Zlovoblachko commited on
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1 Parent(s): f19d0a5

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_morphparser-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 +1,104 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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_morphparser
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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: 0.9693877551
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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: 0.9504373178
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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: 0.8811953353
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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: 0.8425253991
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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: 0.8888888889
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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: 0.8231733679
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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: 0.9881656805
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+ ---
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `fo_morphparser` |
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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 (265 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\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres`, `Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADV`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=ADP`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Tense=Pres`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Nom\|POS=NUM`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `POS=X`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=CCONJ`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=ADV`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|POS=NUM`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=NUM`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=DET`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PRON`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Acc\|Number=Sing\|POS=PROPN`, `Case=Gen\|POS=NUM`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Nom\|Number=Sing\|POS=PROPN`, `Case=Dat\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `NumType=Ord\|POS=ADJ`, `Gender=Neut\|Number=Plur\|POS=ADV`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past`, `Mood=Ind\|Number=Plur\|POS=AUX\|Tense=Past`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PROPN`, `POS=PART`, `POS=VERB\|VerbForm=Inf`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADJ`, `POS=AUX\|VerbForm=Sup`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=VERB\|VerbForm=Sup`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Number=Sing\|POS=VERB\|Tense=Imp`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `POS=PRON\|PronType=Rel`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Past`, `Case=Acc\|POS=PRON\|Reflex=Yes`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|Voice=Pass`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Pres`, `Case=Dat\|POS=PROPN`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=VERB\|Tense=Imp`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Acc\|POS=NUM`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=VERB`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past`, `POS=INTJ`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Tense=Past`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=DET`, `POS=NOUN`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Number=Sing\|POS=PROPN`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=NUM`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PRON`, `Case=Dat\|Definite=Def\|Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `Case=Dat\|POS=NOUN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Nom\|Gender=Fem\|POS=ADJ`, `Case=Nom\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=SCONJ`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Dat\|POS=PRON\|Reflex=Yes`, `Case=Nom\|Number=Sing\|POS=PRON\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Nom\|Definite=Def\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `POS=AUX\|VerbForm=Inf`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Pres\|Voice=Pass`, `Case=Gen\|Definite=Ind\|Number=Sing\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past\|Voice=Pass`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=PRON`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=NUM`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Definite=Ind\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=NUM`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Acc\|POS=NOUN`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Nom\|Number=Sing\|POS=PRON`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|Voice=Pass`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=NUM`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Neut\|POS=DET`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Dat\|Definite=Def\|Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Def\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `POS=VERB\|VerbForm=Sup\|Voice=Pass`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=DET`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=NUM`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Dat\|Definite=Def\|Gender=Neut\|Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|Voice=Pass`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Degree=Sup\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Def\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Def\|Degree=Sup\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Degree=Sup\|POS=ADV`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=PRON`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=DET` |
82
+ | **`parser`** | `ROOT`, `advmod`, `amod`, `aux`, `case`, `cc`, `conj`, `cop`, `dep`, `det`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct` |
83
+
84
+ </details>
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+
86
+ ### Accuracy
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+
88
+ | Type | Score |
89
+ | --- | --- |
90
+ | `LEMMA_ACC` | 84.25 |
91
+ | `TAG_ACC` | 96.94 |
92
+ | `POS_ACC` | 95.04 |
93
+ | `MORPH_ACC` | 88.12 |
94
+ | `DEP_UAS` | 88.89 |
95
+ | `DEP_LAS` | 82.32 |
96
+ | `SENTS_P` | 99.40 |
97
+ | `SENTS_R` | 98.24 |
98
+ | `SENTS_F` | 98.82 |
99
+ | `MORPH_MICRO_F` | 93.07 |
100
+ | `TRANSFORMER_LOSS` | 411126.27 |
101
+ | `TRAINABLE_LEMMATIZER_LOSS` | 3311.55 |
102
+ | `TAGGER_LOSS` | 822.50 |
103
+ | `MORPHOLOGIZER_LOSS` | 13988.32 |
104
+ | `PARSER_LOSS` | 2380459.23 |
config.cfg ADDED
@@ -0,0 +1,216 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [paths]
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+ train = "/tmp/tmpgj0x24v6/tmp_train.spacy"
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+ dev = "/tmp/tmpgj0x24v6/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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+
22
+ [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
29
+ 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"
33
+ nO = null
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+ normalize = false
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+
36
+ [components.morphologizer.model.tok2vec]
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+ @architectures = "spacy-transformers.TransformerListener.v1"
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+ grad_factor = 1.0
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+ pooling = {"@layers":"reduce_mean.v1"}
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+ upstream = "*"
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+
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+ [components.parser]
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+ factory = "parser"
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+ learn_tokens = false
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+ min_action_freq = 30
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+ moves = null
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+ scorer = {"@scorers":"spacy.parser_scorer.v1"}
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+ update_with_oracle_cut_size = 100
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+
50
+ [components.parser.model]
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+ @architectures = "spacy.TransitionBasedParser.v2"
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+ state_type = "parser"
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+ extra_state_tokens = false
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+ hidden_width = 128
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+ maxout_pieces = 3
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+ use_upper = false
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+ nO = null
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+
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+ [components.parser.model.tok2vec]
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+ @architectures = "spacy-transformers.TransformerListener.v1"
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+ grad_factor = 1.0
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+ pooling = {"@layers":"reduce_mean.v1"}
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+ upstream = "*"
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+
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+ [components.tagger]
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+ factory = "tagger"
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+ label_smoothing = 0.0
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+ neg_prefix = "!"
