Update spaCy pipeline

.gitattributes

@@ -33,3 +33,10 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+morphologizer/model filter=lfs diff=lfs merge=lfs -text
+nb_norne_mmbert-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+ner/model filter=lfs diff=lfs merge=lfs -text
+parser/model filter=lfs diff=lfs merge=lfs -text
+trainable_lemmatizer/model filter=lfs diff=lfs merge=lfs -text
+trainable_lemmatizer/trees filter=lfs diff=lfs merge=lfs -text
+transformer/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,111 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- nb
+model-index:
+- name: nb_norne_mmbert
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.8857758621
+    - name: NER Recall
+      type: recall
+      value: 0.8915401302
+    - name: NER F Score
+      type: f_score
+      value: 0.8886486486
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9854437157
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9705528042
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9825829443
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.9403202329
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.9263313106
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9776636714
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `nb_norne_mmbert` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.8.11,<3.9.0` |
+| **Default Pipeline** | `transformer`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner` |
+| **Components** | `transformer`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (345 labels for 3 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`morphologizer`** | `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=CCONJ`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=PUNCT`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `POS=PROPN`, `POS=X`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Degree=Pos\|Gender=Fem,Masc\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `POS=ADV`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Gender=Fem,Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `POS=VERB\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `NumType=Card\|Number=Plur\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|POS=PRON\|PronType=Prs\|Reflex=Yes`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PART`, `POS=VERB\|VerbForm=Inf`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|POS=PROPN`, `Gender=Masc\|POS=PROPN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Abbr=Yes\|POS=PROPN`, `Definite=Def\|Degree=Pos\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=PART\|Polarity=Neg`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Gen\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Degree=Sup\|POS=ADJ`, `Case=Gen\|Gender=Fem\|POS=PROPN`, `Number=Plur\|POS=DET\|PronType=Dem`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Degree=Sup\|POS=ADJ`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Neut\|POS=PROPN`, `Number=Plur\|POS=DET\|PronType=Int`, `Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Definite=Def\|POS=DET\|PronType=Dem`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Abbr=Yes\|Case=Gen\|POS=PROPN`, `POS=NOUN`, `Animacy=Hum\|Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|POS=ADJ`, `POS=ADJ\|VerbForm=Part`, `Gender=Neut\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Abbr=Yes\|POS=ADV`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=AUX\|VerbForm=Part`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Number=Plur\|POS=DET\|PronType=Ind`, `Degree=Pos\|POS=ADJ`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Animacy=Hum\|Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=DET\|Polarity=Neg`, `POS=DET\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|Gender=Neut\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=DET\|Polarity=Neg`, `Definite=Def\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Degree=Pos\|Gender=Fem,Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=AUX\|VerbForm=Inf`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Tot`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=DET\|PronType=Prs`, `POS=SYM`, `Gender=Neut\|NumType=Card\|Number=Sing\|POS=NUM`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Definite=Def\|POS=DET\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Neut\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Int`, `Definite=Def\|NumType=Card\|POS=NUM`, `Mood=Imp\|POS=VERB\|VerbForm=Fin`, `Definite=Ind\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Def\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Animacy=Hum\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Mood=Imp\|POS=AUX\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs,Tot`, `NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Masc\|POS=NOUN`, `Abbr=Yes\|POS=NOUN`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `POS=INTJ`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=ADJ`, `Animacy=Hum\|Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=PRON`, `Case=Gen\|POS=NOUN`, `Definite=Ind\|Gender=Fem,Masc\|Number=Sing\|POS=ADJ`, `NumType=Card\|POS=NUM`, `Case=Gen\|Gender=Masc\|POS=PROPN`, `Animacy=Hum\|Number=Plur\|POS=PRON\|PronType=Rcp`, `Abbr=Yes\|POS=ADP`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Degree=Pos\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `NumType=Card\|Number=Sing\|POS=NUM`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Plur\|POS=DET`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Degree=Sup\|POS=ADJ`, `Animacy=Hum\|POS=PRON\|PronType=Int`, `POS=DET\|PronType=Ind`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs,Tot`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET`, `Gender=Neut\|Number=Sing\|POS=DET\|Polarity=Neg`, `Number=Plur\|POS=NOUN`, `POS=PRON\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Gender=Fem,Masc\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Gender=Fem,Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Fin,Part`, `Gender=Masc\|Number=Sing\|POS=DET`, `Case=Gen\|Definite=Def\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem,Ind`, `Animacy=Hum\|POS=PRON\|Poss=Yes\|PronType=Int`, `Abbr=Yes\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Rcp`, `Definite=Ind\|Degree=Pos\|Gender=Fem,Masc\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|NumType=Card\|Number=Plur\|POS=NUM`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Neut\|Number=Plur,Sing\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Tot`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Masc\|Number=Plur,Sing\|POS=NOUN`, `POS=NOUN\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Animacy=Hum\|Case=Gen,Nom\