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_sm
   results:
@@ -14,47 +14,47 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8141885091
+      value: 0.8121504727
     - name: NER Recall
       type: recall
-      value: 0.8094952164
+      value: 0.8080541211
     - name: NER F Score
       type: f_score
-      value: 0.8118350797
+      value: 0.8100971185
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
-      value: 0.934480272
+      value: 0.9312032981
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
-      value: 0.8642857143
+      value: 0.8658823529
     - name: SENTER Recall
       type: recall
-      value: 0.8902232487
+      value: 0.8932038835
     - name: SENTER F Score
       type: f_score
-      value: 0.8725961538
+      value: 0.8793309438
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
-      value: 0.8787913869
+      value: 0.8770041095
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
-      value: 0.8787913869
+      value: 0.8770041095
 ---
 ### Details: https://spacy.io/models/fr#fr_core_news_sm
 
@@ -63,12 +63,12 @@ French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, s
 | Feature | Description |
 | --- | --- |
 | **Name** | `fr_core_news_sm` |
-| **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** | 0 keys, 0 unique vectors (0 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) |
+| **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) |
 | **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` | 93.45 |
-| `POS_ACC` | 96.32 |
-| `MORPH_ACC` | 95.27 |
-| `LEMMA_ACC` | 90.33 |
-| `DEP_UAS` | 87.88 |
-| `DEP_LAS` | 83.82 |
-| `SENTS_P` | 86.43 |
-| `SENTS_R` | 89.02 |
-| `SENTS_F` | 87.26 |
-| `ENTS_P` | 81.42 |
-| `ENTS_R` | 80.95 |
-| `ENTS_F` | 81.18 |
+| `TOKEN_P` | 98.44 |
+| `TOKEN_R` | 98.96 |
+| `TOKEN_F` | 98.70 |
+| `POS_ACC` | 96.01 |
+| `MORPH_ACC` | 94.93 |
+| `MORPH_MICRO_P` | 97.66 |
+| `MORPH_MICRO_R` | 96.48 |
+| `MORPH_MICRO_F` | 97.07 |
+| `SENTS_P` | 86.59 |
+| `SENTS_R` | 89.32 |
+| `SENTS_F` | 87.93 |
+| `DEP_UAS` | 87.70 |
+| `DEP_LAS` | 83.26 |
+| `TAG_ACC` | 93.12 |
+| `LEMMA_ACC` | 90.31 |
+| `ENTS_P` | 81.22 |
+| `ENTS_R` | 80.81 |
+| `ENTS_F` | 81.01 |