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+ overwrite = false
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+ scorer = {"@scorers":"spacy.tagger_scorer.v1"}
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+
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
+ top_k = 3
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
+ [components.transformer]
103
+ factory = "transformer"
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
+ [corpora.train]
135
+ @readers = "spacy.Corpus.v1"
136
+ path = ${paths.train}
137
+ max_length = 0
138
+ gold_preproc = false
139
+ limit = 0
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+ 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 = 1200
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]
159
+ @batchers = "spacy.batch_by_padded.v1"
160
+ discard_oversize = true
161
+ size = 2000
162
+ buffer = 256
163
+ get_length = null
164
+
165
+ [training.logger]
166
+ @loggers = "spacy.WandbLogger.v3"
167
+ project_name = "faroese_project"
168
+ log_dataset_dir = "./corpus"
169
+ model_log_interval = 1000
170
+ remove_config_values = []
171
+ entity = null
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+ run_name = null
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+
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175
+ @optimizers = "Adam.v1"
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+ beta1 = 0.9
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+ beta2 = 0.999
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+ L2_is_weight_decay = true
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+ L2 = 0.01
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+ grad_clip = 1.0
181
+ use_averages = false
182
+ eps = 0.00000001
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184
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187
+ total_steps = 20000
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+ initial_rate = 0.00005
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+ lemma_acc = 0.23
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+ morph_acc = 0.11
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+ morph_per_feat = null
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+ dep_uas = 0.11
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+ dep_las = 0.11
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+ dep_las_per_type = null
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+ sents_p = null
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+ sents_r = null
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+ sents_f = 0.0
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+ morph_micro_f = 0.11
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+
204
+ [pretraining]
205
+
206
+ [initialize]
207
+ vectors = ${paths.vectors}
208
+ init_tok2vec = ${paths.init_tok2vec}
209
+ vocab_data = null
210
+ lookups = null
211
+ before_init = null
212
+ after_init = null
213
+
214
+ [initialize.components]
215
+
216
+ [initialize.tokenizer]
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1
+ {
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+ "lang":"fo",
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+ "version":"0.0.0",
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+ "Pr",
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+ "Pron",
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+ "V",
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+ "x"
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+ "morphologizer":[
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+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
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+ "POS=ADP",
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+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ",
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+ "POS=X",
59
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+ "POS=CCONJ",
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+ "Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
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+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "NumType=Ord|POS=ADJ",
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+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres",
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+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
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148
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
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+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Past",
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+ "POS=INTJ",
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+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ",
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+ "Mood=Ind|Number=Sing|POS=AUX|Tense=Past",
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+ "Case=Acc|Gender=Masc|Number=Sing|POS=DET",
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+ "Case=Dat|Gender=Fem|Number=Sing|POS=DET",
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+ "Case=Acc|Gender=Masc|Number=Sing|POS=PROPN",
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+ "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
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+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
160
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ",
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+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN",
162
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
163
