Update spaCy pipeline

LICENSES_SOURCES

@@ -1,4 +1,4 @@
-# UD French Sequoia v2.5
+# UD French Sequoia v2.8
 
 * Author: Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno
 * URL: https://github.com/UniversalDependencies/UD_French-Sequoia

README.md

@@ -4,7 +4,7 @@ tags:
 - token-classification
 language:
 - fr
-license: lgpllr
+license: lgpl-lr
 model-index:
 - name: fr_core_news_md
   results:
@@ -14,47 +14,47 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8342645439
+      value: 0.8332265556
     - name: NER Recall
       type: recall
-      value: 0.8338136984
+      value: 0.8329930747
     - name: NER F Score
       type: f_score
-      value: 0.8340390602
+      value: 0.8331097988
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
-      value: 0.9429704807
+      value: 0.9448023502
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
-      value: 0.8845208845
+      value: 0.8782816229
     - name: SENTER Recall
       type: recall
-      value: 0.9042340262
+      value: 0.8932038835
     - name: SENTER F Score
       type: f_score
-      value: 0.8791208791
+      value: 0.8856799037
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
-      value: 0.8916150686
+      value: 0.8967353554
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
-      value: 0.8916150686
+      value: 0.8967353554
 ---
 ### Details: https://spacy.io/models/fr#fr_core_news_md
 
@@ -63,12 +63,12 @@ French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, s
 | Feature | Description |
 | --- | --- |
 | **Name** | `fr_core_news_md` |
-| **Version** | `3.1.0` |
-| **spaCy** | `>=3.1.0,<3.2.0` |
+| **Version** | `3.2.0` |
+| **spaCy** | `>=3.2.0,<3.3.0` |
 | **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
-| **Sources** | [UD French Sequoia v2.5](https://github.com/UniversalDependencies/UD_French-Sequoia) (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno)<br />[WikiNER](https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500) (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)<br />[spaCy lookups data](https://github.com/explosion/spacy-lookups-data) (Explosion)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
+| **Sources** | [UD French Sequoia v2.8](https://github.com/UniversalDependencies/UD_French-Sequoia) (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno)<br />[WikiNER](https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500) (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)<br />[spaCy lookups data](https://github.com/explosion/spacy-lookups-data) (Explosion)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
 | **License** | `LGPL-LR` |
 | **Author** | [Explosion](https://explosion.ai) |
 
@@ -76,11 +76,11 @@ French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, s
 
 <details>
 
-<summary>View label scheme (240 labels for 4 components)</summary>
+<summary>View label scheme (238 labels for 4 components)</summary>
 
