{
413
+ "nsubj":{
414
+ "p":0.8842975207,
415
+ "r":0.8806584362,
416
+ "f":0.8824742268
417
+ },
418
+ "cop":{
419
+ "p":0.8813559322,
420
+ "r":0.9069767442,
421
+ "f":0.893982808
422
+ },
423
+ "root":{
424
+ "p":0.881147541,
425
+ "r":0.8884297521,
426
+ "f":0.8847736626
427
+ },
428
+ "aux:pass":{
429
+ "p":0.4615384615,
430
+ "r":0.8571428571,
431
+ "f":0.6
432
+ },
433
+ "amod":{
434
+ "p":0.9236641221,
435
+ "r":0.9379844961,
436
+ "f":0.9307692308
437
+ },
438
+ "case":{
439
+ "p":0.9535864979,
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+ "r":0.9576271186,
441
+ "f":0.955602537
442
+ },
443
+ "obl":{
444
+ "p":0.7299270073,
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+ "r":0.8403361345,
446
+ "f":0.78125
447
+ },
448
+ "dep":{
449
+ "p":0.0909090909,
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+ "r":0.3333333333,
451
+ "f":0.1428571429
452
+ },
453
+ "nmod":{
454
+ "p":0.6842105263,
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+ "r":0.5652173913,
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+ "f":0.619047619
457
+ },
458
+ "cc":{
459
+ "p":0.8923076923,
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+ "r":0.8923076923,
461
+ "f":0.8923076923
462
+ },
463
+ "conj":{
464
+ "p":0.8064516129,
465
+ "r":0.8064516129,
466
+ "f":0.8064516129
467
+ },
468
+ "acl":{
469
+ "p":0.0,
470
+ "r":0.0,
471
+ "f":0.0
472
+ },
473
+ "advmod":{
474
+ "p":0.7820512821,
475
+ "r":0.7093023256,
476
+ "f":0.743902439
477
+ },
478
+ "xcomp":{
479
+ "p":0.5454545455,
480
+ "r":0.6666666667,
481
+ "f":0.6
482
+ },
483
+ "expl":{
484
+ "p":0.0,
485
+ "r":0.0,
486
+ "f":0.0
487
+ },
488
+ "nummod":{
489
+ "p":0.9583333333,
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+ "r":0.9583333333,
491
+ "f":0.9583333333
492
+ },
493
+ "parataxis":{
494
+ "p":0.9666666667,
495
+ "r":0.90625,
496
+ "f":0.935483871
497
+ },
498
+ "nmod:poss":{
499
+ "p":1.0,
500
+ "r":0.5,
501
+ "f":0.6666666667
502
+ },
503
+ "mark":{
504
+ "p":0.875,
505
+ "r":0.84,
506
+ "f":0.8571428571
507
+ },
508
+ "fixed":{
509
+ "p":0.0,
510
+ "r":0.0,
511
+ "f":0.0
512
+ },
513
+ "appos":{
514
+ "p":0.0,
515
+ "r":0.0,
516
+ "f":0.0
517
+ },
518
+ "det":{
519
+ "p":0.8947368421,
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+ "r":0.9189189189,
521
+ "f":0.9066666667
522
+ },
523
+ "obj":{
524
+ "p":0.8333333333,
525
+ "r":0.6896551724,
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+ "f":0.7547169811
527
+ },
528
+ "aux":{
529
+ "p":0.9166666667,
530
+ "r":0.6875,
531
+ "f":0.7857142857
532
+ },
533
+ "advcl":{
534
+ "p":0.5,
535
+ "r":0.75,
536
+ "f":0.6
537
+ },
538
+ "csubj":{
539
+ "p":0.0,
540
+ "r":0.0,
541
+ "f":0.0
542
+ },
543
+ "ccomp":{
544
+ "p":0.0,
545
+ "r":0.0,
546
+ "f":0.0
547
+ },
548
+ "acl:relcl":{
549
+ "p":0.0,
550
+ "r":0.0,
551
+ "f":0.0
552
+ },
553
+ "flat":{
554
+ "p":0.0,
555
+ "r":0.0,
556
+ "f":0.0
557
+ },
558
+ "compound":{
559
+ "p":0.0,
560
+ "r":0.0,
561
+ "f":0.0
562
+ }
563
+ },
564
+ "sents_p":0.9836065574,
565
+ "sents_r":0.9917355372,
566
+ "sents_f":0.987654321,
567
+ "transformer_loss":512.7250701735,
568
+ "trainable_lemmatizer_loss":68.2697204216,
569
+ "tagger_loss":4.7681177235,
570
+ "morphologizer_loss":205.8136993496,
571
+ "parser_loss":70.3962767811
572
+ },
573
+ "requirements":[
574
+ "spacy-transformers>=1.3.5,<1.4.0"
575
+ ]
576
+ }
morphologizer/cfg ADDED
@@ -0,0 +1,515 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "extend":false,
3
+ "label_smoothing":0.0,
4
+ "labels_morph":{
5
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing",
6
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Nom|Definite=Def|Gender=Fem|Number=Sing",
7
+ "POS=ADP":"",
8
+ "Case=Acc|Number=Sing|POS=PROPN":"Case=Acc|Number=Sing",
9
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Masc|Number=Sing",
10
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres":"Mood=Ind|Number=Sing|Person=3|Tense=Pres",
11
+ "Case=Nom|POS=NOUN":"Case=Nom",
12
+ "POS=PUNCT":"",
13
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
14
+ "Case=Nom|Number=Sing|POS=PROPN":"Case=Nom|Number=Sing",
15
+ "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
16
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
17
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Nom|Definite=Def|Gender=Masc|Number=Plur",
18
+ "POS=VERB|VerbForm=Inf|Voice=Pass":"VerbForm=Inf|Voice=Pass",
19
+ "Case=Dat|POS=NUM":"Case=Dat",
20
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Masc|Number=Plur",
21
+ "POS=ADV":"",
22
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=DET":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
