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en_ner_bc5cdr_md
daviibrt/en_ner_bc5cdr_md
en_ner_bc5cdr_md is a token classification model from daviibrt. Use it when you need labels on individual words, such as names. It is set up for spacy. The card lists the license as cc-by-sa-3.0.
All-time downloads
537
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Repo size
322 MB
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1
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Repo makeup
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.whl120 MB · 37%
At a glance
- Task
- Token Classification
- Library
- spacy
- License
- cc-by-sa-3.0
- Access
- Public
- Created
- Feb 9, 2024
- Updated
- Feb 9, 2024
- SHA
- e1e233c2
Try a prompt
Model card
From the Hugging Face model README
Spacy Models for Biomedical Text.
| Feature | Description |
|---|---|
| Name | en_ner_bc5cdr_md |
| Version | 0.5.3 |
| spaCy | >=3.6.1,<3.7.0 |
| Default Pipeline | tok2vec, tagger, attribute_ruler, lemmatizer, parser, ner |
| Components | tok2vec, tagger, attribute_ruler, lemmatizer, parser, ner |
| Vectors | 4087446 keys, 50000 unique vectors (200 dimensions) |
| Sources | BC5CDR<br>OntoNotes 5<br>Common Crawl<br>GENIA 1.0 |
| License | CC BY-SA 3.0 |
| Author | Allen Institute for Artificial Intelligence |
Label Scheme
<details> <summary>View label scheme (99 labels for 3 components)</summary>| Component | Labels |
|---|---|
tagger | $, '', ,, -LRB-, -RRB-, ., :, ADD, AFX, CC, CD, DT, EX, FW, HYPH, IN, JJ, JJR, JJS, LS, MD, NFP, NN, NNP, NNPS, NNS, PDT, POS, PRP, PRP$, RB, RBR, RBS, RP, SYM, TO, UH, VB, VBD, VBG, VBN, VBP, VBZ, WDT, WP, WP$, WRB, XX, ```` |
parser | ROOT, acl, acl:relcl, acomp, advcl, advmod, amod, amod@nmod, appos, attr, aux, auxpass, case, cc, cc:preconj, ccomp, compound, compound:prt, conj, cop, csubj, dative, dep, det, det:predet, dobj, expl, intj, mark, meta, mwe, neg, nmod, nmod:npmod, nmod:poss, nmod:tmod, nsubj, nsubjpass, nummod, parataxis, pcomp, pobj, preconj, predet, prep, punct, quantmod, xcomp |
ner | CHEMICAL, DISEASE |
Accuracy
| Type | Score |
|---|---|
TAG_ACC | 0.00 |
LEMMA_ACC | 0.00 |
DEP_UAS | 0.00 |
DEP_LAS | 0.00 |
DEP_LAS_PER_TYPE | 0.00 |
SENTS_P | 0.00 |
SENTS_R | 0.00 |
SENTS_F | 0.00 |
ENTS_F | 84.97 |
ENTS_P | 87.33 |
ENTS_R | 82.74 |
NER_LOSS | 197976.24 |
- Task
- Token Classification
- Library
- spacy
- License
- cc-by-sa-3.0
- Languages
- en
- Created
- Feb 9, 2024
- Updated
- Feb 9, 2024