 | Component | Labels |
 | --- | --- |
-| **`morphologizer`** | `POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Number=Sing\|POS=DET\|Poss=Yes`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3`, `Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|PronType=Int`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=DET\|Poss=Yes`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADV\|Polarity=Neg`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3`, `POS=PRON\|Person=3\|Reflex=Yes`, `Gender=Masc\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PRON\|Person=3`, `Number=Plur\|POS=NOUN`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=3`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes`, `Gender=Masc\|POS=PRON`, `POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=PRON`, `POS=NUM`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON`, `Number=Plur\|POS=PRON\|Person=3`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=INTJ`, `Number=Plur\|POS=PRON\|Person=2`, `NumType=Card\|POS=PRON`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `NumType=Card\|POS=NOUN`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3`, `Gender=Fem\|Number=Sing\|POS=DET`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=DET`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|POS=PRON`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=X`, `POS=SYM`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `POS=DET`, `Gender=Masc\|Number=Plur\|POS=PRON`, `POS=PART`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Reflex=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|Reflex=Yes`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Masc\|NumType=Card\|POS=NUM` |
+| **`morphologizer`** | `POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Number=Sing\|POS=DET\|Poss=Yes`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3`, `Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|PronType=Int`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=DET\|Poss=Yes`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADV\|Polarity=Neg`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3`, `POS=PRON\|Person=3\|Reflex=Yes`, `Gender=Masc\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PRON\|Person=3`, `Number=Plur\|POS=NOUN`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=3`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes`, `Gender=Masc\|POS=PRON`, `POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=PRON`, `POS=NUM`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON`, `Number=Plur\|POS=PRON\|Person=3`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=INTJ`, `Number=Plur\|POS=PRON\|Person=2`, `NumType=Card\|POS=PRON`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `NumType=Card\|POS=NOUN`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3`, `Gender=Fem\|Number=Sing\|POS=DET`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=DET`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|POS=PRON`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=X`, `POS=SYM`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `POS=DET`, `Gender=Masc\|Number=Plur\|POS=PRON`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Reflex=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|Reflex=Yes`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Masc\|NumType=Card\|POS=NUM` |
 | **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux:pass`, `aux:tense`, `case`, `cc`, `ccomp`, `conj`, `cop`, `dep`, `det`, `expl:comp`, `expl:pass`, `expl:subj`, `fixed`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl:agent`, `obl:arg`, `obl:mod`, `parataxis`, `punct`, `vocative`, `xcomp` |
 | **`senter`** | `I`, `S` |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
@@ -92,15 +92,21 @@ French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, s
 | Type | Score |
 | --- | --- |
 | `TOKEN_ACC` | 99.90 |
-| `TAG_ACC` | 94.30 |
-| `POS_ACC` | 97.18 |
-| `MORPH_ACC` | 96.31 |
-| `LEMMA_ACC` | 90.79 |
-| `DEP_UAS` | 89.16 |
-| `DEP_LAS` | 85.46 |
-| `SENTS_P` | 88.45 |
-| `SENTS_R` | 90.42 |
-| `SENTS_F` | 87.91 |
-| `ENTS_P` | 83.43 |
-| `ENTS_R` | 83.38 |
-| `ENTS_F` | 83.40 |
+| `TOKEN_P` | 98.44 |
+| `TOKEN_R` | 98.96 |
+| `TOKEN_F` | 98.70 |
+| `POS_ACC` | 97.35 |
+| `MORPH_ACC` | 96.46 |
+| `MORPH_MICRO_P` | 98.70 |
+| `MORPH_MICRO_R` | 97.89 |
+| `MORPH_MICRO_F` | 98.30 |
+| `SENTS_P` | 87.83 |
+| `SENTS_R` | 89.32 |
+| `SENTS_F` | 88.57 |
+| `DEP_UAS` | 89.67 |
+| `DEP_LAS` | 85.80 |
+| `TAG_ACC` | 94.48 |
+| `LEMMA_ACC` | 90.70 |
+| `ENTS_P` | 83.32 |
+| `ENTS_R` | 83.30 |
+| `ENTS_F` | 83.31 |

