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