accuracy.json

@@ -1,70 +1,68 @@
 {
   "token_acc": 0.9989751998,
-  "tag_acc": 0.934480272,
-  "pos_acc": 0.9632224168,
-  "morph_acc": 0.952690167,
-  "lemma_acc": 0.9032722042,
-  "dep_uas": 0.8787913869,
-  "dep_las": 0.8382242287,
-  "sents_p": 0.8642857143,
-  "sents_r": 0.8902232487,
-  "sents_f": 0.8725961538,
-  "speed": 5408.6948387533,
+  "token_p": 0.9844389844,
+  "token_r": 0.9896058454,
+  "token_f": 0.9870156531,
+  "pos_acc": 0.9600618397,
+  "morph_acc": 0.9492783505,
+  "morph_micro_p": 0.9765677992,
+  "morph_micro_r": 0.9648470818,
+  "morph_micro_f": 0.9706720603,
   "morph_per_feat": {
     "Definite": {
-      "p": 0.9853907962,
-      "r": 0.9839533187,
-      "f": 0.9846715328
+      "p": 0.986100951,
+      "r": 0.9839416058,
+      "f": 0.985020095
     },
     "Number": {
-      "p": 0.9923163418,
-      "r": 0.9812824314,
-      "f": 0.9867685427
+      "p": 0.9906838085,
+      "r": 0.9788291605,
+      "f": 0.9847208075
     },
     "PronType": {
-      "p": 0.99356085,
-      "r": 0.98657289,
-      "f": 0.9900545396
+      "p": 0.992916935,
+      "r": 0.9865642994,
+      "f": 0.9897304236
     },
     "Gender": {
-      "p": 0.9726847034,
-      "r": 0.9661498708,
-      "f": 0.9694062743
+      "p": 0.9705502454,
+      "r": 0.9601328904,
+      "f": 0.9653134635
     },
     "Mood": {
-      "p": 0.9670932358,
-      "r": 0.9396092362,
-      "f": 0.9531531532
+      "p": 0.9575645756,
+      "r": 0.9218472469,
+      "f": 0.9393665158
     },
     "Person": {
-      "p": 0.9805950841,
-      "r": 0.9522613065,
-      "f": 0.9662205226
+      "p": 0.9726205997,
+      "r": 0.9383647799,
+      "f": 0.9551856594
     },
     "Tense": {
-      "p": 0.9441571872,
-      "r": 0.9325842697,
-      "f": 0.9383350462
+      "p": 0.936918304,
+      "r": 0.9254341164,
+      "f": 0.9311408016
     },
     "VerbForm": {
-      "p": 0.9672818792,
-      "r": 0.9544701987,
-      "f": 0.9608333333
+      "p": 0.9538977368,
+      "r": 0.9420529801,
+      "f": 0.947938359
     },
     "NumType": {
-      "p": 0.9857651246,
-      "r": 0.9551724138,
-      "f": 0.9702276708
+      "p": 0.9858156028,
+      "r": 0.9488054608,
+      "f": 0.9669565217
     },
     "Reflex": {
-      "p": 0.9777777778,
+      "p": 0.9565217391,
       "r": 1.0,
-      "f": 0.9887640449
+      "f": 0.9777777778
     },
     "Voice": {
-      "p": 0.8833333333,
-      "r": 0.9464285714,
-      "f": 0.9137931034
+      "p": 0.8429752066,
+      "r": 0.9107142857,
+      "f": 0.8755364807
     },
     "Poss": {
       "p": 1.0,
@@ -72,141 +70,146 @@
       "f": 1.0
     },
     "Polarity": {
-      "p": 0.9882352941,
-      "r": 0.9882352941,
-      "f": 0.9882352941
+      "p": 0.9880952381,
+      "r": 0.9764705882,
+      "f": 0.9822485207
     }
   },
+  "sents_p": 0.8658823529,
+  "sents_r": 0.8932038835,
+  "sents_f": 0.8793309438,
+  "dep_uas": 0.8770041095,
+  "dep_las": 0.832561907,
   "dep_las_per_type": {
     "det": {
-      "p": 0.9746938776,
-      "r": 0.9636803874,
-      "f": 0.9691558442
+      "p": 0.9724919094,
+      "r": 0.9701372074,
+      "f": 0.9713131313
     },
     "nsubj": {
-      "p": 0.8484848485,
-      "r": 0.8096385542,
-      "f": 0.8286066584
+      "p": 0.8618925831,
+      "r": 0.8120481928,