accuracy.json

@@ -1,70 +1,68 @@
 {
   "token_acc": 0.9989751998,
-  "tag_acc": 0.9429704807,
-  "pos_acc": 0.971820102,
-  "morph_acc": 0.9631079967,
-  "lemma_acc": 0.9078954127,
-  "dep_uas": 0.8916150686,
-  "dep_las": 0.8546474637,
-  "sents_p": 0.8845208845,
-  "sents_r": 0.9042340262,
-  "sents_f": 0.8791208791,
-  "speed": 5248.8393910966,
+  "token_p": 0.9844389844,
+  "token_r": 0.9896058454,
+  "token_f": 0.9870156531,
+  "pos_acc": 0.9734577127,
+  "morph_acc": 0.9646282355,
+  "morph_micro_p": 0.9870385159,
+  "morph_micro_r": 0.9789204338,
+  "morph_micro_f": 0.9829627137,
   "morph_per_feat": {
     "Definite": {
-      "p": 0.9904831625,
-      "r": 0.9868708972,
-      "f": 0.9886737304
+      "p": 0.9890270666,
+      "r": 0.9868613139,
+      "f": 0.9879430033
     },
     "Number": {
-      "p": 0.9908599142,
-      "r": 0.9844329133,
-      "f": 0.987635958
+      "p": 0.9940597735,
+      "r": 0.9858247423,
+      "f": 0.9899251317
     },
     "PronType": {
-      "p": 0.9967762734,
-      "r": 0.9884910486,
-      "f": 0.9926163724
+      "p": 0.9954896907,
+      "r": 0.9884836852,
+      "f": 0.9919743178
     },
     "Gender": {
-      "p": 0.9807792208,
-      "r": 0.9757105943,
-      "f": 0.978238342
+      "p": 0.9824380165,
+      "r": 0.9721441349,
+      "f": 0.9772639692
     },
     "Mood": {
-      "p": 0.9692028986,
-      "r": 0.9502664298,
-      "f": 0.9596412556
+      "p": 0.972972973,
+      "r": 0.9591474245,
+      "f": 0.9660107335
     },
     "Person": {
-      "p": 0.9872286079,
-      "r": 0.9711055276,
-      "f": 0.9791006966
+      "p": 0.9897828863,
+      "r": 0.9748427673,
+      "f": 0.9822560203
     },
     "Tense": {
-      "p": 0.9689119171,
-      "r": 0.9550561798,
-      "f": 0.9619341564
+      "p": 0.9672131148,
+      "r": 0.9642492339,
+      "f": 0.9657289003
     },
     "VerbForm": {
-      "p": 0.9823973177,
-      "r": 0.9701986755,
-      "f": 0.9762598917
+      "p": 0.9816971714,
+      "r": 0.9768211921,
+      "f": 0.979253112
     },
     "NumType": {
-      "p": 0.9858657244,
-      "r": 0.9620689655,
-      "f": 0.9738219895
+      "p": 0.9929577465,
+      "r": 0.9624573379,
+      "f": 0.9774696707
     },
     "Reflex": {
-      "p": 1.0,
+      "p": 0.9777777778,
       "r": 1.0,
-      "f": 1.0
+      "f": 0.9887640449
     },
     "Voice": {
-      "p": 0.906779661,
+      "p": 0.9224137931,
       "r": 0.9553571429,
-      "f": 0.9304347826
+      "f": 0.9385964912
     },
     "Poss": {
       "p": 1.0,
@@ -77,171 +75,176 @@
       "f": 0.9880952381
     }
   },
+  "sents_p": 0.8782816229,
+  "sents_r": 0.8932038835,
+  "sents_f": 0.8856799037,
+  "dep_uas": 0.8967353554,
+  "dep_las": 0.8580193321,
   "dep_las_per_type": {
     "det": {
-      "p": 0.9781553398,
-      "r": 0.9757869249,
-      "f": 0.976969697
+      "p": 0.9805668016,
+      "r": 0.9774011299,
+      "f": 0.9789814066
     },
     "nsubj": {
-      "p": 0.875,
-      "r": 0.8602409639,
-      "f": 0.8675577157
+      "p": 0.8762376238,
+      "r": 0.8530120482,
+      "f": 0.8644688645
     },
     "aux:tense": {
-      "p": 0.9349593496,
-      "r": 0.92,
-      "f": 0.9274193548
+      "p": 0.9285714286,
+      "r": 0.936,
+      "f": 0.9322709163
     },
     "root": {
-      "p": 0.8902439024,
-      "r": 0.8859223301,
-      "f": 0.8880778589
+      "p": 0.8865248227,
+      "r": 0.9101941748,
+      "f": 0.8982035928
     },
     "obj": {
-      "p": 0.8489425982,
-      "r": 0.8338278932,
-      "f": 0.8413173653
+      "p": 0.849112426,
+      "r": 0.8516320475,
+      "f": 0.8503703704
     },
     "cc": {
-      "p": 0.8772727273,
-      "r": 0.8894009217,
-      "f": 0.8832951945
+      "p": 0.8909090909,
+      "r": 0.9032258065,
+      "f": 0.8970251716
     },
     "case": {
-      "p": 0.9715061058,
-      "r": 0.9754768392,
-      "f": 0.9734874235
+      "p": 0.9695740365,
+      "r": 0.9768392371,
+      "f": 0.9731930777
     },
     "obl:mod": {
-      "p": 0.6903225806,
-      "r": 0.6369047619,
-      "f": 0.6625386997
+      "p": 0.6749226006,
+      "r": 0.6507462687,
+      "f": 0.6626139818
     },
     "nmod": {
-      "p": 0.7932011331,
-      "r": 0.8383233533,
-      "f": 0.8151382824
+      "p": 0.8055028463,
+      "r": 0.8481518482,
+      "f": 0.8262773723
     },
     "conj": {
-      "p": 0.5338345865,
-      "r": 0.5590551181,
-      "f": 0.5461538462
+      "p": 0.5241935484,
+      "r": 0.5118110236,
+      "f": 0.5179282869
     },
     "nummod": {
-      "p": 0.9090909091,
-      "r": 0.8928571429,
-      "f": 0.9009009009
+      "p": 0.9141104294,
+      "r": 0.8816568047,
+      "f": 0.8975903614
     },
     "amod": {
-      "p": 0.9288389513,
-      "r": 0.9051094891,
-      "f": 0.9168207024
+      "p": 0.9235074627,
+      "r": 0.9016393443,
+      "f": 0.9124423963