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Definite=Def\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Animacy=Hum\|Case=Gen\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Ind\|Gender=Masc\|POS=NOUN`, `Definite=Def\|Number=Plur\|POS=NOUN`, `Gender=Fem,Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Abbr=Yes\|Gender=Masc\|POS=NOUN`, `Abbr=Yes\|Case=Gen\|POS=NOUN`, `Number=Plur\|POS=ADJ`, `Abbr=Yes\|Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Abbr=Yes\|Degree=Pos\|POS=ADJ`, `Case=Gen\|Gender=Fem\|POS=NOUN`, `Case=Gen\|Degree=Cmp\|POS=ADJ`, `Definite=Ind\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Animacy=Hum\|Case=Nom\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Neut\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|POS=ADJ`, `Definite=Ind\|Gender=Fem\|POS=NOUN`, `Gender=Masc\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Gender=Neut\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|POS=NOUN`, `Animacy=Hum\|Case=Acc\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Ind\|Degree=Pos\|Gender=Masc\|POS=ADJ`, `Case=Nom\|Gender=Masc\|POS=PRON\|Person=3\|PronType=Prs`, `POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Neut\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|POS=PRON\|PronType=Prs`, `Gender=Fem\|POS=DET\|PronType=Dem`, `Gender=Fem\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|POS=DET\|PronType=Art`, `Animacy=Hum\|POS=PRON\|PronType=Art,Prs`, `Gender=Neut\|POS=DET\|PronType=Art`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Fem,Masc\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|POS=DET\|PronType=Dem`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Neut\|POS=NOUN`, `Case=Gen\|Definite=Ind\|Gender=Neut\|POS=NOUN`, `Definite=Ind\|Gender=Neut\|POS=DET\|PronType=Dem`, `Gender=Masc\|POS=DET\|PronType=Dem`, `Gender=Neut\|POS=DET\|PronType=Ind`, `POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Masc\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem,Masc\|POS=DET\|PronType=Tot`, `Case=Gen\|Definite=Ind\|Gender=Masc\|POS=NOUN`, `Gender=Masc\|NumType=Card\|POS=NUM`, `Gender=Masc\|POS=DET\|PronType=Ind`, `Gender=Masc\|POS=DET\|PronType=Tot`, `Gender=Neut\|POS=DET\|PronType=Tot`, `Definite=Ind\|Gender=Masc\|POS=DET\|PronType=Prs`, `Case=Gen\|Gender=Masc\|POS=NOUN`, `Gender=Fem,Masc\|POS=PRON\|Person=3\|PronType=Prs`, `Abbr=Yes\|POS=PRON\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|POS=DET\|PronType=Prs`, `Definite=Ind\|Gender=Fem\|POS=DET\|PronType=Dem`, `Animacy=Hum\|Case=Nom\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Nom\|Gender=Fem\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|POS=DET\|PronType=Tot`, `Case=Acc\|Gender=Fem\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|POS=DET\|Polarity=Neg`, `Gender=Fem\|NumType=Card\|POS=NUM`, `Definite=Ind\|Degree=Pos\|Gender=Fem\|POS=ADJ`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Gen\|Gender=Masc\|POS=DET\|PronType=Dem`, `Abbr=Yes\|POS=CCONJ`, `Gender=Masc\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Gender=Masc\|POS=DET\|Polarity=Neg`, `Definite=Ind\|Gender=Fem\|POS=DET\|PronType=Prs`, `Gender=Masc\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PRON`, `Abbr=Yes\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Gender=Masc\|POS=DET`, `Gender=Neut\|POS=DET\|PronType=Prs`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin,Part`, `Case=Gen\|Degree=Pos\|POS=ADJ`, `Gender=Fem\|POS=DET\|PronType=Ind`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Gender=Fem,Masc\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Neut\|NumType=Card\|POS=NUM`, `Gender=Fem\|POS=PRON\|Person=3\|PronType=Art,Prs`, `Abbr=Yes\|Gender=Masc\|POS=PROPN`, `Definite=Ind\|Gender=Fem\|POS=ADJ\|VerbForm=Part`, `Case=Gen\|Definite=Ind\|Gender=Fem\|POS=NOUN`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|POS=ADJ\|VerbForm=Part`, `POS=ADV\|VerbForm=Inf`, `Case=Gen\|Gender=Neut\|POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Neut\|Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin,Part`, `Definite=Ind\|Gender=Neut\|POS=ADJ`, `Definite=Ind\|Degree=Pos\|Gender=Fem,Masc\|POS=ADJ\|VerbForm=Part`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem,Masc\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `NumType=Card\|POS=NUM\|PronType=Dem`, `Definite=Ind\|Gender=Fem,Masc\|Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin,Part`, `Abbr=Yes\|Gender=Fem\|POS=NOUN`, `Degree=Pos\|Gender=Fem,Masc\|POS=ADJ`, `Abbr=Yes\|Definite=Ind\|Gender=Masc\|POS=NOUN` |
+| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `discourse`, `dislocated`, `expl`, `flat`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nsubj:outer`, `nsubj:pass`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `reparandum`, `xcomp` |
+| **`ner`** | `DRV`, `EVT`, `GPE_LOC`, `GPE_ORG`, `LOC`, `MISC`, `ORG`, `PER`, `PROD` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `POS_ACC` | 98.54 |
+| `MORPH_ACC` | 97.06 |
+| `LEMMA_ACC` | 98.26 |
+| `DEP_UAS` | 94.03 |
+| `DEP_LAS` | 92.63 |
+| `SENTS_P` | 97.34 |
+| `SENTS_R` | 98.19 |
+| `SENTS_F` | 97.77 |
+| `ENTS_F` | 88.86 |
+| `ENTS_P` | 88.58 |
+| `ENTS_R` | 89.15 |
+| `TRANSFORMER_LOSS` | 712104.54 |
+| `MORPHOLOGIZER_LOSS` | 223627.97 |
+| `TRAINABLE_LEMMATIZER_LOSS` | 171711.92 |
+| `PARSER_LOSS` | 2299573.44 |
+| `NER_LOSS` | 54365.06 |

config.cfg

@@ -0,0 +1,217 @@
+[paths]
+train = "data/no_nn_nb-ud-combined.spacy"
+dev = "data/no_bokmaal-ud-test.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "nb"
+pipeline = ["transformer","morphologizer","trainable_lemmatizer","parser","ner"]
+batch_size = 128
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+vectors = {"@vectors":"spacy.Vectors.v1"}
+
+[components]
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+label_smoothing = 0.0
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = false
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 128
+maxout_pieces = 3
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.trainable_lemmatizer]
+factory = "trainable_lemmatizer"
+backoff = "orth"
+min_tree_freq = 3
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.trainable_lemmatizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.trainable_lemmatizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "jhu-clsp/mmBERT-base"
+mixed_precision = false
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 2048
+stride = 1536
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 1600
+max_epochs = 9
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+pos_acc = 0.12
+morph_acc = 0.12
+morph_per_feat = null
+lemma_acc = 0.26
+dep_uas = 0.12
+dep_las = 0.12
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
