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_lg
   results:
@@ -14,47 +14,47 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8431266739
+      value: 0.843850032
     - name: NER Recall
       type: recall
-      value: 0.8443416997
+      value: 0.8442216084
     - name: NER F Score
       type: f_score
-      value: 0.8437337493
+      value: 0.8440357793
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
-      value: 0.947357577
+      value: 0.947075496
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
-      value: 0.8521126761
+      value: 0.8684210526
     - name: SENTER Recall
       type: recall
-      value: 0.9029253272
+      value: 0.9002309469
     - name: SENTER F Score
       type: f_score
-      value: 0.8715586104
+      value: 0.8746987952
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
-      value: 0.897142196
+      value: 0.9011981247
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
-      value: 0.897142196
+      value: 0.9011981247
 ---
 ### Details: https://spacy.io/models/fr#fr_core_news_lg
 
@@ -63,12 +63,12 @@ French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, s
 | Feature | Description |
 | --- | --- |
 | **Name** | `fr_core_news_lg` |
-| **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, 500000 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` | 94.74 |
-| `POS_ACC` | 97.61 |
-| `MORPH_ACC` | 96.86 |
-| `LEMMA_ACC` | 90.91 |
-| `DEP_UAS` | 89.71 |
-| `DEP_LAS` | 85.95 |
-| `SENTS_P` | 85.21 |
-| `SENTS_R` | 90.29 |
-| `SENTS_F` | 87.16 |
-| `ENTS_P` | 84.31 |
-| `ENTS_R` | 84.43 |
-| `ENTS_F` | 84.37 |
+| `TOKEN_P` | 98.44 |
+| `TOKEN_R` | 98.96 |
+| `TOKEN_F` | 98.70 |
+| `POS_ACC` | 97.57 |
+| `MORPH_ACC` | 96.96 |
+| `MORPH_MICRO_P` | 98.91 |
+| `MORPH_MICRO_R` | 98.19 |
+| `MORPH_MICRO_F` | 98.55 |
+| `SENTS_P` | 86.84 |
+| `SENTS_R` | 90.02 |
+| `SENTS_F` | 87.47 |
+| `DEP_UAS` | 90.12 |
+| `DEP_LAS` | 86.32 |
+| `TAG_ACC` | 94.71 |
+| `LEMMA_ACC` | 90.95 |
+| `ENTS_P` | 84.39 |
+| `ENTS_R` | 84.42 |
+| `ENTS_F` | 84.40 |

accuracy.json

@@ -1,60 +1,58 @@
 {
   "token_acc": 0.9989751998,
-  "tag_acc": 0.947357577,
-  "pos_acc": 0.9760997219,
-  "morph_acc": 0.968569662,
-  "lemma_acc": 0.9091282684,
-  "dep_uas": 0.897142196,
-  "dep_las": 0.8595222948,
-  "sents_p": 0.8521126761,
-  "sents_r": 0.9029253272,
-  "sents_f": 0.8715586104,
-  "speed": 5335.1974335443,
+  "token_p": 0.9844389844,
+  "token_r": 0.9896058454,
+  "token_f": 0.9870156531,
+  "pos_acc": 0.9757279052,
+  "morph_acc": 0.9695876289,
+  "morph_micro_p": 0.9891371057,
+  "morph_micro_r": 0.9819056903,
+  "morph_micro_f": 0.9855081326,
   "morph_per_feat": {
     "Definite": {
-      "p": 0.9904901244,
-      "r": 0.9876002918,
-      "f": 0.9890430972
+      "p": 0.9890510949,
+      "r": 0.9890510949,
+      "f": 0.9890510949
     },
     "Number": {
-      "p": 0.9934725849,
-      "r": 0.9872127502,
-      "f": 0.9903327756
+      "p": 0.9946286349,
+      "r": 0.9885861561,
+      "f": 0.9915981904
     },
     "PronType": {
-      "p": 0.9967845659,
-      "r": 0.9910485934,
+      "p": 0.9961439589,
+      "r": 0.9916826615,
       "f": 0.9939083039
     },
     "Gender": {
-      "p": 0.9865040228,
-      "r": 0.9821705426,
-      "f": 0.9843325133
+      "p": 0.9865979381,
+      "r": 0.9782775364,
+      "f": 0.9824201206
     },
     "Mood": {
-      "p": 0.9711711712,
-      "r": 0.9573712256,
-      "f": 0.9642218247
+      "p": 0.9747292419,
+      "r": 0.9591474245,