+ "Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "Case=Gen|Number=Sing|POS=PROPN",
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+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
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+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ",
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+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres",
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+ "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
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+ "Case=Nom|Gender=Fem|Number=Sing|POS=NUM",
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+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PRON",
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+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
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+ "Case=Nom|Gender=Masc|Number=Plur|POS=ADJ",
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+ "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
176
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
177
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
178
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Part",
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+ "Case=Dat|POS=NOUN",
180
+ "Case=Nom|Gender=Fem|Number=Sing|POS=DET",
181
+ "Case=Nom|Gender=Fem|POS=ADJ",
182
+ "Case=Nom|POS=NOUN",
183
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
184
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
185
+ "POS=SCONJ",
186
+ "Case=Acc|Gender=Masc|Number=Plur|POS=ADJ",
187
+ "Case=Dat|POS=PRON|Reflex=Yes",
188
+ "Case=Nom|Number=Sing|POS=PRON|PronType=Prs",
189
+ "Case=Acc|Gender=Fem|Number=Plur|POS=ADJ",
190
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
191
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN",
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+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN",
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+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
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+ "Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
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+ "Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
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+ "Case=Acc|Gender=Neut|Number=Plur|POS=ADJ",
197
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs",
198
+ "POS=AUX|VerbForm=Inf",
199
+ "Case=Dat|Gender=Masc|Number=Sing|POS=DET",
200
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
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+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres|Voice=Pass",
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+ "Case=Gen|Definite=Ind|Number=Sing|POS=NOUN",
203
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=DET",
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+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Past|Voice=Pass",
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+ "Case=Dat|Gender=Masc|Number=Sing|POS=PROPN",
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+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=PRON",
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+ "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
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+ "Case=Dat|Gender=Neut|Number=Sing|POS=NUM",
209
+ "Case=Gen|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
211
+ "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
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+ "Case=Acc|POS=PROPN",
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+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=DET",
214
+ "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
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+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres",
216
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ",
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+ "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ",
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+ "Case=Acc|Gender=Masc|Number=Sing|POS=NUM",
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+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
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+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN",
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+ "Case=Dat|Gender=Fem|Number=Sing|POS=PROPN",
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+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON",
229
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ",
230
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
231
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=PROPN",
232
+ "Case=Nom|Number=Sing|POS=PRON",
233
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
234
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
235
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ",
236
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass",
237
+ "Case=Nom|Gender=Masc|Number=Sing|POS=NUM",
238
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ",
239
+ "Case=Nom|Definite=Ind|Gender=Neut|POS=DET",
240
+ "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
241
+ "Case=Dat|Definite=Def|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
242
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN",
243
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ",
244
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN",
245
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ",
246
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
