en_core_web_lg-2.2.5
explosion-bot
released this
16 Nov 14:02
·
1316 commits
to master
since this release
Details: https://spacy.io/models/en#en_core_web_lg
File checksum:
994ea23a07b1c2867e1b9b21521ccb96fba582fd50e60d9d488a64a8e7230dea
English multi-task CNN trained on OntoNotes, with GloVe vectors trained on Common Crawl. Assigns word vectors, context-specific token vectors, POS tags, dependency parse and named entities.
Feature | Description |
---|---|
Name | en_core_web_lg |
Version | 2.2.5 |
spaCy | >=2.2.2 |
Model size | 789 MB |
Pipeline | 聽tagger , parser , ner |
Vectors | 684830 keys, 684831 unique vectors (300 dimensions) |
Sources | OntoNotes 5 Common Crawl |
License | MIT |
Author | Explosion |
Label Scheme
Component | Labels |
---|---|
tagger |
聽$ , '' , , , -LRB- , -RRB- , . , : , ADD , AFX , CC , CD , DT , EX , FW , HYPH , IN , JJ , JJR , JJS , LS , MD , NFP , NN , NNP , NNPS , NNS , PDT , POS , PRP , PRP$ , RB , RBR , RBS , RP , SYM , TO , UH , VB , VBD , VBG , VBN , VBP , VBZ , WDT , WP , WP$ , WRB , XX , _SP , ```` |
parser |
聽ROOT , acl , acomp , advcl , advmod , agent , amod , appos , attr , aux , auxpass , case , cc , ccomp , compound , conj , csubj , csubjpass , dative , dep , det , dobj , expl , intj , mark , meta , neg , nmod , npadvmod , nsubj , nsubjpass , nummod , oprd , parataxis , pcomp , pobj , poss , preconj , predet , prep , prt , punct , quantmod , relcl , xcomp |
ner |
聽CARDINAL , DATE , EVENT , FAC , GPE , LANGUAGE , LAW , LOC , MONEY , NORP , ORDINAL , ORG , PERCENT , PERSON , PRODUCT , QUANTITY , TIME , WORK_OF_ART |
Accuracy
Type | Score |
---|---|
LAS |
聽90.17 |
UAS |
聽92.01 |
TOKEN_ACC |
聽99.76 |
TAGS_ACC |
聽97.22 |
ENTS_F |
聽86.55 |
ENTS_P |
聽86.74 |
ENTS_R |
聽86.36 |
Installation
pip install spacy
python -m spacy download en_core_web_lg