+ents_f = 0.26
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

meta.json

@@ -0,0 +1,714 @@
+{
+  "lang":"nb",
+  "name":"norne_mmbert",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.8.11,<3.9.0",
+  "spacy_git_version":"e7a662a",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "morphologizer":[
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
+      "POS=CCONJ",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
+      "POS=ADP",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
+      "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
+      "POS=PUNCT",
+      "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
+      "POS=PROPN",
+      "POS=X",
+      "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin",
+      "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
+      "POS=SCONJ",
+      "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Degree=Pos|Gender=Fem,Masc|Number=Sing|POS=ADJ",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
+      "Number=Plur|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
+      "POS=ADV",
+      "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Definite=Ind|Gender=Fem,Masc|Number=Sing|POS=ADJ|VerbForm=Part",
+      "POS=VERB|VerbForm=Part",
+      "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
+      "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Degree=Pos|Number=Plur|POS=ADJ",
+      "NumType=Card|Number=Plur|POS=NUM",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
+      "Case=Acc|POS=PRON|PronType=Prs|Reflex=Yes",
+      "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
+      "POS=PART",
+      "POS=VERB|VerbForm=Inf",
+      "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|POS=PROPN",
+      "Gender=Masc|POS=PROPN",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
+      "Abbr=Yes|POS=PROPN",
+      "Definite=Def|Degree=Pos|NumType=Ord|Number=Sing|POS=ADJ",
+      "POS=PART|Polarity=Neg",
+      "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Gen|POS=PROPN",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Definite=Def|Degree=Sup|POS=ADJ",
+      "Case=Gen|Gender=Fem|POS=PROPN",
+      "Number=Plur|POS=DET|PronType=Dem",
+      "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
+      "Definite=Ind|Degree=Sup|POS=ADJ",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Neut|POS=PROPN",
+      "Number=Plur|POS=DET|PronType=Int",
+      "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
+      "Definite=Def|POS=DET|PronType=Dem",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass",
+      "Abbr=Yes|Case=Gen|POS=PROPN",
+      "POS=NOUN",
+      "Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Degree=Cmp|POS=ADJ",
+      "POS=ADJ|VerbForm=Part",
+      "Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Abbr=Yes|POS=ADV",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs",
+      "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
+      "POS=AUX|VerbForm=Part",
+      "POS=PRON|PronType=Int",
+      "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs",
+      "Number=Plur|POS=DET|PronType=Ind",
+      "Degree=Pos|POS=ADJ",
+      "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "POS=VERB|VerbForm=Inf|Voice=Pass",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Ind",
+      "Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Number=Plur|POS=DET|Polarity=Neg",
+      "POS=DET|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Gen|Gender=Neut|POS=PROPN",
+      "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg",
+      "Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Degree=Pos|Gender=Fem,Masc|NumType=Ord|Number=Sing|POS=ADJ",
+      "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=AUX|VerbForm=Inf",
+      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ",
+      "Number=Plur|POS=DET|PronType=Tot",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Number=Plur|POS=DET|PronType=Prs",
+      "POS=SYM",
+      "Gender=Neut|NumType=Card|Number=Sing|POS=NUM",
+      "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|PronType=Prs",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Prs",
+      "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
+      "Definite=Def|POS=DET|PronType=Prs",
+      "Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Neut|POS=NOUN",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Int",
+      "Definite=Def|NumType=Card|POS=NUM",
+      "Mood=Imp|POS=VERB|VerbForm=Fin",
+      "Definite=Ind|Number=Plur|POS=NOUN",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Tot",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Tot",
+      "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Definite=Def|NumType=Card|Number=Sing|POS=NUM",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Animacy=Hum|Number=Sing|POS=PRON|PronType=Art,Prs",
+      "Mood=Imp|POS=AUX|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot",
+      "NumType=Ord|Number=Plur|POS=ADJ",
+      "Gender=Masc|POS=NOUN",
+      "Abbr=Yes|POS=NOUN",
+      "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
+      "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs",
+      "POS=INTJ",
+      "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
+      "POS=ADJ",
+      "Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN",
+      "Number=Sing|POS=PRON",
+      "Case=Gen|POS=NOUN",
+      "Definite=Ind|Gender=Fem,Masc|Number=Sing|POS=ADJ",
+      "NumType=Card|POS=NUM",
+      "Case=Gen|Gender=Masc|POS=PROPN",
+      "Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp",
+      "Abbr=Yes|POS=ADP",
+      "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
+      "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs",
+      "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
+      "Degree=Pos|NumType=Ord|Number=Plur|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "NumType=Card|Number=Sing|POS=NUM",
+      "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Number=Plur|POS=DET",
+      "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Degree=Sup|POS=ADJ",
+      "Animacy=Hum|POS=PRON|PronType=Int",
+      "POS=DET|PronType=Ind",
+      "Definite=Def|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Fem|POS=NOUN",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs,Tot",
+      "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Neut|Number=Sing|POS=DET",
+      "Gender=Neut|Number=Sing|POS=DET|Polarity=Neg",
+      "Number=Plur|POS=NOUN",
+      "POS=PRON|PronType=Prs",
+      "Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc|Number=Sing|POS=ADJ",
+      "Definite=Ind|Gender=Fem,Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin,Part",