+      "f": 0.9668755595
     },
     "Person": {
-      "p": 0.9872935197,
-      "r": 0.9761306533,
-      "f": 0.9816803538
+      "p": 0.9923273657,
+      "r": 0.9761006289,
+      "f": 0.9841471148
     },
     "Tense": {
-      "p": 0.9702868852,
-      "r": 0.9673135853,
-      "f": 0.968797954
+      "p": 0.975308642,
+      "r": 0.9683350358,
+      "f": 0.9718093285
     },
     "VerbForm": {
-      "p": 0.9833610649,
-      "r": 0.9784768212,
-      "f": 0.9809128631
+      "p": 0.9841534612,
+      "r": 0.9768211921,
+      "f": 0.9804736186
     },
     "NumType": {
-      "p": 1.0,
-      "r": 0.9620689655,
-      "f": 0.9806678383
+      "p": 0.9858657244,
+      "r": 0.95221843,
+      "f": 0.96875
     },
     "Reflex": {
       "p": 1.0,
@@ -62,9 +60,9 @@
       "f": 1.0
     },
     "Voice": {
-      "p": 0.9380530973,
+      "p": 0.9298245614,
       "r": 0.9464285714,
-      "f": 0.9422222222
+      "f": 0.9380530973
     },
     "Poss": {
       "p": 1.0,
@@ -77,171 +75,176 @@
       "f": 0.9940828402
     }
   },
+  "sents_p": 0.8684210526,
+  "sents_r": 0.9002309469,
+  "sents_f": 0.8746987952,
+  "dep_uas": 0.9011981247,
+  "dep_las": 0.863160331,
   "dep_las_per_type": {
     "det": {
-      "p": 0.9813614263,
-      "r": 0.9774011299,
-      "f": 0.9793772746
+      "p": 0.9798549557,
+      "r": 0.9814366425,
+      "f": 0.9806451613
     },
     "nsubj": {
-      "p": 0.8704156479,
-      "r": 0.8578313253,
-      "f": 0.8640776699
+      "p": 0.896039604,
+      "r": 0.8722891566,
+      "f": 0.884004884
     },
     "aux:tense": {
-      "p": 0.9365079365,
-      "r": 0.944,
-      "f": 0.9402390438
+      "p": 0.9754098361,
+      "r": 0.952,
+      "f": 0.963562753
     },
     "root": {
-      "p": 0.8558139535,
-      "r": 0.8932038835,
-      "f": 0.8741092637
+      "p": 0.8708133971,
+      "r": 0.8834951456,
+      "f": 0.8771084337
     },
     "obj": {
-      "p": 0.8504398827,
-      "r": 0.8605341246,
-      "f": 0.8554572271
+      "p": 0.865497076,
+      "r": 0.8783382789,
+      "f": 0.8718703976
     },
     "cc": {
-      "p": 0.8801843318,
-      "r": 0.8801843318,
-      "f": 0.8801843318
+      "p": 0.8986175115,
+      "r": 0.8986175115,
+      "f": 0.8986175115
     },
     "case": {
-      "p": 0.9669142471,
-      "r": 0.9754768392,
-      "f": 0.9711766701
+      "p": 0.9708078751,
+      "r": 0.9741144414,
+      "f": 0.9724583475
     },
     "obl:mod": {
-      "p": 0.678807947,
-      "r": 0.6101190476,
-      "f": 0.6426332288
+      "p": 0.6719242902,
+      "r": 0.6358208955,
+      "f": 0.6533742331
     },
     "nmod": {
-      "p": 0.8216007715,
-      "r": 0.8502994012,
-      "f": 0.8357037764
+      "p": 0.8217349857,
+      "r": 0.8611388611,
+      "f": 0.8409756098
     },
     "conj": {
-      "p": 0.5275590551,
-      "r": 0.5275590551,
-      "f": 0.5275590551
+      "p": 0.5595238095,
+      "r": 0.5551181102,
+      "f": 0.557312253
     },
     "nummod": {
-      "p": 0.8950617284,
-      "r": 0.8630952381,
-      "f": 0.8787878788
+      "p": 0.9299363057,
+      "r": 0.8639053254,
+      "f": 0.8957055215
     },
     "amod": {
-      "p": 0.9237918216,
-      "r": 0.9069343066,
-      "f": 0.9152854512
+      "p": 0.9307116105,
+      "r": 0.9052823315,
+      "f": 0.917820868
     },
     "acl": {
-      "p": 0.702247191,
-      "r": 0.7225433526,
-      "f": 0.7122507123
+      "p": 0.7045454545,
+      "r": 0.7167630058,
+      "f": 0.7106017192