+      "f": 0.8362282878
     },
     "aux:tense": {
-      "p": 0.9268292683,
-      "r": 0.912,
-      "f": 0.9193548387
+      "p": 0.9206349206,
+      "r": 0.928,
+      "f": 0.9243027888
     },
     "root": {
-      "p": 0.8392434988,
-      "r": 0.8616504854,
-      "f": 0.8502994012
+      "p": 0.853427896,
+      "r": 0.8762135922,
+      "f": 0.8646706587
     },
     "obj": {
-      "p": 0.8373493976,
-      "r": 0.824925816,
-      "f": 0.8310911809
+      "p": 0.8171091445,
+      "r": 0.821958457,
+      "f": 0.8195266272
     },
     "cc": {
-      "p": 0.871559633,
-      "r": 0.8755760369,
-      "f": 0.8735632184
+      "p": 0.869955157,
+      "r": 0.8940092166,
+      "f": 0.8818181818
     },
     "case": {
-      "p": 0.9602960969,
-      "r": 0.9720708447,
-      "f": 0.9661475965
+      "p": 0.9600811908,
+      "r": 0.9666212534,
+      "f": 0.9633401222
     },
     "obl:mod": {
-      "p": 0.6355140187,
-      "r": 0.6071428571,
-      "f": 0.6210045662
+      "p": 0.6214511041,
+      "r": 0.5880597015,
+      "f": 0.6042944785
     },
     "nmod": {
-      "p": 0.790368272,
-      "r": 0.8353293413,
-      "f": 0.8122270742
+      "p": 0.7838095238,
+      "r": 0.8221778222,
+      "f": 0.8025353486
     },
     "conj": {
-      "p": 0.52,
-      "r": 0.5118110236,
-      "f": 0.5158730159
+      "p": 0.5307692308,
+      "r": 0.5433070866,
+      "f": 0.5369649805
     },
     "nummod": {
-      "p": 0.93125,
-      "r": 0.8869047619,
-      "f": 0.9085365854
+      "p": 0.9210526316,
+      "r": 0.8284023669,
+      "f": 0.8722741433
     },
     "amod": {
-      "p": 0.8818181818,
-      "r": 0.8850364964,
-      "f": 0.883424408
+      "p": 0.8683729433,
+      "r": 0.8652094718,
+      "f": 0.8667883212
     },
     "acl": {
-      "p": 0.6781609195,
-      "r": 0.6820809249,
-      "f": 0.6801152738
+      "p": 0.6411764706,
+      "r": 0.6300578035,
+      "f": 0.6355685131
     },
     "mark": {
-      "p": 0.8755760369,
-      "r": 0.8370044053,
-      "f": 0.8558558559
+      "p": 0.9052132701,
+      "r": 0.8414096916,
+      "f": 0.8721461187
     },
     "xcomp": {
-      "p": 0.8285714286,
-      "r": 0.7682119205,
-      "f": 0.7972508591
+      "p": 0.8,
+      "r": 0.7947019868,
+      "f": 0.7973421927
     },
     "flat:name": {
-      "p": 0.9223300971,
+      "p": 0.8482142857,
       "r": 0.9047619048,
-      "f": 0.9134615385
+      "f": 0.8755760369
     },
     "cop": {
-      "p": 0.808988764,
+      "p": 0.8571428571,
       "r": 0.8,
-      "f": 0.8044692737
+      "f": 0.8275862069
     },
     "advmod": {
-      "p": 0.8121019108,
-      "r": 0.7993730408,
-      "f": 0.8056872038
+      "p": 0.8338658147,
+      "r": 0.8181818182,
+      "f": 0.8259493671
     },
     "obl:arg": {
-      "p": 0.6714975845,
-      "r": 0.6318181818,
-      "f": 0.6510538642
+      "p": 0.6553398058,
+      "r": 0.6136363636,
+      "f": 0.6338028169
     },
     "appos": {
-      "p": 0.4831460674,
-      "r": 0.5180722892,
-      "f": 0.5
+      "p": 0.417721519,
+      "r": 0.3975903614,
+      "f": 0.4074074074
     },
     "nsubj:pass": {
-      "p": 0.8295454545,
-      "r": 0.8588235294,
-      "f": 0.8439306358
+      "p": 0.7717391304,
+      "r": 0.8352941176,
+      "f": 0.802259887