23
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Definite=Def|Gender=Fem|Number=Sing",
24
+ "POS=CCONJ":"",
25
+ "Case=Nom|Gender=Fem|POS=ADJ":"Case=Nom|Gender=Fem",
26
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Dat|Definite=Def|Gender=Masc|Number=Sing",
27
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past":"Mood=Ind|Number=Sing|Person=3|Tense=Past",
28
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Gender=Fem|Number=Sing",
29
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
30
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Neut|Number=Sing",
31
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres":"Mood=Ind|Number=Sing|Person=3|Tense=Pres",
32
+ "POS=PART":"",
33
+ "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
34
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PRON":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
35
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Nom|Definite=Def|Gender=Masc|Number=Sing",
36
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing",
37
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
38
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Plur",
39
+ "Mood=Ind|Number=Plur|POS=AUX|Tense=Pres":"Mood=Ind|Number=Plur|Tense=Pres",
40
+ "Case=Nom|POS=NUM":"Case=Nom",
41
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Neut|Number=Plur",
42
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres":"Mood=Ind|Number=Plur|Tense=Pres",
43
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
44
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Acc|Definite=Def|Gender=Fem|Number=Sing",
45
+ "POS=NUM":"",
46
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
47
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Dat|Definite=Def|Gender=Neut|Number=Sing",
48
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Neut|Number=Sing",
49
+ "POS=X":"",
50
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
51
+ "Case=Nom|Gender=Neut|Number=Sing|POS=DET":"Case=Nom|Gender=Neut|Number=Sing",
52
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Nom|Definite=Def|Gender=Neut|Number=Sing",
53
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Gender=Masc|Number=Sing",
54
+ "Case=Nom|Gender=Masc|Number=Sing|POS=DET":"Case=Nom|Gender=Masc|Number=Sing",
55
+ "Case=Nom|Gender=Fem|Number=Sing|POS=PROPN":"Case=Nom|Gender=Fem|Number=Sing",
56
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
57
+ "Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Sing|Person=3|PronType=Prs",
58
+ "Degree=Sup|POS=ADV":"Degree=Sup",
59
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing",
60
+ "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
61
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
62
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Gender=Fem|Number=Plur",
63
+ "Mood=Ind|Number=Sing|POS=VERB|Tense=Past|Voice=Pass":"Mood=Ind|Number=Sing|Tense=Past|Voice=Pass",
64
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Sing",
65
+ "Mood=Ind|Number=Sing|POS=VERB|Tense=Past":"Mood=Ind|Number=Sing|Tense=Past",
66
+ "Case=Acc|Gender=Fem|Number=Sing|POS=DET":"Case=Acc|Gender=Fem|Number=Sing",
67
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Fem|Number=Sing",
68
+ "POS=PRON|PronType=Rel":"PronType=Rel",
69
+ "Case=Acc|POS=PRON|Reflex=Yes":"Case=Acc|Reflex=Yes",
70
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=DET":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
71
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Sing",
72
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Dat|Number=Plur|Person=1|PronType=Prs",
73
+ "Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Acc|Definite=Def|Gender=Neut|Number=Plur",
74
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
75
+ "Case=Acc|Gender=Neut|Number=Plur|POS=ADJ":"Case=Acc|Gender=Neut|Number=Plur",
76
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Neut|Number=Plur",
77
+ "Case=Nom|Gender=Fem|Number=Sing|POS=DET":"Case=Nom|Gender=Fem|Number=Sing",
78
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
79
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Fem|Number=Plur",
80
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Gender=Neut|Number=Sing",
81
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN":"Case=Nom|Definite=Def|Gender=Masc|Number=Sing",
82
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
83
+ "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
84
+ "POS=VERB|VerbForm=Sup|Voice=Pass":"VerbForm=Sup|Voice=Pass",
85
+ "POS=VERB|VerbForm=Sup":"VerbForm=Sup",
86