     },
     "mark": {
-      "p": 0.8711111111,
-      "r": 0.8634361233,
-      "f": 0.8672566372
+      "p": 0.8928571429,
+      "r": 0.8810572687,
+      "f": 0.8869179601
     },
     "xcomp": {
-      "p": 0.8698630137,
-      "r": 0.8410596026,
-      "f": 0.8552188552
+      "p": 0.8835616438,
+      "r": 0.8543046358,
+      "f": 0.8686868687
     },
     "flat:name": {
-      "p": 0.8888888889,
-      "r": 0.9142857143,
-      "f": 0.9014084507
+      "p": 0.9047619048,
+      "r": 0.9047619048,
+      "f": 0.9047619048
     },
     "cop": {
-      "p": 0.8602150538,
+      "p": 0.8988764045,
       "r": 0.8888888889,
-      "f": 0.8743169399
+      "f": 0.8938547486
     },
     "advmod": {
-      "p": 0.8935483871,
-      "r": 0.868338558,
-      "f": 0.8807631161
+      "p": 0.858044164,
+      "r": 0.8526645768,
+      "f": 0.8553459119
     },
     "obl:arg": {
-      "p": 0.7104072398,
-      "r": 0.7136363636,
-      "f": 0.7120181406
+      "p": 0.6832579186,
+      "r": 0.6863636364,
+      "f": 0.6848072562
     },
     "appos": {
-      "p": 0.5857142857,
-      "r": 0.4939759036,
-      "f": 0.5359477124
+      "p": 0.5421686747,
+      "r": 0.5421686747,
+      "f": 0.5421686747
     },
     "nsubj:pass": {
-      "p": 0.8846153846,
-      "r": 0.8117647059,
-      "f": 0.8466257669
+      "p": 0.880952381,
+      "r": 0.8705882353,
+      "f": 0.875739645
     },
     "aux:pass": {
-      "p": 0.954954955,
-      "r": 0.9464285714,
-      "f": 0.9506726457
+      "p": 0.9557522124,
+      "r": 0.9642857143,
+      "f": 0.96
     },
     "acl:relcl": {
-      "p": 0.6987951807,
-      "r": 0.6744186047,
-      "f": 0.6863905325
+      "p": 0.686746988,
+      "r": 0.6627906977,
+      "f": 0.674556213
     },
     "advcl": {
-      "p": 0.5256410256,
-      "r": 0.5256410256,
-      "f": 0.5256410256
+      "p": 0.4810126582,
+      "r": 0.4871794872,
+      "f": 0.4840764331
     },
     "fixed": {
-      "p": 0.8539325843,
-      "r": 0.7524752475,
-      "f": 0.8
+      "p": 0.7956989247,
+      "r": 0.74,
+      "f": 0.7668393782
     },
     "dep": {
-      "p": 0.3230769231,
-      "r": 0.6774193548,
-      "f": 0.4375
+      "p": 0.253968254,
+      "r": 0.5517241379,
+      "f": 0.347826087
     },
     "expl:subj": {
-      "p": 0.8,
-      "r": 0.75,
-      "f": 0.7741935484
+      "p": 0.8125,
+      "r": 0.8125,
+      "f": 0.8125
     },
     "expl:comp": {
-      "p": 0.6428571429,
-      "r": 0.9,
-      "f": 0.75
+      "p": 0.7,
+      "r": 0.9333333333,
+      "f": 0.8
     },
     "expl:pass": {
-      "p": 0.3333333333,
-      "r": 0.1428571429,
-      "f": 0.2
-    },
-    "obl:agent": {
-      "p": 0.8085106383,
-      "r": 0.9047619048,
-      "f": 0.8539325843
+      "p": 0.4,
+      "r": 0.2857142857,
+      "f": 0.3333333333
     },
     "ccomp": {
-      "p": 0.7547169811,
-      "r": 0.7843137255,
-      "f": 0.7692307692
+      "p": 0.7,
+      "r": 0.6862745098,
+      "f": 0.6930693069
+    },
+    "obl:agent": {
+      "p": 0.8888888889,
+      "r": 0.7619047619,
+      "f": 0.8205128205
     },
     "parataxis": {
-      "p": 0.4333333333,
-      "r": 0.4642857143,
-      "f": 0.4482758621
+      "p": 0.6,
+      "r": 0.4285714286,
+      "f": 0.5
     },
     "iobj": {
-      "p": 0.75,
-      "r": 0.48,
-      "f": 0.5853658537
+      "p": 0.8235294118,
+      "r": 0.56,
+      "f": 0.6666666667
     },
     "nsubj:caus": {
       "p": 0.0,
@@ -264,9 +267,9 @@
