fr_core_news_lg-2.3.0

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

File checksum: 330283578d0eedb88290eba3927215ba3630e96f22bf342f94185ba4795591fa

French multi-task CNN trained on UD French Sequoia and WikiNER. Assigns word vectors, POS tags, dependency parse and named entities. Word vectors trained using FastText CBOW on Wikipedia and OSCAR (Common Crawl).

Feature	Description
Name	fr_core_news_lg
Version	2.3.0
spaCy	>=2.3.0,<2.4.0
Model size	545 MB
Pipeline	tagger, parser, ner
Vectors	500000 keys, 500000 unique vectors (300 dimensions)
Sources	UD French Sequoia v2.5 (Candito, Marie; Seddah, Djamé; Perrier, Guy; Guillaume, Bruno) WikiNER OSCAR (Common Crawl) Wikipedia (20200301)
License	LGPL
Author	Explosion

Label Scheme

Component	Labels
tagger	ADJ, ADJ__Gender=Fem|Number=Plur, ADJ__Gender=Fem|Number=Plur|NumType=Ord, ADJ__Gender=Fem|Number=Sing, ADJ__Gender=Fem|Number=Sing|NumType=Ord, ADJ__Gender=Masc, ADJ__Gender=Masc|Number=Plur, ADJ__Gender=Masc|Number=Plur|NumType=Ord, ADJ__Gender=Masc|Number=Sing, ADJ__Gender=Masc|Number=Sing|NumType=Ord, ADJ__NumType=Ord, ADJ__Number=Plur, ADJ__Number=Sing, ADJ__Number=Sing|NumType=Ord, ADP, ADP_DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art, ADP_DET__Definite=Def|Number=Plur|PronType=Art, ADP_PRON__Gender=Fem|Number=Plur, ADP_PRON__Gender=Masc|Number=Plur, ADP_PRON__Gender=Masc|Number=Sing, ADV, ADV__Gender=Fem, ADV__Polarity=Neg, ADV__PronType=Int, AUX__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part, AUX__Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin, AUX__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin, AUX__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, AUX__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, AUX__Tense=Past|VerbForm=Part, AUX__Tense=Pres|VerbForm=Part, AUX__VerbForm=Inf, CCONJ, DET, DET__Definite=Def|Gender=Fem|Number=Sing|PronType=Art, DET__Definite=Def|Gender=Masc|Number=Sing|PronType=Art, DET__Definite=Def|Number=Plur|PronType=Art, DET__Definite=Def|Number=Sing|PronType=Art, DET__Definite=Ind|Gender=Fem|Number=Plur|PronType=Art, DET__Definite=Ind|Gender=Fem|Number=Sing|PronType=Art, DET__Definite=Ind|Gender=Masc|Number=Plur|PronType=Art, DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Art, DET__Definite=Ind|Number=Plur|PronType=Art, DET__Definite=Ind|Number=Sing|PronType=Art, DET__Gender=Fem|Number=Plur, DET__Gender=Fem|Number=Plur|PronType=Int, DET__Gender=Fem|Number=Sing, DET__Gender=Fem|Number=Sing|Poss=Yes, DET__Gender=Fem|Number=Sing|PronType=Dem, DET__Gender=Fem|Number=Sing|PronType=Int, DET__Gender=Masc|Number=Plur, DET__Gender=Masc|Number=Sing, DET__Gender=Masc|Number=Sing|PronType=Dem, DET__Gender=Masc|Number=Sing|PronType=Int, DET__Number=Plur, DET__Number=Plur|Poss=Yes, DET__Number=Plur|PronType=Dem, DET__Number=Sing, DET__Number=Sing|Poss=Yes, INTJ, NOUN, NOUN__Gender=Fem, NOUN__Gender=Fem|Number=Plur, NOUN__Gender=Fem|Number=Sing, NOUN__Gender=Masc, NOUN__Gender=Masc|Number=Plur, NOUN__Gender=Masc|Number=Plur|NumType=Card, NOUN__Gender=Masc|Number=Sing, NOUN__Gender=Masc|Number=Sing|NumType=Card, NOUN__NumType=Card, NOUN__Number=Plur, NOUN__Number=Sing, NUM, NUM__Gender=Masc|NumType=Card, NUM__NumType=Card, PART, PRON, PRON__Gender=Fem, PRON__Gender=Fem|Number=Plur, PRON__Gender=Fem|Number=Plur|Person=3, PRON__Gender=Fem|Number=Plur|Person=3|PronType=Prs, PRON__Gender=Fem|Number=Plur|PronType=Dem, PRON__Gender=Fem|