fr_dep_news_trf – AI Model by spacy | AlphaNeural AI

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spacy/
fr_dep_news_trf

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token-classification

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Details: https://spacy.io/models/fr#fr_dep_news_trf

French transformer pipeline (Transformer(name='camembert-base', piece_encoder='camembert-sentencepiece', stride=128, type='camembert', width=768, window=168, vocab_size=32005)). Components: transformer, morphologizer, parser, attribute_ruler, lemmatizer.

Feature	Description
Name	`fr_dep_news_trf`
Version	`3.7.2`
spaCy	`>=3.7.0,<3.8.0`
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`	98.86
`MORPH_ACC`	98.16
`MORPH_MICRO_P`	99.45
`MORPH_MICRO_R`	99.26
`MORPH_MICRO_F`	99.36
`SENTS_P`	91.49
`SENTS_R`	93.93
`SENTS_F`	92.69
`DEP_UAS`	94.84
`DEP_LAS`	92.66
`TAG_ACC`	95.95
`LEMMA_ACC`	91.73