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Neut|Number=Plur",
87
+ "Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Acc|Definite=Def|Gender=Neut|Number=Sing",
88
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past":"Mood=Ind|Number=Sing|Person=3|Tense=Past",
89
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
90
+ "Mood=Ind|Number=Plur|POS=AUX|Tense=Past":"Mood=Ind|Number=Plur|Tense=Past",
91
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Neut|Number=Plur",
92
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Plur",
93
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Neut|Number=Plur",
94
+ "Case=Acc|POS=PROPN":"Case=Acc",
95
+ "Case=Nom|Definite=Def|Number=Sing|POS=PROPN":"Case=Nom|Definite=Def|Number=Sing",
96
+ "Case=Dat|POS=PRON|Reflex=Yes":"Case=Dat|Reflex=Yes",
97
+ "Case=Dat|Number=Sing|POS=PROPN":"Case=Dat|Number=Sing",
98
+ "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem":"Case=Nom|Gender=Neut|Number=Sing|PronType=Dem",
99
+ "Number=Sing|POS=VERB|Tense=Imp":"Number=Sing|Tense=Imp",
100
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
101
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
102
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
103
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
104
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
105
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Pass":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|Voice=Pass",
106
+ "NumType=Ord|POS=ADJ":"NumType=Ord",
107
+ "Case=Nom|Number=Sing|POS=PRON":"Case=Nom|Number=Sing",
108
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Masc|Number=Sing",
109
+ "POS=NOUN":"",
110
+ "Case=Nom|Gender=Masc|Number=Sing|POS=PROPN":"Case=Nom|Gender=Masc|Number=Sing",
111
+ "Case=Gen|Number=Sing|POS=PROPN":"Case=Gen|Number=Sing",
112
+ "Case=Dat|Gender=Neut|Number=Sing|POS=DET":"Case=Dat|Gender=Neut|Number=Sing",
113
+ "Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ":"Case=Acc|Definite=Def|Gender=Neut|Number=Sing",
114
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ":"Case=Dat|Definite=Def|Gender=Fem|Number=Plur",
115
+ "Case=Gen|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
116
+ "POS=SCONJ":"",
117
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Past":"Mood=Ind|Number=Plur|Tense=Past",
118
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Nom|Definite=Def|Gender=Fem|Number=Plur",
119
+ "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem":"Case=Acc|Gender=Neut|Number=Sing|PronType=Dem",
120
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Gender=Masc|Number=Sing",
121
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
122
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Neut|Number=Sing",
123
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing",
124
+ "Case=Dat|POS=NOUN":"Case=Dat",
125
+ "Case=Dat|Gender=Fem|Number=Sing|POS=DET":"Case=Dat|Gender=Fem|Number=Sing",
126
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ":"Case=Acc|Definite=Def|Gender=Fem|Number=Plur",
127
+ "Case=Nom|Gender=Masc|Number=Sing|POS=NUM":"Case=Nom|Gender=Masc|Number=Sing",
128
+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs",
129
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Gender=Neut|Number=Plur",
130
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Plur",
131
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Masc|Number=Plur",
132
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Masc|Number=Plur",
133
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=PROPN":"Case=Dat|Definite=Def|Gender=Neut|Number=Sing",
134
+ "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
135
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Dat|Definite=Def|Gender=Neut|Number=Plur",
136
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Nom|Definite=Def|Gender=Neut|Number=Plur",
137
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Masc|Number=Sing",
138
+ "Case=Nom|Gender=Masc|Number=Plur|POS=ADJ":"Case=Nom|Gender=Masc|Number=Plur",
139
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Plur|Person=3|PronType=Prs",
140
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Neut|Number=Sing",
141
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Plur",
142
+ "Case=Nom|Gender=Neut|Number=Sing|POS=PRON":"Case=Nom|Gender=Neut|Number=Sing",
143
+ "Case=Gen|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Gen|Number=Sing|Person=1|PronType=Prs",
144
+ "Case=Dat|Gender=Neut|Number=Sing|POS=NUM":"Case=Dat|Gender=Neut|Number=Sing",
145
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
146