+      "Gender=Masc|Number=Sing|POS=DET",
+      "Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Dem,Ind",
+      "Animacy=Hum|POS=PRON|Poss=Yes|PronType=Int",
+      "Abbr=Yes|POS=ADJ",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp",
+      "Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ",
+      "Number=Plur|POS=DET|PronType=Art",
+      "Case=Gen|NumType=Card|Number=Plur|POS=NUM",
+      "Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Tot",
+      "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing|POS=NOUN",
+      "POS=NOUN|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
+      "Definite=Ind|Degree=Pos|Gender=Neut|NumType=Ord|Number=Sing|POS=ADJ",
+      "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Prs",
+      "Animacy=Hum|Case=Gen,Nom|Number=Sing|POS=PRON|PronType=Art,Prs",
+      "Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
+      "Animacy=Hum|Case=Gen|Number=Sing|POS=PRON|PronType=Art,Prs",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
+      "Definite=Ind|Gender=Masc|POS=NOUN",
+      "Definite=Def|Number=Plur|POS=NOUN",
+      "Gender=Fem,Masc|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Abbr=Yes|Gender=Masc|POS=NOUN",
+      "Abbr=Yes|Case=Gen|POS=NOUN",
+      "Number=Plur|POS=ADJ",
+      "Abbr=Yes|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin",
+      "Abbr=Yes|Degree=Pos|POS=ADJ",
+      "Case=Gen|Gender=Fem|POS=NOUN",
+      "Case=Gen|Degree=Cmp|POS=ADJ",
+      "Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "Animacy=Hum|Case=Nom|POS=PRON|Person=1|PronType=Prs",
+      "Gender=Neut|POS=PRON|Person=3|PronType=Prs",
+      "Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ",
+      "Definite=Ind|Gender=Fem|POS=NOUN",
+      "Gender=Masc|POS=PRON|Poss=Yes|PronType=Prs",
+      "Gender=Neut|POS=PRON|Poss=Yes|PronType=Prs",
+      "Definite=Ind|Gender=Neut|POS=NOUN",
+      "Animacy=Hum|Case=Acc|POS=PRON|Person=1|PronType=Prs",
+      "Definite=Ind|Degree=Pos|Gender=Masc|POS=ADJ",
+      "Case=Nom|Gender=Masc|POS=PRON|Person=3|PronType=Prs",
+      "POS=DET|PronType=Int",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Gender=Neut|POS=DET|PronType=Dem",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Acc|POS=PRON|PronType=Prs",
+      "Gender=Fem|POS=DET|PronType=Dem",
+      "Gender=Fem|POS=PRON|Poss=Yes|PronType=Prs",
+      "Gender=Masc|POS=DET|PronType=Art",
+      "Animacy=Hum|POS=PRON|PronType=Art,Prs",
+      "Gender=Neut|POS=DET|PronType=Art",
+      "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Definite=Ind|Gender=Neut|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Gender=Fem,Masc|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Gender=Masc|POS=DET|PronType=Dem",
+      "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Neut|POS=NOUN",
+      "Case=Gen|Definite=Ind|Gender=Neut|POS=NOUN",
+      "Definite=Ind|Gender=Neut|POS=DET|PronType=Dem",
+      "Gender=Masc|POS=DET|PronType=Dem",
+      "Gender=Neut|POS=DET|PronType=Ind",
+      "POS=DET|PronType=Dem",
+      "Case=Acc|Gender=Masc|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem,Masc|POS=DET|PronType=Tot",
+      "Case=Gen|Definite=Ind|Gender=Masc|POS=NOUN",
+      "Gender=Masc|NumType=Card|POS=NUM",
+      "Gender=Masc|POS=DET|PronType=Ind",
+      "Gender=Masc|POS=DET|PronType=Tot",
+      "Gender=Neut|POS=DET|PronType=Tot",
+      "Definite=Ind|Gender=Masc|POS=DET|PronType=Prs",
+      "Case=Gen|Gender=Masc|POS=NOUN",
+      "Gender=Fem,Masc|POS=PRON|Person=3|PronType=Prs",
+      "Abbr=Yes|POS=PRON|PronType=Prs",
+      "Definite=Ind|Gender=Neut|POS=DET|PronType=Prs",
+      "Definite=Ind|Gender=Fem|POS=DET|PronType=Dem",
+      "Animacy=Hum|Case=Nom|POS=PRON|Person=2|PronType=Prs",
+      "Animacy=Hum|Case=Acc|POS=PRON|Person=2|PronType=Prs",
+      "Case=Nom|Gender=Fem|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|POS=DET|PronType=Tot",
+      "Case=Acc|Gender=Fem|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|POS=DET|Polarity=Neg",
+      "Gender=Fem|NumType=Card|POS=NUM",
+      "Definite=Ind|Degree=Pos|Gender=Fem|POS=ADJ",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Gen|Gender=Masc|POS=DET|PronType=Dem",
+      "Abbr=Yes|POS=CCONJ",
+      "Gender=Masc|POS=PRON|Person=3|PronType=Ind,Prs",
+      "Gender=Masc|POS=DET|Polarity=Neg",
+      "Definite=Ind|Gender=Fem|POS=DET|PronType=Prs",
+      "Gender=Masc|POS=PRON|Person=3|PronType=Prs",
+      "POS=PRON",
+      "Abbr=Yes|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
+      "Gender=Masc|POS=DET",
+      "Gender=Neut|POS=DET|PronType=Prs",
+      "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part",
+      "Case=Gen|Degree=Pos|POS=ADJ",
+      "Gender=Fem|POS=DET|PronType=Ind",
+      "Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=NOUN",
+      "Gender=Neut|NumType=Card|POS=NUM",
+      "Gender=Fem|POS=PRON|Person=3|PronType=Art,Prs",
+      "Abbr=Yes|Gender=Masc|POS=PROPN",
+      "Definite=Ind|Gender=Fem|POS=ADJ|VerbForm=Part",
+      "Case=Gen|Definite=Ind|Gender=Fem|POS=NOUN",
+      "Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ|VerbForm=Part",
+      "POS=ADV|VerbForm=Inf",
+      "Case=Gen|Gender=Neut|POS=DET|PronType=Dem",
+      "Definite=Ind|Gender=Neut|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part",
+      "Definite=Ind|Gender=Neut|POS=ADJ",
+      "Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ|VerbForm=Part",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=NOUN",
+      "Definite=Ind|Gender=Fem,Masc|Number=Plur|POS=ADJ|VerbForm=Part",
+      "NumType=Card|POS=NUM|PronType=Dem",
+      "Definite=Ind|Gender=Fem,Masc|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part",
+      "Abbr=Yes|Gender=Fem|POS=NOUN",
+      "Degree=Pos|Gender=Fem,Masc|POS=ADJ",
+      "Abbr=Yes|Definite=Ind|Gender=Masc|POS=NOUN"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "acl:relcl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "aux:pass",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "discourse",
+      "dislocated",
+      "expl",
+      "flat",
+      "flat:foreign",
+      "flat:name",
+      "iobj",
+      "mark",
+      "nmod",
+      "nmod:poss",
+      "nsubj",
+      "nsubj:outer",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obl",
+      "parataxis",
+      "punct",
+      "reparandum",
+      "xcomp"
+    ],
+    "ner":[
+      "DRV",
+      "EVT",
+      "GPE_LOC",
+      "GPE_ORG",
+      "LOC",
+      "MISC",
+      "ORG",
+      "PER",
+      "PROD"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "morphologizer",
+    "trainable_lemmatizer",