     },
     "acl": {
-      "p": 0.6722222222,
+      "p": 0.6994219653,
       "r": 0.6994219653,
-      "f": 0.6855524079
+      "f": 0.6994219653
     },
     "mark": {
-      "p": 0.8818181818,
-      "r": 0.8546255507,
-      "f": 0.8680089485
+      "p": 0.8689956332,
+      "r": 0.8766519824,
+      "f": 0.8728070175
     },
     "xcomp": {
-      "p": 0.8466666667,
-      "r": 0.8410596026,
-      "f": 0.8438538206
+      "p": 0.8531468531,
+      "r": 0.8079470199,
+      "f": 0.8299319728
     },
     "flat:name": {
-      "p": 0.9126213592,
-      "r": 0.8952380952,
-      "f": 0.9038461538
+      "p": 0.9504950495,
+      "r": 0.9142857143,
+      "f": 0.932038835
     },
     "cop": {
-      "p": 0.8876404494,
-      "r": 0.8777777778,
-      "f": 0.8826815642
+      "p": 0.8602150538,
+      "r": 0.8888888889,
+      "f": 0.8743169399
     },
     "advmod": {
-      "p": 0.8459119497,
-      "r": 0.8432601881,
-      "f": 0.8445839874
+      "p": 0.8566978193,
+      "r": 0.8620689655,
+      "f": 0.859375
     },
     "obl:arg": {
-      "p": 0.6774193548,
-      "r": 0.6681818182,
-      "f": 0.6727688787
+      "p": 0.7562189055,
+      "r": 0.6909090909,
+      "f": 0.7220902613
     },
     "appos": {
-      "p": 0.5526315789,
-      "r": 0.5060240964,
-      "f": 0.5283018868
+      "p": 0.4938271605,
+      "r": 0.4819277108,
+      "f": 0.487804878
     },
     "nsubj:pass": {
-      "p": 0.9024390244,
-      "r": 0.8705882353,
-      "f": 0.8862275449
+      "p": 0.875,
+      "r": 0.8235294118,
+      "f": 0.8484848485
     },
     "aux:pass": {
-      "p": 0.947826087,
-      "r": 0.9732142857,
-      "f": 0.9603524229
+      "p": 0.9469026549,
+      "r": 0.9553571429,
+      "f": 0.9511111111
     },
     "acl:relcl": {
-      "p": 0.6455696203,
-      "r": 0.5930232558,
-      "f": 0.6181818182
+      "p": 0.5764705882,
+      "r": 0.5697674419,
+      "f": 0.5730994152
     },
     "advcl": {
-      "p": 0.5714285714,
-      "r": 0.5128205128,
-      "f": 0.5405405405
+      "p": 0.4698795181,
+      "r": 0.5,
+      "f": 0.4844720497
     },
     "fixed": {
-      "p": 0.7789473684,
-      "r": 0.7326732673,
-      "f": 0.7551020408
+      "p": 0.8705882353,
+      "r": 0.74,
+      "f": 0.8
     },
     "dep": {
-      "p": 0.2608695652,
-      "r": 0.5806451613,
-      "f": 0.36
+      "p": 0.3392857143,
+      "r": 0.6551724138,
+      "f": 0.4470588235
     },
     "expl:subj": {
-      "p": 0.78125,
-      "r": 0.78125,
-      "f": 0.78125
+      "p": 0.7647058824,
+      "r": 0.8125,
+      "f": 0.7878787879
     },
     "expl:comp": {
-      "p": 0.6097560976,
-      "r": 0.8333333333,
-      "f": 0.7042253521
+      "p": 0.6585365854,
+      "r": 0.9,
+      "f": 0.7605633803
     },
     "expl:pass": {
-      "p": 0.5,
+      "p": 0.3333333333,
       "r": 0.1428571429,
-      "f": 0.2222222222
+      "f": 0.2
     },
     "ccomp": {
-      "p": 0.7037037037,
-      "r": 0.7450980392,
-      "f": 0.7238095238
+      "p": 0.7058823529,
+      "r": 0.7058823529,
+      "f": 0.7058823529
     },
     "parataxis": {
       "p": 0.5,
-      "r": 0.3928571429,
-      "f": 0.44
+      "r": 0.3571428571,
+      "f": 0.4166666667
     },
     "iobj": {
-      "p": 0.6666666667,
-      "r": 0.48,
-      "f": 0.5581395349
+      "p": 0.7222222222,
+      "r": 0.52,
+      "f": 0.6046511628
     },
     "obl:agent": {
-      "p": 0.9210526316,
-      "r": 0.8333333333,
-      "f": 0.875
+      "p": 0.8684210526,
+      "r": 0.7857142857,
+      "f": 0.825
     },
     "nsubj:caus": {
       "p": 0.0,
@@ -264,9 +267,9 @@
       "f": 0.0
     },
     "vocative": {
-      "p": 0.8333333333,
+      "p": 1.0,
       "r": 0.625,
-      "f": 0.7142857143
+      "f": 0.7692307692
     },
     "dislocated": {
       "p": 0.0,
@@ -294,29 +297,32 @@
       "f": 0.0
     }
   },
-  "ents_p": 0.8342645439,
-  "ents_r": 0.8338136984,
-  "ents_f": 0.8340390602,
+  "tag_acc": 0.9448023502,
+  "lemma_acc": 0.9070078093,
+  "ents_p": 0.8332265556,
+  "ents_r": 0.8329930747,
+  "ents_f": 0.8331097988,
   "ents_per_type": {
     "PER": {
-      "p": 0.8973945931,
-      "r": 0.9180339615,
-      "f": 0.9075969541
+      "p": 0.8976195492,
+      "r": 0.9158845024,
+      "f": 0.9066600468
     },
     "LOC": {
-      "p": 0.8399022936,
-      "r": 0.8486154104,
-      "f": 0.8442363712
+      "p": 0.8411137734,
+      "r": 0.8516690371,
+      "f": 0.8463584968
     },
     "ORG": {
-      "p": 0.7633558341,
-      "r": 0.7553435115,
-      "f": 0.7593285372
+      "p": 0.763618677,
+      "r": 0.7490458015,
+      "f": 0.7562620424
     },
     "MISC": {
-      "p": 0.7282367838,
-      "r": 0.6707974923,
-      "f": 0.6983380132
+      "p": 0.7152963371,
+      "r": 0.6633620061,
+      "f": 0.6883509834
     }
-  }
+  },
+  "speed": 4392.7454027339
 }