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Acc|Definite=Def|Gender=Masc|Number=Plur",
147
+ "Gender=Masc|Number=Plur|POS=ADV":"Gender=Masc|Number=Plur",
148
+ "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
149
+ "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
150
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
151
+ "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Plur|Person=1|PronType=Prs",
152
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=DET":"Case=Nom|Definite=Ind|Gender=Neut|Number=Plur",
153
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing",
154
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Dat|Definite=Def|Gender=Masc|Number=Plur",
155
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Plur",
156
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
157
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Fem|Number=Plur",
158
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=DET":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
159
+ "Case=Acc|POS=NOUN":"Case=Acc",
160
+ "Case=Nom|Gender=Fem|Number=Sing|POS=NUM":"Case=Nom|Gender=Fem|Number=Sing",
161
+ "Case=Dat|Gender=Masc|Number=Sing|POS=PROPN":"Case=Dat|Gender=Masc|Number=Sing",
162
+ "Case=Acc|Gender=Masc|Number=Plur|POS=ADJ":"Case=Acc|Gender=Masc|Number=Plur",
163
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Fem|Number=Plur",
164
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Masc|Number=Plur",
165
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Fem|Number=Sing",
166
+ "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Int":"Case=Nom|Gender=Neut|Number=Sing|PronType=Int",
167
+ "Case=Nom|Gender=Fem|Number=Plur|POS=ADJ":"Case=Nom|Gender=Fem|Number=Plur",
168
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Neut|Number=Plur",
169
+ "Case=Nom|Number=Plur|POS=PROPN":"Case=Nom|Number=Plur",
170
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
171
+ "Case=Dat|Gender=Fem|Number=Sing|POS=PROPN":"Case=Dat|Gender=Fem|Number=Sing",
172
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
173
+ "Case=Acc|Gender=Masc|Number=Sing|POS=DET":"Case=Acc|Gender=Masc|Number=Sing",
174
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres":"Mood=Ind|Number=Sing|Person=2|Tense=Pres",
175
+ "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Sing|Person=2|PronType=Prs",
176
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
177
+ "Case=Acc|Gender=Neut|Number=Sing|POS=DET":"Case=Acc|Gender=Neut|Number=Sing",
178
+ "Case=Acc|Gender=Neut|POS=ADJ":"Case=Acc|Gender=Neut",
179
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
180
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Part":"Mood=Ind|Tense=Pres|VerbForm=Part",
181
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Part":"Mood=Ind|Tense=Past|VerbForm=Part",
182
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Gender=Neut|Number=Sing",
183
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Plur",
184
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Dat|Definite=Def|Gender=Fem|Number=Plur",
185
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
186
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
187
+ "Number=Plur|POS=VERB|Tense=Imp":"Number=Plur|Tense=Imp",
188
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=DET":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
189
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
190
+ "Mood=Ind|Number=Sing|POS=AUX|Tense=Past":"Mood=Ind|Number=Sing|Tense=Past",
191
+ "Case=Nom|Gender=Masc|POS=ADJ":"Case=Nom|Gender=Masc",
192
+ "Case=Nom|Gender=Neut|Number=Sing|POS=NUM":"Case=Nom|Gender=Neut|Number=Sing",
193
+ "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
194
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres":"Mood=Ind|Number=Sing|Person=1|Tense=Pres",
195
+ "POS=AUX|VerbForm=Sup":"VerbForm=Sup",
196
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN":"Case=Acc|Definite=Ind|Gender=Fem|Number=Plur",
197
+ "Case=Acc|Gender=Fem|Number=Plur|POS=ADJ":"Case=Acc|Gender=Fem|Number=Plur",
198
+ "Case=Nom|Definite=Ind|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Case=Nom|Definite=Ind|Gender=Fem|Mood=Ind|Number=Plur|Tense=Past|VerbForm=Part",
199
+ "Case=Acc|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":"Case=Acc|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur",
200
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing",
201
+ "Case=Acc|POS=NUM":"Case=Acc",
202
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing",
203
+ "Case=Dat|Gender=Masc|Number=Sing|POS=DET":"Case=Dat|Gender=Masc|Number=Sing",
204