     },
     "aux:pass": {
-      "p": 0.905982906,
+      "p": 0.9137931034,
       "r": 0.9464285714,
-      "f": 0.9257641921
+      "f": 0.9298245614
     },
     "acl:relcl": {
-      "p": 0.6506024096,
-      "r": 0.6279069767,
-      "f": 0.6390532544
+      "p": 0.5714285714,
+      "r": 0.6046511628,
+      "f": 0.5875706215
     },
     "advcl": {
-      "p": 0.4736842105,
-      "r": 0.4615384615,
-      "f": 0.4675324675
+      "p": 0.4929577465,
+      "r": 0.4487179487,
+      "f": 0.4697986577
     },
     "fixed": {
-      "p": 0.8351648352,
-      "r": 0.7524752475,
-      "f": 0.7916666667
+      "p": 0.691588785,
+      "r": 0.74,
+      "f": 0.7149758454
     },
     "dep": {
-      "p": 0.3111111111,
-      "r": 0.4516129032,
-      "f": 0.3684210526
+      "p": 0.2884615385,
+      "r": 0.5172413793,
+      "f": 0.3703703704
     },
     "expl:subj": {
       "p": 0.7058823529,
@@ -214,34 +217,34 @@
       "f": 0.7272727273
     },
     "expl:comp": {
-      "p": 0.725,
-      "r": 0.9666666667,
-      "f": 0.8285714286
+      "p": 0.7428571429,
+      "r": 0.8666666667,
+      "f": 0.8
     },
     "expl:pass": {
-      "p": 0.6,
-      "r": 0.4285714286,
-      "f": 0.5
+      "p": 0.4,
+      "r": 0.2857142857,
+      "f": 0.3333333333
+    },
+    "obl:agent": {
+      "p": 0.8205128205,
+      "r": 0.7619047619,
+      "f": 0.7901234568
     },
     "ccomp": {
-      "p": 0.6296296296,
-      "r": 0.6666666667,
-      "f": 0.6476190476
+      "p": 0.6603773585,
+      "r": 0.6862745098,
+      "f": 0.6730769231
     },
     "parataxis": {
-      "p": 0.4333333333,
-      "r": 0.4642857143,
-      "f": 0.4482758621
+      "p": 0.36,
+      "r": 0.3214285714,
+      "f": 0.3396226415
     },
     "iobj": {
-      "p": 0.7333333333,
-      "r": 0.44,
-      "f": 0.55
-    },
-    "obl:agent": {
-      "p": 0.9459459459,
-      "r": 0.8333333333,
-      "f": 0.8860759494
+      "p": 0.7,
+      "r": 0.56,
+      "f": 0.6222222222
     },
     "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,
@@ -274,9 +277,9 @@
       "f": 0.0
     },
     "flat:foreign": {
-      "p": 1.0,
-      "r": 0.1428571429,
-      "f": 0.25
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "orphan": {
       "p": 0.0,
@@ -294,29 +297,32 @@
       "f": 0.0
     }
   },
-  "ents_p": 0.8141885091,
-  "ents_r": 0.8094952164,
-  "ents_f": 0.8118350797,
+  "tag_acc": 0.9312032981,
+  "lemma_acc": 0.9031031648,
+  "ents_p": 0.8121504727,
+  "ents_r": 0.8080541211,
+  "ents_f": 0.8100971185,
   "ents_per_type": {
     "PER": {
-      "p": 0.870535084,
-      "r": 0.883570968,
-      "f": 0.877004587
+      "p": 0.8685030449,
+      "r": 0.8787705094,
+      "f": 0.8736066099
     },
     "LOC": {
-      "p": 0.8215006799,
-      "r": 0.8339747344,
-      "f": 0.8276907109
+      "p": 0.8245838668,
+      "r": 0.835104158,
+      "f": 0.8298106698
     },
     "ORG": {
-      "p": 0.7624722278,
-      "r": 0.7204198473,
-      "f": 0.7408497694
+      "p": 0.7541699762,
+      "r": 0.7248091603,
+      "f": 0.7391981316
     },
     "MISC": {
-      "p": 0.6997455471,
-      "r": 0.641492929,
-      "f": 0.6693542253
+      "p": 0.6852231509,
+      "r": 0.6334742674,
+      "f": 0.6583333333
     }
-  }
+  },
+  "speed": 4222.2093213177
 }