+    "parser",
+    "ner"
+  ],
+  "components":[
+    "transformer",
+    "morphologizer",
+    "trainable_lemmatizer",
+    "parser",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "pos_acc":0.9854437157,
+    "morph_acc":0.9705528042,
+    "morph_per_feat":{
+      "Definite":{
+        "p":0.9927257167,
+        "r":0.9805579036,
+        "f":0.9866042951
+      },
+      "Gender":{
+        "p":0.9733844469,
+        "r":0.9631516202,
+        "f":0.968240998
+      },
+      "Number":{
+        "p":0.9885598302,
+        "r":0.9655762819,
+        "f":0.9769328957
+      },
+      "Mood":{
+        "p":0.9982728843,
+        "r":0.9965517241,
+        "f":0.9974115617
+      },
+      "Tense":{
+        "p":0.9979757085,
+        "r":0.9971106617,
+        "f":0.9975429975
+      },
+      "VerbForm":{
+        "p":0.9934690741,
+        "r":0.9925158319,
+        "f":0.9929922242
+      },
+      "Degree":{
+        "p":0.9863195057,
+        "r":0.9845814978,
+        "f":0.9854497354
+      },
+      "Animacy":{
+        "p":1.0,
+        "r":0.9980449658,
+        "f":0.9990215264
+      },
+      "Case":{
+        "p":0.9972337483,
+        "r":0.9972337483,
+        "f":0.9972337483
+      },
+      "Person":{
+        "p":0.9972781709,
+        "r":0.9961935835,
+        "f":0.9967355822
+      },
+      "PronType":{
+        "p":0.995697074,
+        "r":0.9942709825,
+        "f":0.9949835173
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Poss":{
+        "p":1.0,
+        "r":0.9810126582,
+        "f":0.9904153355
+      },
+      "Reflex":{
+        "p":1.0,
+        "r":0.9833333333,
+        "f":0.9915966387
+      },
+      "NumType":{
+        "p":0.9975550122,
+        "r":0.8607594937,
+        "f":0.9241223103
+      },
+      "Voice":{
+        "p":1.0,
+        "r":0.96,
+        "f":0.9795918367
+      },
+      "Abbr":{
+        "p":0.9863013699,
+        "r":0.9350649351,
+        "f":0.96
+      }
+    },
+    "lemma_acc":0.9825829443,
+    "dep_uas":0.9403202329,
+    "dep_las":0.9263313106,
+    "dep_las_per_type":{
+      "nsubj":{
+        "p":0.9487549621,
+        "r":0.9508137432,
+        "f":0.949783237
+      },
+      "cop":{
+        "p":0.948,
+        "r":0.926988266,
+        "f":0.9373764008
+      },
+      "amod":{
+        "p":0.9695024077,
+        "r":0.9610182975,
+        "f":0.9652417099
+      },
+      "root":{
+        "p":0.9597730789,
+        "r":0.9597730789,
+        "f":0.9597730789
+      },
+      "conj":{
+        "p":0.8682310469,
+        "r":0.8453427065,
+        "f":0.856634016
+      },
+      "cc":{
+        "p":0.964035964,
+        "r":0.9573412698,
+        "f":0.9606769537
+      },
+      "det":{
+        "p":0.9849892781,
+        "r":0.9842857143,
+        "f":0.9846373705
+      },
+      "obj":{
+        "p":0.9429386591,
+        "r":0.9490308686,
+        "f":0.9459749553
+      },
+      "mark":{
+        "p":0.9762081784,
+        "r":0.9798507463,
+        "f":0.9780260708
+      },
+      "case":{
+        "p":0.9806328423,
+        "r":0.9703103914,
+        "f":0.9754443088
+      },
+      "advmod":{
+        "p":0.9072520967,
+        "r":0.8966357874,
+        "f":0.9019127023
+      },
+      "aux":{
+        "p":0.9701314217,
+        "r":0.9771359807,
+        "f":0.9736211031
+      },
+      "acl":{
+        "p":0.8275862069,
+        "r":0.8421052632,
+        "f":0.8347826087
+      },
+      "nmod":{
+        "p":0.8604954368,
+        "r":0.873015873,
+        "f":0.8667104399
+      },
+      "advcl":{
+        "p":0.8315565032,
+        "r":0.8193277311,
+        "f":0.8253968254
+      },
+      "obl":{
+        "p":0.8594566353,
+        "r":0.8523316062,
+        "f":0.8558792924
+      },
+      "ccomp":{
+        "p":0.9125,
+        "r":0.926984127,
+        "f":0.9196850394
+      },
+      "flat:name":{
+        "p":0.9503676471,
+        "r":0.9215686275,
+        "f":0.9357466063
+      },
+      "acl:relcl":{
+        "p":0.8775510204,
+        "r":0.9052631579,
+        "f":0.8911917098
+      },
+      "xcomp":{
+        "p":0.8565217391,
+        "r":0.8454935622,
+        "f":0.8509719222
+      },
+      "aux:pass":{
+        "p":0.9834710744,
+        "r":0.9674796748,
+        "f":0.9754098361
+      },
+      "appos":{
+        "p":0.8571428571,
+        "r":0.7826086957,
+        "f":0.8181818182
+      },
+      "expl":{
+        "p":0.8597560976,
+        "r":0.8840125392,
+        "f":0.8717156105
+      },
+      "csubj":{
+        "p":0.8942307692,
+        "r":0.9029126214,
+        "f":0.8985507246
+      },
+      "nummod":{
+        "p":0.963800905,
+        "r":0.9594594595,
+        "f":0.9616252822
+      },
+      "iobj":{
+        "p":0.9056603774,
+        "r":0.9411764706,
+        "f":0.9230769231
+      },
+      "nsubj:outer":{
+        "p":0.8235294118,
+        "r":0.7,
+        "f":0.7567567568
+      },
+      "compound":{
+        "p":0.7368421053,
+        "r":0.5833333333,
+        "f":0.6511627907
+      },
+      "parataxis":{
+        "p":0.3125,
+        "r":0.3333333333,
+        "f":0.3225806452
+      },
+      "dislocated":{
+        "p":0.5,
+        "r":0.4285714286,
+        "f":0.4615384615
+      },
+      "dep":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "discourse":{
+        "p":0.8571428571,
+        "r":0.5454545455,
+        "f":0.6666666667
+      },
+      "flat:foreign":{
+        "p":0.6,
+        "r":0.1411764706,
+        "f":0.2285714286
+      },
+      "reparandum":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "sents_p":0.9734151329,
+    "sents_r":0.9819494585,
+    "sents_f":0.9776636714,
+    "ents_f":0.8886486486,
+    "ents_p":0.8857758621,
+    "ents_r":0.8915401302,
+    "ents_per_type":{
+      "PER":{
+        "p":0.9371816638,
+        "r":0.9787234043,
+        "f":0.9575021683
+      },
+      "PROD":{
+        "p":0.6315789474,
+        "r":0.676056338,
+        "f":0.6530612245
+      },
+      "GPE_LOC":{
+        "p":0.8888888889,
+        "r":0.9338521401,
+        "f":0.9108159393
+      },
+      "GPE_ORG":{
+        "p":0.8620689655,
+        "r":0.5,
+        "f":0.6329113924
+      },
+      "DRV":{
+        "p":0.8723404255,
+        "r":0.8541666667,
+        "f":0.8631578947
+      },
+      "ORG":{
+        "p":0.9087591241,
+        "r":0.8736842105,
+        "f":0.8908765653
+      },
+      "LOC":{
+        "p":0.7428571429,
+        "r":0.7572815534,
+        "f":0.75
+      },
+      "EVT":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "transformer_loss":7121.0454110093,
+    "morphologizer_loss":2236.2796871588,