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=DET":"Case=Acc|Definite=Ind|Gender=Masc|Number=Plur",
205
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=DET":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
206
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres|Voice=Pass":"Mood=Ind|Number=Plur|Tense=Pres|Voice=Pass",
207
+ "Case=Dat|Definite=Def|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Case=Dat|Definite=Def|Gender=Fem|Mood=Ind|Number=Plur|Tense=Past|VerbForm=Part",
208
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ":"Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur",
209
+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON":"Case=Nom|Gender=Masc|Number=Plur",
210
+ "Case=Gen|POS=NUM":"Case=Gen",
211
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PROPN":"Case=Acc|Gender=Masc|Number=Sing",
212
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ":"Case=Acc|Definite=Def|Gender=Fem|Number=Sing",
213
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Plur",
214
+ "POS=VERB":"",
215
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=PRON":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
216
+ "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
217
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Gender=Fem|Number=Sing",
218
+ "Case=Nom|Gender=Masc|Number=Plur|POS=DET":"Case=Nom|Gender=Masc|Number=Plur",
219
+ "Degree=Sup|Gender=Neut|Number=Plur|POS=ADV":"Degree=Sup|Gender=Neut|Number=Plur",
220
+ "Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Sing|Person=3|PronType=Prs",
221
+ "Case=Acc|Gender=Fem|Number=Sing|POS=NUM":"Case=Acc|Gender=Fem|Number=Sing",
222
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Sing",
223
+ "Case=Nom|Definite=Ind|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Case=Nom|Definite=Ind|Gender=Masc|Mood=Ind|Number=Plur|Tense=Past|VerbForm=Part",
224
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
225
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass":"Mood=Ind|Number=Sing|Person=3|Tense=Past|Voice=Pass",
226
+ "Case=Gen|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Gen|Number=Plur|Person=1|PronType=Prs",
227
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
228
+ "Case=Dat|Definite=Def|Gender=Neut|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Case=Dat|Definite=Def|Gender=Neut|Mood=Ind|Number=Sing|Tense=Past|VerbForm=Part",
229
+ "Gender=Neut|Number=Plur|POS=ADV":"Gender=Neut|Number=Plur",
230
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres":"Mood=Ind|Number=Sing|Person=1|Tense=Pres",
231
+ "Case=Nom|Gender=Neut|Number=Plur|POS=ADJ":"Case=Nom|Gender=Neut|Number=Plur",
232
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ":"Case=Dat|Definite=Def|Gender=Neut|Number=Plur",
233
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN":"Case=Acc|Definite=Ind|Gender=Fem|Number=Sing",
234
+ "POS=INTJ":"",
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+ "Case=Gen|Definite=Ind|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Number=Sing",
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+ "Case=Dat|Gender=Fem|Number=Sing|POS=NUM":"Case=Dat|Gender=Fem|Number=Sing",
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+ "Case=Dat|Definite=Ind|Number=Sing|POS=PROPN":"Case=Dat|Definite=Ind|Number=Sing",
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+ "Case=Acc|Gender=Neut|Number=Plur|POS=DET":"Case=Acc|Gender=Neut|Number=Plur",
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+ "Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Gender=Masc|Number=Plur",
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+ "Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Number=Sing",
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+ "Case=Dat|POS=PROPN":"Case=Dat",
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+ "Case=Acc|Gender=Neut|Number=Sing|POS=NUM":"Case=Acc|Gender=Neut|Number=Sing",
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+ "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
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+ "Case=Gen|Gender=Masc|Number=Sing|POS=PROPN":"Case=Gen|Gender=Masc|Number=Sing",
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+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Case=Nom|Gender=Masc|Number=Plur|PronType=Dem",
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+ "Case=Nom|Gender=Neut|POS=ADJ":"Case=Nom|Gender=Neut"
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+ },
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+ "labels_pos":{
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