247
+ "POS=VERB|VerbForm=Sup|Voice=Pass",
248
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=DET",
249
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
250
+ "Case=Dat|Gender=Neut|Number=Sing|POS=DET",
251
+ "Case=Acc|Gender=Fem|Number=Sing|POS=NUM",
252
+ "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
253
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
254
+ "Case=Dat|Definite=Def|Gender=Neut|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
255
+ "Mood=Ind|Number=Sing|POS=VERB|Tense=Past|Voice=Pass",
256
+ "Case=Nom|Definite=Ind|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
257
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN",
258
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN",
259
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
260
+ "Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
261
+ "Case=Nom|Gender=Fem|Number=Plur|POS=ADJ",
262
+ "Case=Acc|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
263
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN",
264
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
265
+ "Degree=Sup|POS=ADV",
266
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PRON",
267
+ "Case=Gen|Gender=Masc|Number=Sing|POS=PROPN",
268
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET",
269
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
270
+ "Case=Acc|Gender=Neut|Number=Plur|POS=DET"
271
+ ],
272
+ "parser":[
273
+ "ROOT",
274
+ "advmod",
275
+ "amod",
276
+ "aux",
277
+ "case",
278
+ "cc",
279
+ "conj",
280
+ "cop",
281
+ "dep",
282
+ "det",
283
+ "mark",
284
+ "nmod",
285
+ "nmod:poss",
286
+ "nsubj",
287
+ "nummod",
288
+ "obj",
289
+ "obl",
290
+ "parataxis",
291
+ "punct"
292
+ ]
293
+ },
294
+ "pipeline":[
295
+ "transformer",
296
+ "trainable_lemmatizer",
297
+ "tagger",
298
+ "morphologizer",
299
+ "parser"
300
+ ],
301
+ "components":[
302
+ "transformer",
303
+ "trainable_lemmatizer",
304
+ "tagger",
305
+ "morphologizer",
306
+ "parser"
307
+ ],
308
+ "disabled":[
309
+
310
+ ],
311
+ "performance":{
312
+ "lemma_acc":0.8425253991,
313
+ "tag_acc":0.9693877551,
314
+ "pos_acc":0.9504373178,
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+ "morph_acc":0.8811953353,
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+ "morph_per_feat":{
317
+ "Case":{
318
+ "p":0.9282296651,
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+ "r":0.9150943396,
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+ "f":0.9216152019
321
+ },
322
+ "Number":{
323
+ "p":0.9657360406,
324
+ "r":0.9584382872,
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+ "f":0.9620733249
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+ },
327
+ "Mood":{
328
+ "p":0.9837837838,
329
+ "r":0.9680851064,
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+ "f":0.9758713137
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+ },
332
+ "Person":{
333
+ "p":0.9666666667,
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+ "r":0.9602649007,
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+ "f":0.9634551495
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+ },
337
+ "Tense":{
338
+ "p":0.9732620321,
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+ "r":0.962962963,
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+ "f":0.9680851064
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+ },
342
+ "Gender":{
343
+ "p":0.8571428571,
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+ "r":0.8461538462,
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+ "f":0.8516129032
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+ },
347
+ "Definite":{
348
+ "p":0.9431578947,
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+ "r":0.9392033543,
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+ "f":0.9411764706
351
+ },
352
+ "Degree":{
353
+ "p":0.9230769231,
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+ "r":0.9230769231,
355
+ "f":0.9230769231
356
+ },
357
+ "VerbForm":{
358
+ "p":0.875,
359
+ "r":0.9032258065,
360
+ "f":0.8888888889
361
+ },
362
+ "PronType":{
363
+ "p":0.9705882353,
364
+ "r":0.9166666667,
365
+ "f":0.9428571429
366
+ },
367
+ "Voice":{
368
+ "p":1.0,
369
+ "r":0.5714285714,
370
+ "f":0.7272727273
371
+ },
372
+ "NumType":{
373
+ "p":1.0,
374
+ "r":1.0,
375
+ "f":1.0
376
+ },
377
+ "Reflex":{
378
+ "p":1.0,
379
+ "r":1.0,
380
+ "f":1.0
381
+ }
382
+ },
383
+ "dep_uas":0.8888888889,
384
+ "dep_las":0.8231733679,
385
+ "dep_las_per_type":{
386
+ "root":{
387
+ "p":0.8869047619,
388
+ "r":0.8764705882,
389
+ "f":0.8816568047
390
+ },
391
+ "nsubj":{
392
+ "p":0.8651685393,
393
+ "r":0.8901734104,
394
+ "f":0.8774928775
395
+ },
396
+ "cop":{
397
+ "p":0.8813559322,
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+ "r":0.9285714286,
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+ "f":0.9043478261
400
+ },
401
+ "det":{
402
+ "p":0.9285714286,
403
+ "r":0.962962963,
404
+ "f":0.9454545455
405
+ },
406
+ "parataxis":{
407
+ "p":0.8636363636,
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+ "r":0.8636363636,
409
+ "f":0.8636363636
410
+ },
411
+ "case":{
412
+ "p":0.9390243902,
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+ "r":0.9390243902,
414
+ "f":0.9390243902
415
+ },
416
+ "obl":{
417
+ "p":0.7553191489,
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+ "r":0.797752809,
419
+ "f":0.7759562842
420
+ },
421
+ "nmod":{
422
+ "p":0.7777777778,
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+ "r":0.5957446809,
424
+ "f":0.6746987952
425
+ },
426
+ "cc":{
427
+ "p":0.9047619048,
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+ "r":0.9047619048,
429
+ "f":0.9047619048
430
+ },
431
+ "amod":{
