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模型:
spacy/fr_dep_news_trf
中文Details: https://spacy.io/models/fr#fr_dep_news_trf
French transformer pipeline (camembert-base). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | fr_dep_news_trf |
| Version | 3.6.1 |
| spaCy | >=3.6.0,<3.7.0 |
| Default Pipeline | transformer , morphologizer , parser , attribute_ruler , lemmatizer |
| Components | transformer , morphologizer , parser , attribute_ruler , lemmatizer |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | UD French Sequoia v2.8 (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno) spaCy lookups data (Explosion) camembert-base (Martin, Louis and Muller, Benjamin and Suarez, Pedro Javier Ortiz and Dupont, Yoann and Romary, Laurent and de la Clergerie, Eric Villemonte and Seddah, Djame and Sagot, Benoit}) |
| License | LGPL-LR |
| Author | Explosion |
Label Scheme
View label scheme (232 labels for 2 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 , 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 |
Accuracy
| Type | Score |
|---|---|
| TOKEN_ACC | 99.80 |
| TOKEN_P | 98.44 |
| TOKEN_R | 98.96 |
| TOKEN_F | 98.70 |
| POS_ACC | 98.62 |
| MORPH_ACC | 97.95 |
| MORPH_MICRO_P | 99.40 |
| MORPH_MICRO_R | 99.09 |
| MORPH_MICRO_F | 99.25 |
| SENTS_P | 92.47 |
| SENTS_R | 95.39 |
| SENTS_F | 93.91 |
| DEP_UAS | 94.35 |
| DEP_LAS | 92.27 |
| TAG_ACC | 95.72 |
| LEMMA_ACC | 91.72 |