config.cfg

@@ -1,10 +1,8 @@
 [paths]
-train = "corpus/fr-dep-news/train.spacy"
-dev = "corpus/fr-dep-news/dev.spacy"
+train = null
+dev = null
 vectors = null
-raw = 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 = false
 
 [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 = false
 
 [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 = false
 
 [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_sm-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:75feba5127c0d927e9309741907265733b67b1856ac1273f3be3776a9ca70edf
-size 17084756
+oid sha256:ec38039523b1b64535f1c7d11ce45e6629404a50fa083f193d5555d9f6ac1a30
+size 17362258

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"fr",
   "name":"core_news_sm",
-  "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":0,
     "vectors":0,
@@ -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":0.934480272,
-    "pos_acc":0.9632224168,
-    "morph_acc":0.952690167,
-    "lemma_acc":0.9032722042,
-    "dep_uas":0.8787913869,
-    "dep_las":0.8382242287,
-    "sents_p":0.8642857143,
-    "sents_r":0.8902232487,
-    "sents_f":0.8725961538,
-    "speed":5408.6948387533,
+    "token_p":0.9844389844,
+    "token_r":0.9896058454,
+    "token_f":0.9870156531,
+    "pos_acc":0.9600618397,
+    "morph_acc":0.9492783505,
+    "morph_micro_p":0.9765677992,
+    "morph_micro_r":0.9648470818,
+    "morph_micro_f":0.9706720603,
     "morph_per_feat":{
       "Definite":{
-        "p":0.9853907962,
-        "r":0.9839533187,
-        "f":0.9846715328
+        "p":0.986100951,
+        "r":0.9839416058,
+        "f":0.985020095
       },
       "Number":{
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-        "r":0.9812824314,
-        "f":0.9867685427
+        "p":0.9906838085,
+        "r":0.9788291605,
+        "f":0.9847208075
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       "PronType":{
-        "p":0.99356085,
-        "r":0.98657289,
-        "f":0.9900545396
+        "p":0.992916935,
+        "r":0.9865642994,
+        "f":0.9897304236
       },
       "Gender":{
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-        "r":0.9661498708,
-        "f":0.9694062743
+        "p":0.9705502454,
+        "r":0.9601328904,
+        "f":0.9653134635
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       "Mood":{
-        "p":0.9670932358,
-        "r":0.9396092362,
-        "f":0.9531531532
+        "p":0.9575645756,
+        "r":0.9218472469,
+        "f":0.9393665158
       },
       "Person":{
-        "p":0.9805950841,
-        "r":0.9522613065,
-        "f":0.9662205226
+        "p":0.9726205997,
+        "r":0.9383647799,
+        "f":0.9551856594
       },
       "Tense":{
-        "p":0.9441571872,
-        "r":0.9325842697,
-        "f":0.9383350462
+        "p":0.936918304,
+        "r":0.9254341164,
+        "f":0.9311408016
       },
       "VerbForm":{
-        "p":0.9672818792,
-        "r":0.9544701987,
-        "f":0.9608333333
+        "p":0.9538977368,
+        "r":0.9420529801,
+        "f":0.947938359
       },
       "NumType":{
-        "p":0.9857651246,
-        "r":0.9551724138,
-        "f":0.9702276708
+        "p":0.9858156028,
+        "r":0.9488054608,
+        "f":0.9669565217
       },
       "Reflex":{
-        "p":0.9777777778,
+        "p":0.9565217391,
         "r":1.0,
-        "f":0.9887640449
+        "f":0.9777777778
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       "Voice":{
-        "p":0.8833333333,
-        "r":0.9464285714,
-        "f":0.9137931034
+        "p":0.8429752066,
+        "r":0.9107142857,
+        "f":0.8755364807
       },
       "Poss":{
         "p":1.0,
@@ -368,141 +364,146 @@
         "f":1.0
       },
       "Polarity":{
-        "p":0.9882352941,
-        "r":0.9882352941,
-        "f":0.9882352941
+        "p":0.9880952381,
+        "r":0.9764705882,
+        "f":0.9822485207
       }
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+    "sents_p":0.8658823529,
+    "sents_r":0.8932038835,
+    "sents_f":0.8793309438,
+    "dep_uas":0.8770041095,
+    "dep_las":0.832561907,
     "dep_las_per_type":{
       "det":{
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-        "r":0.9636803874,
-        "f":0.9691558442
+        "p":0.9724919094,
+        "r":0.9701372074,
+        "f":0.9713131313
       },
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-        "r":0.8096385542,
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+        "p":0.8618925831,