432
+ "p":0.9325842697,
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+ "r":0.9120879121,
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+ "f":0.9222222222
435
+ },
436
+ "conj":{
437
+ "p":0.8780487805,
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+ "r":0.8372093023,
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+ "f":0.8571428571
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+ },
441
+ "compound":{
442
+ "p":0.0,
443
+ "r":0.0,
444
+ "f":0.0
445
+ },
446
+ "advmod":{
447
+ "p":0.6739130435,
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+ "r":0.7380952381,
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+ "f":0.7045454545
450
+ },
451
+ "obj":{
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+ "p":0.8421052632,
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+ "r":0.8421052632,
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+ "f":0.8421052632
455
+ },
456
+ "mark":{
457
+ "p":0.9,
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+ "r":0.8181818182,
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+ "f":0.8571428571
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+ },
461
+ "acl":{
462
+ "p":0.0,
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+ "r":0.0,
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+ "f":0.0
465
+ },
466
+ "xcomp":{
467
+ "p":0.0,
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+ "r":0.0,
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+ "f":0.0
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+ },
471
+ "dep":{
472
+ "p":0.0172413793,
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+ "r":0.5,
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+ "f":0.0333333333
475
+ },
476
+ "aux:pass":{
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+ "p":0.0,
478
+ "r":0.0,
479
+ "f":0.0
480
+ },
481
+ "fixed":{
482
+ "p":0.0,
483
+ "r":0.0,
484
+ "f":0.0
485
+ },
486
+ "flat":{
487
+ "p":0.0,
488
+ "r":0.0,
489
+ "f":0.0
490
+ },
491
+ "acl:relcl":{
492
+ "p":0.0,
493
+ "r":0.0,
494
+ "f":0.0
495
+ },
496
+ "nmod:poss":{
497
+ "p":0.75,
498
+ "r":0.375,
499
+ "f":0.5
500
+ },
501
+ "aux":{
502
+ "p":0.7777777778,
503
+ "r":0.7,
504
+ "f":0.7368421053
505
+ },
506
+ "nummod":{
507
+ "p":0.8461538462,
508
+ "r":0.9166666667,
509
+ "f":0.88
510
+ },
511
+ "ccomp":{
512
+ "p":0.0,
513
+ "r":0.0,
514
+ "f":0.0
515
+ },
516
+ "advcl":{
517
+ "p":0.0,
518
+ "r":0.0,
519
+ "f":0.0
520
+ },
521
+ "expl":{
522
+ "p":0.0,
523
+ "r":0.0,
524
+ "f":0.0
525
+ },
526
+ "nsubj:pass":{
527
+ "p":0.0,
528
+ "r":0.0,
529
+ "f":0.0
530
+ },
531
+ "csubj":{
532
+ "p":0.0,
533
+ "r":0.0,
534
+ "f":0.0
535
+ },
536
+ "appos":{
537
+ "p":0.0,
538
+ "r":0.0,
539
+ "f":0.0
540
+ }
541
+ },
542
+ "sents_p":0.994047619,
543
+ "sents_r":0.9823529412,
544
+ "sents_f":0.9881656805,
545
+ "morph_micro_f":0.9307189542,
546
+ "transformer_loss":4111.2626872814,
547
+ "trainable_lemmatizer_loss":33.1155036724,
548
+ "tagger_loss":8.2249960803,
549
+ "morphologizer_loss":139.8832144685,
550
+ "parser_loss":23804.5922578446
551
+ },
552
+ "requirements":[
553
+ "spacy-transformers>=1.3.5,<1.4.0"
554
+ ]
555
+ }
morphologizer/cfg ADDED
@@ -0,0 +1,469 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "extend":false,
3
+ "label_smoothing":0.0,
4
+ "labels_morph":{
5
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Gender=Masc|Number=Sing",
6
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Nom|Definite=Def|Gender=Masc|Number=Sing",
7
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres":"Mood=Ind|Number=Sing|Person=3|Tense=Pres",
8
+ "Degree=Sup|Gender=Neut|Number=Plur|POS=ADV":"Degree=Sup|Gender=Neut|Number=Plur",
9
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Neut|Number=Plur",
10
+ "POS=ADP":"",
11
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Sing",
12
+ "POS=PUNCT":"",
13
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Neut|Number=Plur",
14
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Plur",
15
+ "Mood=Ind|Number=Plur|POS=AUX|Tense=Pres":"Mood=Ind|Number=Plur|Tense=Pres",
16
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Neut|Number=Plur",
17
+ "Case=Nom|POS=NUM":"Case=Nom",
18
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Dat|Definite=Def|Gender=Masc|Number=Sing",
19
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Sing",
20
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
21
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
22
+ "POS=X":"",
23
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Definite=Def|Gender=Fem|Number=Sing",
24
+ "POS=CCONJ":"",
25
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Dat|Definite=Def|Gender=Masc|Number=Plur",
26
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Nom|Definite=Def|Gender=Fem|Number=Plur",
27
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
28
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
29
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
30
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Nom|Definite=Def|Gender=Fem|Number=Sing",
31
+ "POS=ADV":"",
32
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Neut|Number=Plur",
33
+ "Case=Dat|POS=NUM":"Case=Dat",
34
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Fem|Number=Plur",
35
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Fem|Number=Plur",
36
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Dat|Definite=Def|Gender=Neut|Number=Plur",
37
+ "POS=NUM":"",
38
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
39
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Neut|Number=Sing",
40
+ "Case=Nom|Gender=Neut|Number=Sing|POS=DET":"Case=Nom|Gender=Neut|Number=Sing",
41