config.cfg

@@ -1,10 +1,8 @@
 [paths]
-train = "corpus/fr-dep-news/train.spacy"
-dev = "corpus/fr-dep-news/dev.spacy"
-vectors = "corpus/fr_vectors"
-raw = null
+train = null
+dev = null
+vectors = null
 init_tok2vec = null
-vocab_data = null
 
 [system]
 gpu_allocator = null
@@ -24,6 +22,7 @@ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 
 [components.attribute_ruler]
 factory = "attribute_ruler"
+scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
 validate = false
 
 [components.lemmatizer]
@@ -31,9 +30,13 @@ factory = "lemmatizer"
 mode = "rule"
 model = null
 overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
 
 [components.morphologizer]
 factory = "morphologizer"
+extend = false
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
 
 [components.morphologizer.model]
 @architectures = "spacy.Tagger.v1"
@@ -48,6 +51,7 @@ upstream = "tok2vec"
 factory = "ner"
 incorrect_spans_key = null
 moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
 update_with_oracle_cut_size = 100
 
 [components.ner.model]
@@ -65,8 +69,8 @@ nO = null
 [components.ner.model.tok2vec.embed]
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 96
-attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
-rows = [5000,2500,2500,2500]
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
 include_static_vectors = true
 
 [components.ner.model.tok2vec.encode]
@@ -81,6 +85,7 @@ 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]
@@ -99,6 +104,8 @@ upstream = "tok2vec"
 
 [components.senter]
 factory = "senter"
+overwrite = false
+scorer = {"@scorers":"spacy.senter_scorer.v1"}
 
 [components.senter.model]
 @architectures = "spacy.Tagger.v1"
@@ -110,8 +117,8 @@ nO = null
 [components.senter.model.tok2vec.embed]
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 16
-attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
-rows = [1000,500,500,500]
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [1000,500,500,500,50]
 include_static_vectors = true
 
 [components.senter.model.tok2vec.encode]
@@ -130,8 +137,8 @@ factory = "tok2vec"
 [components.tok2vec.model.embed]
 @architectures = "spacy.MultiHashEmbed.v2"
 width = ${components.tok2vec.model.encode:width}
-attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
-rows = [5000,2500,2500,2500]
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
 include_static_vectors = true
 
 [components.tok2vec.model.encode]
@@ -145,22 +152,19 @@ maxout_pieces = 3
 
 [corpora.dev]
 @readers = "spacy.Corpus.v1"
-limit = 0
-max_length = 0
-path = ${paths:dev}
+path = ${paths.dev}
 gold_preproc = false
+max_length = 0
+limit = 0
 augmenter = null
 
 [corpora.train]
 @readers = "spacy.Corpus.v1"
-path = ${paths:train}
-max_length = 5000
+path = ${paths.train}
 gold_preproc = false
+max_length = 0
 limit = 0
-
-[corpora.train.augmenter]
-@augmenters = "spacy.lower_case.v1"
-level = 0.1
+augmenter = null
 
 [training]
 train_corpus = "corpora.train"
@@ -191,9 +195,8 @@ compound = 1.001
 t = 0.0
 