+    "trainable_lemmatizer_loss":1717.1191686243,
+    "parser_loss":22995.734375,
+    "ner_loss":543.6506347656
+  },
+  "requirements":[
+    "spacy-transformers>=1.3.9,<1.4.0",
+    "spacy>=3.8.11,<3.9.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,605 @@
+{
+  "extend":false,
+  "label_smoothing":0.0,
+  "labels_morph":{
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Sing",
+    "POS=CCONJ":"",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Masc|Number=Sing",
+    "POS=ADP":"",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Definite=Def|Gender=Masc|Number=Sing",
+    "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Plur",
+    "POS=PUNCT":"",
+    "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Number=Sing",
+    "POS=PROPN":"",
+    "POS=X":"",
+    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Def|Gender=Neut|Number=Sing",
+    "POS=SCONJ":"",
+    "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Neut|Number=Sing|VerbForm=Part",
+    "Definite=Ind|Degree=Pos|Gender=Fem,Masc|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Fem,Masc|Number=Sing",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Fem|Number=Sing",
+    "Number=Plur|POS=ADJ|VerbForm=Part":"Number=Plur|VerbForm=Part",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Fem|Number=Plur",
+    "POS=ADV":"",
+    "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Prs",
+    "Definite=Ind|Gender=Fem,Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Fem,Masc|Number=Sing|VerbForm=Part",
+    "POS=VERB|VerbForm=Part":"VerbForm=Part",
+    "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Masc|Number=Plur",
+    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
+    "Degree=Pos|Number=Plur|POS=ADJ":"Degree=Pos|Number=Plur",
+    "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
+    "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Definite=Def|Gender=Masc|Number=Plur",
+    "Case=Acc|POS=PRON|PronType=Prs|Reflex=Yes":"Case=Acc|PronType=Prs|Reflex=Yes",
+    "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
+    "POS=PART":"",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|POS=PROPN":"Gender=Fem",
+    "Gender=Masc|POS=PROPN":"Gender=Masc",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
+    "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Sing",
+    "Abbr=Yes|POS=PROPN":"Abbr=Yes",
+    "Definite=Def|Degree=Pos|NumType=Ord|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|NumType=Ord|Number=Sing",
+    "POS=PART|Polarity=Neg":"Polarity=Neg",
+    "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs":"Number=Plur|Poss=Yes|PronType=Prs",
+    "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Plur",
+    "Case=Gen|POS=PROPN":"Case=Gen",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs",
+    "Definite=Def|Degree=Sup|POS=ADJ":"Definite=Def|Degree=Sup",
+    "Case=Gen|Gender=Fem|POS=PROPN":"Case=Gen|Gender=Fem",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
+    "Definite=Ind|Degree=Sup|POS=ADJ":"Definite=Ind|Degree=Sup",
+    "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Def|Gender=Fem|Number=Plur",
+    "Gender=Neut|POS=PROPN":"Gender=Neut",
+    "Number=Plur|POS=DET|PronType=Int":"Number=Plur|PronType=Int",
+    "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Def|Gender=Neut|Number=Plur",
+    "Definite=Def|POS=DET|PronType=Dem":"Definite=Def|PronType=Dem",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Art":"Gender=Neut|Number=Sing|PronType=Art",
+    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass",
+    "Abbr=Yes|Case=Gen|POS=PROPN":"Abbr=Yes|Case=Gen",
+    "POS=NOUN":"",
+    "Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "POS=ADJ|VerbForm=Part":"VerbForm=Part",
+    "Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Poss=Yes|PronType=Prs",
+    "Abbr=Yes|POS=ADV":"Abbr=Yes",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Prs",
+    "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Plur",
+    "POS=AUX|VerbForm=Part":"VerbForm=Part",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs",
+    "Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs":"Number=Plur|Person=3|PronType=Ind,Prs",
+    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Degree=Pos|POS=ADJ":"Degree=Pos",
+    "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=1|PronType=Prs",
+    "POS=VERB|VerbForm=Inf|Voice=Pass":"VerbForm=Inf|Voice=Pass",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Ind":"Gender=Neut|Number=Sing|PronType=Ind",
+    "Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "Number=Plur|POS=DET|Polarity=Neg":"Number=Plur|Polarity=Neg",
+    "POS=DET|PronType=Prs":"PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "Case=Gen|Gender=Neut|POS=PROPN":"Case=Gen|Gender=Neut",
+    "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg":"Gender=Masc|Number=Sing|Polarity=Neg",
+    "Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Def|Number=Sing|VerbForm=Part",
+    "Definite=Ind|Degree=Pos|Gender=Fem,Masc|NumType=Ord|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Fem,Masc|NumType=Ord|Number=Sing",
+    "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Plur|Person=3|PronType=Prs",
+    "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ":"Case=Gen|Degree=Pos|Number=Plur",
+    "Number=Plur|POS=DET|PronType=Tot":"Number=Plur|PronType=Tot",
+    "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Masc|Number=Sing|PronType=Dem",
+    "Number=Plur|POS=DET|PronType=Prs":"Number=Plur|PronType=Prs",
+    "POS=SYM":"",
+    "Gender=Neut|NumType=Card|Number=Sing|POS=NUM":"Gender=Neut|NumType=Card|Number=Sing",
+    "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|PronType=Prs",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Prs",
+    "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Definite=Def|POS=DET|PronType=Prs":"Definite=Def|PronType=Prs",
+    "Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Neut|POS=NOUN":"Gender=Neut",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Int":"Gender=Neut|Number=Sing|PronType=Int",
+    "Definite=Def|NumType=Card|POS=NUM":"Definite=Def|NumType=Card",
+    "Mood=Imp|POS=VERB|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
+    "Definite=Ind|Number=Plur|POS=NOUN":"Definite=Ind|Number=Plur",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Tot":"Gender=Neut|Number=Sing|PronType=Tot",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
+    "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=1|PronType=Prs",
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
+    "Definite=Def|NumType=Card|Number=Sing|POS=NUM":"Definite=Def|NumType=Card|Number=Sing",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem",