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
42
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres":"Mood=Ind|Number=Sing|Person=3|Tense=Pres",
43
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=PRON":"Case=Acc|Definite=Ind|Gender=Fem|Number=Sing",
44
+ "Case=Acc|Gender=Fem|Number=Sing|POS=DET":"Case=Acc|Gender=Fem|Number=Sing",
45
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Fem|Number=Sing",
46
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Fem|Number=Sing",
47
+ "Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Sing|Person=3|PronType=Prs",
48
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past":"Mood=Ind|Number=Sing|Person=3|Tense=Past",
49
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
50
+ "Case=Acc|Number=Sing|POS=PROPN":"Case=Acc|Number=Sing",
51
+ "Case=Gen|POS=NUM":"Case=Gen",
52
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Neut|Number=Sing",
53
+ "Case=Nom|Number=Sing|POS=PROPN":"Case=Nom|Number=Sing",
54
+ "Case=Dat|Number=Sing|POS=PROPN":"Case=Dat|Number=Sing",
55
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Dat|Definite=Def|Gender=Neut|Number=Sing",
56
+ "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
57
+ "NumType=Ord|POS=ADJ":"NumType=Ord",
58
+ "Gender=Neut|Number=Plur|POS=ADV":"Gender=Neut|Number=Plur",
59
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Masc|Number=Sing",
60
+ "Case=Nom|Gender=Masc|Number=Sing|POS=DET":"Case=Nom|Gender=Masc|Number=Sing",
61
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
62
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past":"Mood=Ind|Number=Sing|Person=3|Tense=Past",
63
+ "Mood=Ind|Number=Plur|POS=AUX|Tense=Past":"Mood=Ind|Number=Plur|Tense=Past",
64
+ "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Part":"Mood=Ind|Tense=Past|VerbForm=Part",
65
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Acc|Definite=Def|Gender=Fem|Number=Sing",
66
+ "Case=Nom|Gender=Fem|Number=Sing|POS=PROPN":"Case=Nom|Gender=Fem|Number=Sing",
67
+ "Case=Nom|Gender=Masc|Number=Sing|POS=PROPN":"Case=Nom|Gender=Masc|Number=Sing",
68
+ "POS=PART":"",
69
+ "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
70
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
71
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Gender=Masc|Number=Sing",
72
+ "POS=AUX|VerbForm=Sup":"VerbForm=Sup",
73
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Masc|Number=Plur",
74
+ "POS=VERB|VerbForm=Sup":"VerbForm=Sup",
75
+ "Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Acc|Definite=Def|Gender=Neut|Number=Sing",
76
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Nom|Definite=Def|Gender=Masc|Number=Plur",
77
+ "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
78
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Nom|Definite=Def|Gender=Neut|Number=Sing",
79
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Neut|Number=Sing",
80
+ "Number=Sing|POS=VERB|Tense=Imp":"Number=Sing|Tense=Imp",
81
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Gender=Fem|Number=Sing",
82
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Plur",
83
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing",
84
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Masc|Number=Plur",
85
+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs",
86
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Plur",
87
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Gender=Neut|Number=Sing",
88
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
89
+ "POS=PRON|PronType=Rel":"PronType=Rel",
90
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
91
+ "Mood=Ind|Number=Sing|POS=VERB|Tense=Past":"Mood=Ind|Number=Sing|Tense=Past",
92
+ "Case=Acc|POS=PRON|Reflex=Yes":"Case=Acc|Reflex=Yes",
93
+ "POS=VERB|VerbForm=Inf|Voice=Pass":"VerbForm=Inf|Voice=Pass",
94
+ "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
95
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
96
+ "Case=Nom|Gender=Neut|Number=Sing|POS=NUM":"Case=Nom|Gender=Neut|Number=Sing",
97
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Pass":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|Voice=Pass",
98
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
99
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
100
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres":"Mood=Ind|Number=Plur|Tense=Pres",
101
+ "Case=Dat|POS=PROPN":"Case=Dat",
102
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing",
103
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing",
104
+ "Number=Plur|POS=VERB|Tense=Imp":"Number=Plur|Tense=Imp",
105
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing",
106
+ "Case=Acc|POS=NUM":"Case=Acc",
107
+ "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
108
+ "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres":"Mood=Ind|Number=Sing|Person=1|Tense=Pres",
109
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
110
+ "POS=VERB":"",
111
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Fem|Number=Plur",
112
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Plur",
113
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Past":"Mood=Ind|Number=Plur|Tense=Past",
114
+ "POS=INTJ":"",
115
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Gender=Neut|Number=Plur",
116
+ "Mood=Ind|Number=Sing|POS=AUX|Tense=Past":"Mood=Ind|Number=Sing|Tense=Past",
117
+ "Case=Acc|Gender=Masc|Number=Sing|POS=DET":"Case=Acc|Gender=Masc|Number=Sing",
118
+ "Case=Dat|Gender=Fem|Number=Sing|POS=DET":"Case=Dat|Gender=Fem|Number=Sing",
119
+ "POS=NOUN":"",
120
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PROPN":"Case=Acc|Gender=Masc|Number=Sing",
121