 [training.logger]
-@loggers = "spacy.WandbLogger.v1"
-project_name = "spacy-v3.0.0a2"
-remove_config_values = []
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
 
 [training.optimizer]
 @optimizers = "Adam.v1"
@@ -216,16 +219,17 @@ dep_las_per_type = null
 sents_p = null
 sents_r = null
 sents_f = 0.02
-lemma_acc = 0.33
-ents_f = 0.33
+lemma_acc = 0.5
+ents_f = 0.16
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
+speed = 0.0
 
 [pretraining]
 
 [initialize]
-vocab_data = ${paths.vocab_data}
+vocab_data = null
 vectors = ${paths.vectors}
 init_tok2vec = ${paths.init_tok2vec}
 before_init = null

fr_core_news_md-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2982a140518bc3fb4de3927551747411c89df8967a2da740df4880c93704f0d8
-size 46122237
+oid sha256:dc89844588a50d13c21f203e80e6fa6df3857d1a29b19c92a8e7338ec487f522
+size 46938345

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"fr",
   "name":"core_news_md",
-  "version":"3.1.0",
+  "version":"3.2.0",
   "description":"French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
   "author":"Explosion",
   "email":"contact@explosion.ai",
   "url":"https://explosion.ai",
   "license":"LGPL-LR",
-  "spacy_version":">=3.1.0,<3.2.0",
-  "spacy_git_version":"caba63b74",
+  "spacy_version":">=3.2.0,<3.3.0",
+  "spacy_git_version":"bb26550e2",
   "vectors":{
     "width":300,
     "vectors":20000,
@@ -173,7 +173,6 @@
       "Gender=Fem|Number=Plur|POS=DET|PronType=Int",
       "POS=DET",
       "Gender=Masc|Number=Plur|POS=PRON",
-      "POS=PART",
       "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
       "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin",
       "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
@@ -213,7 +212,6 @@
       "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
       "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
-      "Gender=Fem|POS=ADV",
       "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin",
       "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
       "Gender=Fem|Number=Plur|POS=PROPN",
@@ -296,71 +294,69 @@
   ],
   "performance":{
     "token_acc":0.9989751998,
-    "tag_acc":0.9429704807,
-    "pos_acc":0.971820102,
-    "morph_acc":0.9631079967,
-    "lemma_acc":0.9078954127,
-    "dep_uas":0.8916150686,
-    "dep_las":0.8546474637,
-    "sents_p":0.8845208845,
-    "sents_r":0.9042340262,
-    "sents_f":0.8791208791,
-    "speed":5248.8393910966,
+    "token_p":0.9844389844,
+    "token_r":0.9896058454,
+    "token_f":0.9870156531,
+    "pos_acc":0.9734577127,
+    "morph_acc":0.9646282355,
+    "morph_micro_p":0.9870385159,
+    "morph_micro_r":0.9789204338,
+    "morph_micro_f":0.9829627137,
     "morph_per_feat":{
       "Definite":{
-        "p":0.9904831625,
-        "r":0.9868708972,
-        "f":0.9886737304
+        "p":0.9890270666,
+        "r":0.9868613139,
+        "f":0.9879430033
       },
       "Number":{
-        "p":0.9908599142,
-        "r":0.9844329133,
-        "f":0.987635958
+        "p":0.9940597735,
+        "r":0.9858247423,
+        "f":0.9899251317
       },
       "PronType":{
-        "p":0.9967762734,
-        "r":0.9884910486,
-        "f":0.9926163724
+        "p":0.9954896907,
+        "r":0.9884836852,
+        "f":0.9919743178
       },
       "Gender":{
-        "p":0.9807792208,
-        "r":0.9757105943,
-        "f":0.978238342
+        "p":0.9824380165,
+        "r":0.9721441349,
+        "f":0.9772639692
       },
       "Mood":{
-        "p":0.9692028986,
-        "r":0.9502664298,
-        "f":0.9596412556
+        "p":0.972972973,
+        "r":0.9591474245,
+        "f":0.9660107335
       },
       "Person":{
-        "p":0.9872286079,
-        "r":0.9711055276,
-        "f":0.9791006966
+        "p":0.9897828863,
+        "r":0.9748427673,
+        "f":0.9822560203
       },
       "Tense":{
-        "p":0.9689119171,
-        "r":0.9550561798,
-        "f":0.9619341564
+        "p":0.9672131148,
+        "r":0.9642492339,
+        "f":0.9657289003
       },
       "VerbForm":{
-        "p":0.9823973177,
-        "r":0.9701986755,
-        "f":0.9762598917
+        "p":0.9816971714,
+        "r":0.9768211921,
+        "f":0.979253112
       },
       "NumType":{
-        "p":0.9858657244,
-        "r":0.9620689655,
-        "f":0.9738219895
+        "p":0.9929577465,
+        "r":0.9624573379,
+        "f":0.9774696707
       },
       "Reflex":{
-        "p":1.0,
+        "p":0.9777777778,
         "r":1.0,
-        "f":1.0
+        "f":0.9887640449
       },
       "Voice":{
-        "p":0.906779661,
+        "p":0.9224137931,
         "r":0.9553571429,
-        "f":0.9304347826
+        "f":0.9385964912
       },
       "Poss":{
         "p":1.0,