       "f": 0.0
     },
     "vocative": {
-      "p": 1.0,
+      "p": 0.8333333333,
       "r": 0.625,
-      "f": 0.7692307692
+      "f": 0.7142857143
     },
     "dislocated": {
       "p": 0.0,
@@ -274,9 +277,9 @@
       "f": 0.0
     },
     "flat:foreign": {
-      "p": 0.6666666667,
-      "r": 0.2857142857,
-      "f": 0.4
+      "p": 1.0,
+      "r": 0.1428571429,
+      "f": 0.25
     },
     "orphan": {
       "p": 0.0,
@@ -294,29 +297,32 @@
       "f": 0.0
     }
   },
-  "ents_p": 0.8431266739,
-  "ents_r": 0.8443416997,
-  "ents_f": 0.8437337493,
+  "tag_acc": 0.947075496,
+  "lemma_acc": 0.9094739005,
+  "ents_p": 0.843850032,
+  "ents_r": 0.8442216084,
+  "ents_f": 0.8440357793,
   "ents_per_type": {
     "PER": {
-      "p": 0.907275021,
-      "r": 0.9274915813,
-      "f": 0.9172719221
+      "p": 0.9113682873,
+      "r": 0.9253421222,
+      "f": 0.9183020478
     },
     "LOC": {
-      "p": 0.8427331441,
-      "r": 0.8569396804,
-      "f": 0.8497770403
+      "p": 0.8441938007,
+      "r": 0.8578599515,
+      "f": 0.8509720119
     },
     "ORG": {
-      "p": 0.7912621359,
-      "r": 0.7776717557,
-      "f": 0.7844080847
+      "p": 0.7981488775,
+      "r": 0.7734732824,
+      "f": 0.7856173677
     },
     "MISC": {
-      "p": 0.7418741081,
-      "r": 0.6821694125,
-      "f": 0.7107701656
+      "p": 0.7300527786,
+      "r": 0.6856684648,
+      "f": 0.7071648748
     }
-  }
+  },
+  "speed": 4058.7135091792
 }

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_lg-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:693306a36120acaea3bd67cfeb9abe060a2204dab01a9c6025ab7d73d6ef33ca
-size 572128883
+oid sha256:ec6139f61d34ec0fe6d0574c3cb1453f902bbf08ea0a9574f0ee838941e3029b
+size 572929066

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"fr",
   "name":"core_news_lg",
-  "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":"[email protected]",
   "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":500000,
@@ -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",
@@ -296,61 +294,59 @@
   ],
   "performance":{
     "token_acc":0.9989751998,
-    "tag_acc":0.947357577,
-    "pos_acc":0.9760997219,
-    "morph_acc":0.968569662,
-    "lemma_acc":0.9091282684,
-    "dep_uas":0.897142196,
-    "dep_las":0.8595222948,
-    "sents_p":0.8521126761,
-    "sents_r":0.9029253272,
-    "sents_f":0.8715586104,
-    "speed":5335.1974335443,
+    "token_p":0.9844389844,
+    "token_r":0.9896058454,
+    "token_f":0.9870156531,
+    "pos_acc":0.9757279052,
+    "morph_acc":0.9695876289,
+    "morph_micro_p":0.9891371057,
+    "morph_micro_r":0.9819056903,
+    "morph_micro_f":0.9855081326,
     "morph_per_feat":{
       "Definite":{
-        "p":0.9904901244,
-        "r":0.9876002918,
-        "f":0.9890430972
+        "p":0.9890510949,
+        "r":0.9890510949,
+        "f":0.9890510949
       },
       "Number":{
-        "p":0.9934725849,
-        "r":0.9872127502,
-        "f":0.9903327756
+        "p":0.9946286349,
+        "r":0.9885861561,
+        "f":0.9915981904
       },
       "PronType":{
-        "p":0.9967845659,
-        "r":0.9910485934,
+        "p":0.9961439589,
+        "r":0.9916826615,
         "f":0.9939083039
       },
       "Gender":{
-        "p":0.9865040228,
-        "r":0.9821705426,
-        "f":0.9843325133
+        "p":0.9865979381,
+        "r":0.9782775364,
+        "f":0.9824201206
       },
       "Mood":{
-        "p":0.9711711712,
-        "r":0.9573712256,