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=DET":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
122
+ "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem":"Case=Nom|Gender=Neut|Number=Sing|PronType=Dem",
123
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Neut|Number=Sing",
124
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Gender=Neut|Number=Sing",
125
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
126
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur",
127
+ "Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
128
+ "Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Sing|Person=3|PronType=Prs",
129
+ "Case=Gen|Number=Sing|POS=PROPN":"Case=Gen|Number=Sing",
130
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
131
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Masc|Number=Plur",
132
+ "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres":"Mood=Ind|Number=Sing|Person=2|Tense=Pres",
133
+ "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Sing|Person=2|PronType=Prs",
134
+ "Case=Nom|Gender=Fem|Number=Sing|POS=NUM":"Case=Nom|Gender=Fem|Number=Sing",
135
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
136
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PRON":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
137
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing",
138
+ "Case=Nom|Gender=Masc|Number=Plur|POS=ADJ":"Case=Nom|Gender=Masc|Number=Plur",
139
+ "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
140
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
141
+ "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Nom|Definite=Def|Gender=Neut|Number=Plur",
142
+ "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Part":"Mood=Ind|Tense=Pres|VerbForm=Part",
143
+ "Case=Dat|POS=NOUN":"Case=Dat",
144
+ "Case=Nom|Gender=Fem|Number=Sing|POS=DET":"Case=Nom|Gender=Fem|Number=Sing",
145
+ "Case=Nom|Gender=Fem|POS=ADJ":"Case=Nom|Gender=Fem",
146
+ "Case=Nom|POS=NOUN":"Case=Nom",
147
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
148
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Acc|Definite=Ind|Gender=Neut|Number=Plur",
149
+ "POS=SCONJ":"",
150
+ "Case=Acc|Gender=Masc|Number=Plur|POS=ADJ":"Case=Acc|Gender=Masc|Number=Plur",
151
+ "Case=Dat|POS=PRON|Reflex=Yes":"Case=Dat|Reflex=Yes",
152
+ "Case=Nom|Number=Sing|POS=PRON|PronType=Prs":"Case=Nom|Number=Sing|PronType=Prs",
153
+ "Case=Acc|Gender=Fem|Number=Plur|POS=ADJ":"Case=Acc|Gender=Fem|Number=Plur",
154
+ "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Plur|Person=3|PronType=Prs",
155
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN":"Case=Acc|Definite=Ind|Gender=Neut|Number=Plur",
156
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Neut|Number=Plur",
157
+ "Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ":"Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing",
158
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Acc|Definite=Def|Gender=Masc|Number=Plur",
159
+ "Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Acc|Definite=Def|Gender=Neut|Number=Plur",
160
+ "Case=Acc|Gender=Neut|Number=Plur|POS=ADJ":"Case=Acc|Gender=Neut|Number=Plur",
161
+ "Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Dat|Number=Plur|Person=1|PronType=Prs",
162
+ "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
163
+ "Case=Dat|Gender=Masc|Number=Sing|POS=DET":"Case=Dat|Gender=Masc|Number=Sing",
164
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
165
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Pres|Voice=Pass":"Mood=Ind|Number=Plur|Tense=Pres|Voice=Pass",
166
+ "Case=Gen|Definite=Ind|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Number=Sing",
167
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=DET":"Case=Acc|Definite=Ind|Gender=Masc|Number=Plur",
168
+ "Mood=Ind|Number=Plur|POS=VERB|Tense=Past|Voice=Pass":"Mood=Ind|Number=Plur|Tense=Past|Voice=Pass",
169
+ "Case=Dat|Gender=Masc|Number=Sing|POS=PROPN":"Case=Dat|Gender=Masc|Number=Sing",
170
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=PRON":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
171
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Dat|Definite=Def|Gender=Fem|Number=Plur",
172
+ "Case=Dat|Gender=Neut|Number=Sing|POS=NUM":"Case=Dat|Gender=Neut|Number=Sing",
173
+ "Case=Gen|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
174
+ "Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":"Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Number=Sing",
175
+ "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem":"Case=Acc|Gender=Neut|Number=Sing|PronType=Dem",
176
+ "Case=Acc|POS=PROPN":"Case=Acc",
177
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=DET":"Case=Nom|Definite=Ind|Gender=Masc|Number=Plur",
178
+ "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
179
+ "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres":"Mood=Ind|Number=Sing|Person=1|Tense=Pres",
180
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ":"Case=Dat|Definite=Ind|Gender=Masc|Number=Sing",
181
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":"Case=Dat|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur",
182
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ":"Case=Acc|Definite=Def|Gender=Fem|Number=Plur",
183
+ "Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ":"Case=Acc|Definite=Def|Gender=Neut|Number=Sing",
184
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ":"Case=Dat|Definite=Def|Gender=Fem|Number=Plur",
185
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=DET":"Case=Nom|Definite=Ind|Gender=Fem|Number=Plur",
186
+ "Case=Acc|Gender=Masc|Number=Sing|POS=NUM":"Case=Acc|Gender=Masc|Number=Sing",
187
+ "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
