Details: https://spacy.io/models/fr#fr_core_news_lg
French pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.
Feature | Description |
---|---|
Name | fr_core_news_lg |
Version | 3.7.0 |
spaCy | >=3.7.0,<3.8.0 |
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 v2.8 (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno) WikiNER (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran) spaCy lookups data (Explosion) Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion) |
License | LGPL-LR |
Author | Explosion |
Label Scheme
View label scheme (237 labels for 3 components)
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 , POS=SPACE , 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 |
ner |
LOC , MISC , ORG , PER |
Accuracy
Type | Score |
---|---|
TOKEN_ACC |
99.80 |
TOKEN_P |
98.44 |
TOKEN_R |
98.96 |
TOKEN_F |
98.70 |
POS_ACC |
97.34 |
MORPH_ACC |
96.74 |
MORPH_MICRO_P |
98.91 |
MORPH_MICRO_R |
98.17 |
MORPH_MICRO_F |
98.54 |
SENTS_P |
85.92 |
SENTS_R |
89.26 |
SENTS_F |
87.35 |
DEP_UAS |
90.29 |
DEP_LAS |
86.54 |
TAG_ACC |
94.47 |
LEMMA_ACC |
91.36 |
ENTS_P |
83.99 |
ENTS_R |
83.87 |
ENTS_F |
83.93 |
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Evaluation results
- NER Precisionself-reported0.840
- NER Recallself-reported0.839
- NER F Scoreself-reported0.839
- TAG (XPOS) Accuracyself-reported0.945
- POS (UPOS) Accuracyself-reported0.973
- Morph (UFeats) Accuracyself-reported0.967
- Lemma Accuracyself-reported0.914
- Unlabeled Attachment Score (UAS)self-reported0.903
- Labeled Attachment Score (LAS)self-reported0.865
- Sentences F-Scoreself-reported0.874