Number=Plur|PronType=Rel, PRON__Gender=Fem|Number=Sing, PRON__Gender=Fem|Number=Sing|Person=3, PRON__Gender=Fem|Number=Sing|Person=3|PronType=Prs, PRON__Gender=Fem|Number=Sing|PronType=Dem, PRON__Gender=Fem|Number=Sing|PronType=Rel, PRON__Gender=Masc, PRON__Gender=Masc|Number=Plur, PRON__Gender=Masc|Number=Plur|Person=3, PRON__Gender=Masc|Number=Plur|Person=3|PronType=Prs, PRON__Gender=Masc|Number=Plur|PronType=Dem, PRON__Gender=Masc|Number=Plur|PronType=Rel, PRON__Gender=Masc|Number=Sing, PRON__Gender=Masc|Number=Sing|Person=3, PRON__Gender=Masc|Number=Sing|Person=3|PronType=Dem, PRON__Gender=Masc|Number=Sing|Person=3|PronType=Prs, PRON__Gender=Masc|Number=Sing|PronType=Dem, PRON__Gender=Masc|Number=Sing|PronType=Rel, PRON__NumType=Card, PRON__Number=Plur, PRON__Number=Plur|Person=1, PRON__Number=Plur|Person=1|PronType=Prs, PRON__Number=Plur|Person=1|Reflex=Yes, PRON__Number=Plur|Person=2, PRON__Number=Plur|Person=2|PronType=Prs, PRON__Number=Plur|Person=2|Reflex=Yes, PRON__Number=Plur|Person=3, PRON__Number=Sing, PRON__Number=Sing|Person=1, PRON__Number=Sing|Person=1|PronType=Prs, PRON__Number=Sing|Person=1|Reflex=Yes, PRON__Number=Sing|Person=2|PronType=Prs, PRON__Number=Sing|Person=3, PRON__Number=Sing|PronType=Dem, PRON__Person=3, PRON__Person=3|Reflex=Yes, PRON__PronType=Int, PRON__PronType=Rel, PROPN, PROPN__Gender=Fem|Number=Plur, PROPN__Gender=Fem|Number=Sing, PROPN__Gender=Masc, PROPN__Gender=Masc|Number=Plur, PROPN__Gender=Masc|Number=Sing, PROPN__Number=Plur, PROPN__Number=Sing, PUNCT, SCONJ, SYM, VERB__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part, VERB__Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, VERB__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part, VERB__Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, VERB__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part, VERB__Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, VERB__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part, VERB__Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, VERB__Gender=Masc|Tense=Past|VerbForm=Part, VERB__Gender=Masc|Tense=Past|VerbForm=Part|Voice=Pass, VERB__Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin, VERB__Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin, VERB__Mood=Imp|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin, VERB__Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Ind|Person=3|VerbForm=Fin, VERB__Mood=Ind|VerbForm=Fin, VERB__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin, VERB__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin, VERB__Number=Plur|Tense=Past|VerbForm=Part, VERB__Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass, VERB__Number=Sing|Tense=Past|VerbForm=Part, VERB__Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass, VERB__Tense=Past|VerbForm=Part, VERB__Tense=Past|VerbForm=Part|Voice=Pass, VERB__Tense=Pres|VerbForm=Part, VERB__VerbForm=Inf, X, _SP
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
LAS	85.78
UAS	89.30
TOKEN_ACC	98.52
TAGS_ACC	96.23
ENTS_F	85.63
ENTS_P	85.78
ENTS_R	85.48

Because the model is trained on Wikipedia, it may perform inconsistently on many genres, such as social media text. The NER accuracy refers to the "silver standard" annotations in the WikiNER corpus. Accuracy on these annotations tends to be higher than correct human annotations.

Installation

pip install spacy
python -m spacy download fr_core_news_lg