+    "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Plur",
+    "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Neut|Number=Sing|PronType=Dem",
+    "Animacy=Hum|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Number=Sing|PronType=Art,Prs",
+    "Mood=Imp|POS=AUX|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot":"Number=Plur|Person=3|PronType=Prs,Tot",
+    "NumType=Ord|Number=Plur|POS=ADJ":"NumType=Ord|Number=Plur",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "Abbr=Yes|POS=NOUN":"Abbr=Yes",
+    "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Plur",
+    "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Ind,Prs",
+    "POS=INTJ":"",
+    "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=2|PronType=Prs",
+    "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=1|PronType=Prs",
+    "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Plur",
+    "POS=ADJ":"",
+    "Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=2|PronType=Prs",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Def|Gender=Fem|Number=Sing",
+    "Number=Sing|POS=PRON":"Number=Sing",
+    "Case=Gen|POS=NOUN":"Case=Gen",
+    "Definite=Ind|Gender=Fem,Masc|Number=Sing|POS=ADJ":"Definite=Ind|Gender=Fem,Masc|Number=Sing",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Case=Gen|Gender=Masc|POS=PROPN":"Case=Gen|Gender=Masc",
+    "Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp":"Animacy=Hum|Number=Plur|PronType=Rcp",
+    "Abbr=Yes|POS=ADP":"Abbr=Yes",
+    "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
+    "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Ind,Prs",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Prs",
+    "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
+    "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Def|Degree=Pos|Number=Sing",
+    "Degree=Pos|NumType=Ord|Number=Plur|POS=ADJ":"Degree=Pos|NumType=Ord|Number=Plur",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
+    "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=2|PronType=Prs",
+    "Number=Plur|POS=DET":"Number=Plur",
+    "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=2|PronType=Prs",
+    "Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
+    "Degree=Sup|POS=ADJ":"Degree=Sup",
+    "Animacy=Hum|POS=PRON|PronType=Int":"Animacy=Hum|PronType=Int",
+    "POS=DET|PronType=Ind":"PronType=Ind",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Dem":"Definite=Def|Number=Sing|PronType=Dem",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Case=Gen|Number=Plur|POS=DET|PronType=Dem":"Case=Gen|Number=Plur|PronType=Dem",
+    "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs,Tot":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs,Tot",
+    "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
+    "Gender=Neut|Number=Sing|POS=DET":"Gender=Neut|Number=Sing",
+    "Gender=Neut|Number=Sing|POS=DET|Polarity=Neg":"Gender=Neut|Number=Sing|Polarity=Neg",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "POS=PRON|PronType=Prs":"PronType=Prs",
+    "Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc|Number=Sing",
+    "Definite=Ind|Gender=Fem,Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin,Part":"Definite=Ind|Gender=Fem,Masc|Mood=Ind|Number=Sing|Tense=Pres|VerbForm=Fin,Part",
+    "Gender=Masc|Number=Sing|POS=DET":"Gender=Masc|Number=Sing",
+    "Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part":"Case=Gen|Definite=Def|Number=Sing|VerbForm=Part",
+    "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Dem,Ind":"Gender=Neut|Number=Sing|PronType=Dem,Ind",
+    "Animacy=Hum|POS=PRON|Poss=Yes|PronType=Int":"Animacy=Hum|Poss=Yes|PronType=Int",
+    "Abbr=Yes|POS=ADJ":"Abbr=Yes",
+    "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Case=Gen|Gender=Masc|Number=Sing|PronType=Art",
+    "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing",
+    "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Fem|Number=Sing|PronType=Dem",
+    "Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp":"Number=Plur|Poss=Yes|PronType=Rcp",
+    "Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Fem,Masc",
+    "Number=Plur|POS=DET|PronType=Art":"Number=Plur|PronType=Art",
+    "Case=Gen|NumType=Card|Number=Plur|POS=NUM":"Case=Gen|NumType=Card|Number=Plur",
+    "Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing",
+    "Case=Gen|Number=Plur|POS=DET|PronType=Tot":"Case=Gen|Number=Plur|PronType=Tot",
+    "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing",
+    "POS=NOUN|PronType=Prs":"PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Number=Sing",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Gender=Neut|Number=Sing",
+    "Definite=Ind|Degree=Pos|Gender=Neut|NumType=Ord|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut|NumType=Ord|Number=Sing",
+    "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Prs":"Gender=Fem|Number=Sing|PronType=Prs",
+    "Animacy=Hum|Case=Gen,Nom|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Case=Gen,Nom|Number=Sing|PronType=Art,Prs",
+    "Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Gender=Masc|Number=Sing",
+    "Animacy=Hum|Case=Gen|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Case=Gen|Number=Sing|PronType=Art,Prs",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
+    "Definite=Ind|Gender=Masc|POS=NOUN":"Definite=Ind|Gender=Masc",
+    "Definite=Def|Number=Plur|POS=NOUN":"Definite=Def|Number=Plur",
+    "Gender=Fem,Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Fem,Masc|Number=Sing|VerbForm=Part",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Masc|Number=Sing|VerbForm=Part",
+    "Abbr=Yes|Gender=Masc|POS=NOUN":"Abbr=Yes|Gender=Masc",
+    "Abbr=Yes|Case=Gen|POS=NOUN":"Abbr=Yes|Case=Gen",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "Abbr=Yes|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Abbr=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "Abbr=Yes|Degree=Pos|POS=ADJ":"Abbr=Yes|Degree=Pos",
+    "Case=Gen|Gender=Fem|POS=NOUN":"Case=Gen|Gender=Fem",
+    "Case=Gen|Degree=Cmp|POS=ADJ":"Case=Gen|Degree=Cmp",
+    "Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "Animacy=Hum|Case=Nom|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Person=1|PronType=Prs",
+    "Gender=Neut|POS=PRON|Person=3|PronType=Prs":"Gender=Neut|Person=3|PronType=Prs",
+    "Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut",
+    "Definite=Ind|Gender=Fem|POS=NOUN":"Definite=Ind|Gender=Fem",
+    "Gender=Masc|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Masc|Poss=Yes|PronType=Prs",
+    "Gender=Neut|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Neut|Poss=Yes|PronType=Prs",