-        "f":0.9642218247
+        "p":0.9747292419,
+        "r":0.9591474245,
+        "f":0.9668755595
       },
       "Person":{
-        "p":0.9872935197,
-        "r":0.9761306533,
-        "f":0.9816803538
+        "p":0.9923273657,
+        "r":0.9761006289,
+        "f":0.9841471148
       },
       "Tense":{
-        "p":0.9702868852,
-        "r":0.9673135853,
-        "f":0.968797954
+        "p":0.975308642,
+        "r":0.9683350358,
+        "f":0.9718093285
       },
       "VerbForm":{
-        "p":0.9833610649,
-        "r":0.9784768212,
-        "f":0.9809128631
+        "p":0.9841534612,
+        "r":0.9768211921,
+        "f":0.9804736186
       },
       "NumType":{
-        "p":1.0,
-        "r":0.9620689655,
-        "f":0.9806678383
+        "p":0.9858657244,
+        "r":0.95221843,
+        "f":0.96875
       },
       "Reflex":{
         "p":1.0,
@@ -358,9 +354,9 @@
         "f":1.0
       },
       "Voice":{
-        "p":0.9380530973,
+        "p":0.9298245614,
         "r":0.9464285714,
-        "f":0.9422222222
+        "f":0.9380530973
       },
       "Poss":{
         "p":1.0,
@@ -373,171 +369,176 @@
         "f":0.9940828402
       }
     },
+    "sents_p":0.8684210526,
+    "sents_r":0.9002309469,
+    "sents_f":0.8746987952,
+    "dep_uas":0.9011981247,
+    "dep_las":0.863160331,
     "dep_las_per_type":{
       "det":{
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-        "r":0.9774011299,
-        "f":0.9793772746
+        "p":0.9798549557,
+        "r":0.9814366425,
+        "f":0.9806451613
       },
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+        "p":0.896039604,
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       "aux:tense":{
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+        "p":0.9754098361,
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       "root":{
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+        "p":0.8708133971,
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+        "p":0.8986175115,
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       "case":{
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+        "p":0.7,
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-        "f":0.4482758621
+        "p":0.6,
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         "p":0.0,
@@ -560,9 +561,9 @@
         "f":0.0
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       "vocative":{
-        "p":1.0,
+        "p":0.8333333333,
         "r":0.625,
-        "f":0.7692307692
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@@ -570,9 +571,9 @@
         "f":0.0
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+        "p":1.0,
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+        "f":0.25
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         "p":0.0,
@@ -590,35 +591,38 @@
         "f":0.0
       }
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-    "ents_p":0.8431266739,
-    "ents_r":0.8443416997,
-    "ents_f":0.8437337493,
+    "tag_acc":0.947075496,
+    "lemma_acc":0.9094739005,
+    "ents_p":0.843850032,
+    "ents_r":0.8442216084,
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     "ents_per_type":{
       "PER":{
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-        "f":0.7107701656
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       }
-    }
+    },
+    "speed":4058.7135091792
   },
   "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"
+}