@@ -373,171 +369,176 @@
         "f":0.9880952381
       }
     },
+    "sents_p":0.8782816229,
+    "sents_r":0.8932038835,
+    "sents_f":0.8856799037,
+    "dep_uas":0.8967353554,
+    "dep_las":0.8580193321,
     "dep_las_per_type":{
       "det":{
-        "p":0.9781553398,
-        "r":0.9757869249,
-        "f":0.976969697
+        "p":0.9805668016,
+        "r":0.9774011299,
+        "f":0.9789814066
       },
       "nsubj":{
-        "p":0.875,
-        "r":0.8602409639,
-        "f":0.8675577157
+        "p":0.8762376238,
+        "r":0.8530120482,
+        "f":0.8644688645
       },
       "aux:tense":{
-        "p":0.9349593496,
-        "r":0.92,
-        "f":0.9274193548
+        "p":0.9285714286,
+        "r":0.936,
+        "f":0.9322709163
       },
       "root":{
-        "p":0.8902439024,
-        "r":0.8859223301,
-        "f":0.8880778589
+        "p":0.8865248227,
+        "r":0.9101941748,
+        "f":0.8982035928
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       "obj":{
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-        "r":0.8338278932,
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+        "p":0.849112426,
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       "cc":{
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-        "f":0.8832951945
+        "p":0.8909090909,
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       "case":{
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+        "p":0.8705882353,
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+        "f":0.8
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       "dep":{
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+        "p":0.3392857143,
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+        "p":0.7647058824,
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+        "p":0.6585365854,
+        "r":0.9,
+        "f":0.7605633803
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-        "p":0.5,
+        "p":0.3333333333,
         "r":0.1428571429,
-        "f":0.2222222222
+        "f":0.2
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       "ccomp":{
-        "p":0.7037037037,
-        "r":0.7450980392,
-        "f":0.7238095238
+        "p":0.7058823529,
+        "r":0.7058823529,
+        "f":0.7058823529
       },
       "parataxis":{
         "p":0.5,
-        "r":0.3928571429,
-        "f":0.44
+        "r":0.3571428571,
+        "f":0.4166666667
       },
       "iobj":{
-        "p":0.6666666667,
-        "r":0.48,
-        "f":0.5581395349
+        "p":0.7222222222,
+        "r":0.52,
+        "f":0.6046511628
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       "obl:agent":{
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-        "r":0.8333333333,
-        "f":0.875
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+        "r":0.7857142857,
+        "f":0.825
       },
       "nsubj:caus":{
         "p":0.0,
@@ -560,9 +561,9 @@
         "f":0.0
       },
       "vocative":{
-        "p":0.8333333333,
+        "p":1.0,
         "r":0.625,
-        "f":0.7142857143
+        "f":0.7692307692
       },
       "dislocated":{
         "p":0.0,
@@ -590,35 +591,38 @@
         "f":0.0
       }
     },
-    "ents_p":0.8342645439,
-    "ents_r":0.8338136984,
-    "ents_f":0.8340390602,
+    "tag_acc":0.9448023502,
+    "lemma_acc":0.9070078093,
+    "ents_p":0.8332265556,
+    "ents_r":0.8329930747,
+    "ents_f":0.8331097988,
     "ents_per_type":{
       "PER":{
-        "p":0.8973945931,
-        "r":0.9180339615,
-        "f":0.9075969541
+        "p":0.8976195492,
+        "r":0.9158845024,
+        "f":0.9066600468
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       "LOC":{
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-        "r":0.8486154104,
-        "f":0.8442363712
+        "p":0.8411137734,
+        "r":0.8516690371,
+        "f":0.8463584968
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       "ORG":{
-        "p":0.7633558341,
-        "r":0.7553435115,
-        "f":0.7593285372
+        "p":0.763618677,
+        "r":0.7490458015,
+        "f":0.7562620424
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       "MISC":{
-        "p":0.7282367838,
-        "r":0.6707974923,
-        "f":0.6983380132
+        "p":0.7152963371,
+        "r":0.6633620061,
+        "f":0.6883509834
       }
-    }
+    },
+    "speed":4392.7454027339
   },
   "sources":[
     {
-      "name":"UD French Sequoia v2.5",
+      "name":"UD French Sequoia v2.8",
       "url":"https://github.com/UniversalDependencies/UD_French-Sequoia",
       "license":"LGPL-LR",
       "author":"Candito, Marie; Seddah, Djam\u00e9; Perrier, Guy; Guillaume, Bruno"