188
+ "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
189
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN":"Case=Nom|Definite=Def|Gender=Masc|Number=Sing",
190
+ "Case=Dat|Gender=Fem|Number=Sing|POS=PROPN":"Case=Dat|Gender=Fem|Number=Sing",
191
+ "Case=Acc|POS=NOUN":"Case=Acc",
192
+ "Case=Nom|Gender=Masc|Number=Plur|POS=PRON":"Case=Nom|Gender=Masc|Number=Plur",
193
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ":"Case=Nom|Definite=Def|Gender=Masc|Number=Plur",
194
+ "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
195
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=PROPN":"Case=Dat|Definite=Def|Gender=Neut|Number=Sing",
196
+ "Case=Nom|Number=Sing|POS=PRON":"Case=Nom|Number=Sing",
197
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
198
+ "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Dat|Definite=Ind|Gender=Masc|Number=Sing",
199
+ "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing",
200
+ "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass":"Mood=Ind|Number=Sing|Person=3|Tense=Past|Voice=Pass",
201
+ "Case=Nom|Gender=Masc|Number=Sing|POS=NUM":"Case=Nom|Gender=Masc|Number=Sing",
202
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Gender=Fem|Number=Sing",
203
+ "Case=Nom|Definite=Ind|Gender=Neut|POS=DET":"Case=Nom|Definite=Ind|Gender=Neut",
204
+ "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Plur|Person=1|PronType=Prs",
205
+ "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",
206
+ "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
207
+ "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ":"Case=Dat|Definite=Def|Gender=Neut|Number=Plur",
208
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
209
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ":"Case=Acc|Definite=Ind|Gender=Masc|Number=Plur",
210
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ":"Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing",
211
+ "POS=VERB|VerbForm=Sup|Voice=Pass":"VerbForm=Sup|Voice=Pass",
212
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=DET":"Case=Acc|Definite=Ind|Gender=Masc|Number=Sing",
213
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
214
+ "Case=Dat|Gender=Neut|Number=Sing|POS=DET":"Case=Dat|Gender=Neut|Number=Sing",
215
+ "Case=Acc|Gender=Fem|Number=Sing|POS=NUM":"Case=Acc|Gender=Fem|Number=Sing",
216
+ "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
217
+ "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Acc|Definite=Def|Gender=Fem|Number=Plur",
218
+ "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",
219
+ "Mood=Ind|Number=Sing|POS=VERB|Tense=Past|Voice=Pass":"Mood=Ind|Number=Sing|Tense=Past|Voice=Pass",
220
+ "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",
221
+ "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
222
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Fem|Number=Sing",
223
+ "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Plur",
224
+ "Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Mood=Ind|Number=Sing|Tense=Past|VerbForm=Part",
225
+ "Case=Nom|Gender=Fem|Number=Plur|POS=ADJ":"Case=Nom|Gender=Fem|Number=Plur",
226
+ "Case=Acc|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":"Case=Acc|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur",
227
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN":"Case=Nom|Definite=Ind|Gender=Masc|Number=Sing",
228
+ "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ":"Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur",
229
+ "Degree=Sup|POS=ADV":"Degree=Sup",
230
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PRON":"Case=Acc|Definite=Ind|Gender=Neut|Number=Sing",
231
+ "Case=Gen|Gender=Masc|Number=Sing|POS=PROPN":"Case=Gen|Gender=Masc|Number=Sing",
232
+ "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
233
+ "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Plur",
234
+ "Case=Acc|Gender=Neut|Number=Plur|POS=DET":"Case=Acc|Gender=Neut|Number=Plur"
235
+ },
236
+ "labels_pos":{
237
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ":84,
238
+ "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":92,
239
+ "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres":87,
240
+ "Degree=Sup|Gender=Neut|Number=Plur|POS=ADV":86,
241
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":92,
242
+ "POS=ADP":85,
243
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
244
+ "POS=PUNCT":97,
245
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":84,
246
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":92,
247
+ "Mood=Ind|Number=Plur|POS=AUX|Tense=Pres":87,
248
+ "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":84,
249
+ "Case=Nom|POS=NUM":93,
250
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":92,
251
+ "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN":96,
252
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ":84,
253
+ "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":92,
254
+ "POS=X":101,
255
+ "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":92,
256
+ "POS=CCONJ":89,
257
+ "Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":92,
258
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":92,
259
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ":84,
260
+ "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":92,
261
+ "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":92,
262
+ "Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":92,
263
+ "POS=ADV":86,
264
+ "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ":84,
265
+ "Case=Dat|POS=NUM":93,
266
+ "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":92,
267
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