+    "Definite=Ind|Gender=Neut|POS=NOUN":"Definite=Ind|Gender=Neut",
+    "Animacy=Hum|Case=Acc|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Person=1|PronType=Prs",
+    "Definite=Ind|Degree=Pos|Gender=Masc|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Masc",
+    "Case=Nom|Gender=Masc|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Person=3|PronType=Prs",
+    "POS=DET|PronType=Int":"PronType=Int",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Gender=Neut|POS=DET|PronType=Dem":"Gender=Neut|PronType=Dem",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Gender=Neut|Number=Plur|POS=NOUN":"Gender=Neut|Number=Plur",
+    "Case=Acc|POS=PRON|PronType=Prs":"Case=Acc|PronType=Prs",
+    "Gender=Fem|POS=DET|PronType=Dem":"Gender=Fem|PronType=Dem",
+    "Gender=Fem|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Fem|Poss=Yes|PronType=Prs",
+    "Gender=Masc|POS=DET|PronType=Art":"Gender=Masc|PronType=Art",
+    "Animacy=Hum|POS=PRON|PronType=Art,Prs":"Animacy=Hum|PronType=Art,Prs",
+    "Gender=Neut|POS=DET|PronType=Art":"Gender=Neut|PronType=Art",
+    "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=3|PronType=Prs",
+    "Definite=Ind|Gender=Neut|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Neut|VerbForm=Part",
+    "Definite=Ind|Gender=Fem,Masc|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Fem,Masc|VerbForm=Part",
+    "Definite=Ind|Gender=Masc|POS=DET|PronType=Dem":"Definite=Ind|Gender=Masc|PronType=Dem",
+    "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=3|PronType=Prs",
+    "Gender=Fem|POS=DET|PronType=Art":"Gender=Fem|PronType=Art",
+    "Case=Gen|Gender=Neut|POS=NOUN":"Case=Gen|Gender=Neut",
+    "Case=Gen|Definite=Ind|Gender=Neut|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut",
+    "Definite=Ind|Gender=Neut|POS=DET|PronType=Dem":"Definite=Ind|Gender=Neut|PronType=Dem",
+    "Gender=Masc|POS=DET|PronType=Dem":"Gender=Masc|PronType=Dem",
+    "Gender=Neut|POS=DET|PronType=Ind":"Gender=Neut|PronType=Ind",
+    "POS=DET|PronType=Dem":"PronType=Dem",
+    "Case=Acc|Gender=Masc|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Person=3|PronType=Prs",
+    "Gender=Fem,Masc|POS=DET|PronType=Tot":"Gender=Fem,Masc|PronType=Tot",
+    "Case=Gen|Definite=Ind|Gender=Masc|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc",
+    "Gender=Masc|NumType=Card|POS=NUM":"Gender=Masc|NumType=Card",
+    "Gender=Masc|POS=DET|PronType=Ind":"Gender=Masc|PronType=Ind",
+    "Gender=Masc|POS=DET|PronType=Tot":"Gender=Masc|PronType=Tot",
+    "Gender=Neut|POS=DET|PronType=Tot":"Gender=Neut|PronType=Tot",
+    "Definite=Ind|Gender=Masc|POS=DET|PronType=Prs":"Definite=Ind|Gender=Masc|PronType=Prs",
+    "Case=Gen|Gender=Masc|POS=NOUN":"Case=Gen|Gender=Masc",
+    "Gender=Fem,Masc|POS=PRON|Person=3|PronType=Prs":"Gender=Fem,Masc|Person=3|PronType=Prs",
+    "Abbr=Yes|POS=PRON|PronType=Prs":"Abbr=Yes|PronType=Prs",
+    "Definite=Ind|Gender=Neut|POS=DET|PronType=Prs":"Definite=Ind|Gender=Neut|PronType=Prs",
+    "Definite=Ind|Gender=Fem|POS=DET|PronType=Dem":"Definite=Ind|Gender=Fem|PronType=Dem",
+    "Animacy=Hum|Case=Nom|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Person=2|PronType=Prs",
+    "Animacy=Hum|Case=Acc|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Person=2|PronType=Prs",
+    "Case=Nom|Gender=Fem|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Fem|Person=3|PronType=Prs",
+    "Gender=Fem|POS=DET|PronType=Tot":"Gender=Fem|PronType=Tot",
+    "Case=Acc|Gender=Fem|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Person=3|PronType=Prs",
+    "Gender=Fem|POS=DET|Polarity=Neg":"Gender=Fem|Polarity=Neg",
+    "Gender=Fem|NumType=Card|POS=NUM":"Gender=Fem|NumType=Card",
+    "Definite=Ind|Degree=Pos|Gender=Fem|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Fem",
+    "Case=Gen|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Gender=Neut|Number=Plur",
+    "Case=Gen|Gender=Masc|POS=DET|PronType=Dem":"Case=Gen|Gender=Masc|PronType=Dem",
+    "Abbr=Yes|POS=CCONJ":"Abbr=Yes",
+    "Gender=Masc|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Masc|Person=3|PronType=Ind,Prs",
+    "Gender=Masc|POS=DET|Polarity=Neg":"Gender=Masc|Polarity=Neg",
+    "Definite=Ind|Gender=Fem|POS=DET|PronType=Prs":"Definite=Ind|Gender=Fem|PronType=Prs",
+    "Gender=Masc|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Person=3|PronType=Prs",
+    "POS=PRON":"",
+    "Abbr=Yes|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Abbr=Yes|Definite=Ind|Gender=Neut|Number=Plur",
+    "Gender=Masc|POS=DET":"Gender=Masc",
+    "Gender=Neut|POS=DET|PronType=Prs":"Gender=Neut|PronType=Prs",
+    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part":"Mood=Ind|Tense=Pres|VerbForm=Fin,Part",
+    "Case=Gen|Degree=Pos|POS=ADJ":"Case=Gen|Degree=Pos",
+    "Gender=Fem|POS=DET|PronType=Ind":"Gender=Fem|PronType=Ind",
+    "Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc",
+    "Case=Gen|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Gender=Masc|Number=Plur",
+    "Gender=Neut|NumType=Card|POS=NUM":"Gender=Neut|NumType=Card",
+    "Gender=Fem|POS=PRON|Person=3|PronType=Art,Prs":"Gender=Fem|Person=3|PronType=Art,Prs",
+    "Abbr=Yes|Gender=Masc|POS=PROPN":"Abbr=Yes|Gender=Masc",
+    "Definite=Ind|Gender=Fem|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Fem|VerbForm=Part",
+    "Case=Gen|Definite=Ind|Gender=Fem|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem",
+    "Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ|VerbForm=Part":"Definite=Ind|Degree=Pos|Gender=Neut|VerbForm=Part",
+    "POS=ADV|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Gen|Gender=Neut|POS=DET|PronType=Dem":"Case=Gen|Gender=Neut|PronType=Dem",
+    "Definite=Ind|Gender=Neut|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part":"Definite=Ind|Gender=Neut|Mood=Ind|Tense=Pres|VerbForm=Fin,Part",
+    "Definite=Ind|Gender=Neut|POS=ADJ":"Definite=Ind|Gender=Neut",
+    "Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ|VerbForm=Part":"Definite=Ind|Degree=Pos|Gender=Fem,Masc|VerbForm=Part",
+    "Case=Gen|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Gender=Fem|Number=Plur",
+    "Definite=Ind|Gender=Fem,Masc|Number=Plur|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Fem,Masc|Number=Plur|VerbForm=Part",
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parser/cfg

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transformer/model

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vocab/lookups.bin

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vocab/vectors.cfg

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