morphologizer/cfg

@@ -1,4 +1,5 @@
 {
+  "extend":false,
   "labels_morph":{
     "POS=PROPN":"",
     "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
@@ -153,7 +154,6 @@
     "Gender=Fem|Number=Plur|POS=DET|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
     "POS=DET":"",
     "Gender=Masc|Number=Plur|POS=PRON":"Gender=Masc|Number=Plur",
-    "POS=PART":"",
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
     "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin":"Mood=Ind|Person=3|VerbForm=Fin",
     "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
@@ -193,7 +193,6 @@
     "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin",
-    "Gender=Fem|POS=ADV":"Gender=Fem",
     "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin",
     "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Number=Plur|Tense=Past|VerbForm=Part",
     "Gender=Fem|Number=Plur|POS=PROPN":"Gender=Fem|Number=Plur",
@@ -353,7 +352,6 @@
     "Gender=Fem|Number=Plur|POS=DET|PronType=Int":90,
     "POS=DET":90,
     "Gender=Masc|Number=Plur|POS=PRON":95,
-    "POS=PART":94,
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
     "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin":100,
     "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
@@ -393,10 +391,10 @@
     "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
     "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":87,
     "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":100,
-    "Gender=Fem|POS=ADV":86,
     "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin":87,
     "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
     "Gender=Fem|Number=Plur|POS=PROPN":96,
     "Gender=Masc|NumType=Card|POS=NUM":93
-  }
+  },
+  "overwrite":true
 }

parser/moves

@@ -1 +1 @@
-��moves��{"0":{"":25247},"1":{"":21688},"2":{"case":7258,"det":6062,"nsubj":1972,"punct":1645,"advmod":1210,"cc":1205,"mark":1051,"aux:tense":673,"amod":662,"nummod":595,"aux:pass":544,"obl:mod":483,"nsubj:pass":425,"cop":365,"expl:comp":204,"obj":170,"expl:subj":163,"iobj":139,"advcl":123,"nmod":92,"expl:pass":40,"vocative":35,"dep":0},"3":{"nmod":5132,"punct":3954,"amod":2083,"conj":1517,"obj":1410,"obl:mod":1184,"obl:arg":1078,"acl":782,"xcomp":739,"flat:name":657,"advmod":562,"fixed":418,"appos":408,"acl:relcl":365,"advcl":306,"ccomp":238,"obl:agent":206,"dep":138,"nummod":117,"parataxis":92,"nsubj":75,"flat:foreign":63},"4":{"ROOT":2219}}�cfg��neg_key�
+��moves��{"0":{"":25255},"1":{"":21680},"2":{"case":7258,"det":6062,"nsubj":1982,"punct":1645,"advmod":1210,"cc":1205,"mark":1051,"aux:tense":673,"amod":662,"nummod":595,"aux:pass":544,"obl:mod":483,"nsubj:pass":425,"cop":365,"expl:comp":204,"obj":170,"expl:subj":164,"iobj":139,"advcl":123,"nmod":92,"expl:pass":40,"vocative":35,"dep":0},"3":{"nmod":5132,"punct":3954,"amod":2083,"conj":1517,"obj":1410,"obl:mod":1184,"obl:arg":1078,"acl":782,"xcomp":739,"flat:name":657,"advmod":562,"fixed":409,"appos":408,"acl:relcl":365,"advcl":306,"ccomp":238,"obl:agent":206,"dep":138,"nummod":117,"parataxis":92,"nsubj":75,"flat:foreign":63},"4":{"ROOT":2219}}�cfg��neg_key�

senter/cfg

@@ -1,3 +1,3 @@
 {
-
+  "overwrite":false
 }

vocab/strings.json

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:66010bb54a8e9c0a19c43ac74caebe515c456d921dbded4ad4e10e559d554de5
-size 8159993
+oid sha256:960cc1797e729519ed569b69bfca8107e6be1c051008015967e4636720ecfc67
+size 10419856

vocab/vectors.cfg

@@ -0,0 +1,3 @@
+{
+  "mode":"default"
+}