+        "r":0.8120481928,
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       "aux:tense":{
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-        "f":0.9193548387
+        "p":0.9206349206,
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       "root":{
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+        "p":0.853427896,
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       "case":{
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-        "f":0.8439306358
+        "p":0.7717391304,
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         "r":0.9464285714,
-        "f":0.9257641921
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       "acl:relcl":{
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-        "f":0.6390532544
+        "p":0.5714285714,
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+        "f":0.5875706215
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-        "r":0.4615384615,
-        "f":0.4675324675
+        "p":0.4929577465,
+        "r":0.4487179487,
+        "f":0.4697986577
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       "fixed":{
-        "p":0.8351648352,
-        "r":0.7524752475,
-        "f":0.7916666667
+        "p":0.691588785,
+        "r":0.74,
+        "f":0.7149758454
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       "dep":{
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-        "r":0.4516129032,
-        "f":0.3684210526
+        "p":0.2884615385,
+        "r":0.5172413793,
+        "f":0.3703703704
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       "expl:subj":{
         "p":0.7058823529,
@@ -510,34 +511,34 @@
         "f":0.7272727273
       },
       "expl:comp":{
-        "p":0.725,
-        "r":0.9666666667,
-        "f":0.8285714286
+        "p":0.7428571429,
+        "r":0.8666666667,
+        "f":0.8
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-        "p":0.6,
-        "r":0.4285714286,
-        "f":0.5
+        "p":0.4,
+        "r":0.2857142857,
+        "f":0.3333333333
+      },
+      "obl:agent":{
+        "p":0.8205128205,
+        "r":0.7619047619,
+        "f":0.7901234568
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       "ccomp":{
-        "p":0.6296296296,
-        "r":0.6666666667,
-        "f":0.6476190476
+        "p":0.6603773585,
+        "r":0.6862745098,
+        "f":0.6730769231
       },
       "parataxis":{
-        "p":0.4333333333,
-        "r":0.4642857143,
-        "f":0.4482758621
+        "p":0.36,
+        "r":0.3214285714,
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-        "f":0.8860759494
+        "p":0.7,
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+        "f":0.6222222222
       },
       "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
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       "dislocated":{
         "p":0.0,
@@ -570,9 +571,9 @@
         "f":0.0
       },
       "flat:foreign":{
-        "p":1.0,
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-        "f":0.25
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
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       "orphan":{
         "p":0.0,
@@ -590,35 +591,38 @@
         "f":0.0
       }
     },
-    "ents_p":0.8141885091,
-    "ents_r":0.8094952164,
-    "ents_f":0.8118350797,
+    "tag_acc":0.9312032981,
+    "lemma_acc":0.9031031648,
+    "ents_p":0.8121504727,
+    "ents_r":0.8080541211,
+    "ents_f":0.8100971185,
     "ents_per_type":{
       "PER":{
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-        "f":0.877004587
+        "p":0.8685030449,
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+        "p":0.8245838668,
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       "ORG":{
-        "p":0.7624722278,
-        "r":0.7204198473,
-        "f":0.7408497694
+        "p":0.7541699762,
+        "r":0.7248091603,
+        "f":0.7391981316
       },
       "MISC":{
-        "p":0.6997455471,
-        "r":0.641492929,
-        "f":0.6693542253
+        "p":0.6852231509,
+        "r":0.6334742674,
+        "f":0.6583333333
       }
-    }
+    },
+    "speed":4222.2093213177
   },
   "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:ea0891af9c9cc0e425da394f3d2a2acde1213c29fe47cd44e47a97ea2a99471c
-size 2230846
+oid sha256:ce0853933f5521cf4e1c89fa49d3d7b431fe1baa58f2b0d436be051a0c235a1b
+size 2240144

vocab/vectors.cfg

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