Modelpublic
danielcthompson/en_scispaCy_aaa_repair_type_classification
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Model Card
| Feature | Description |
|---|---|
| Name | en_scispaCy_aaa_repair_type_classification |
| Version | 0.0.0 |
| spaCy | >=3.7.4,<3.8.0 |
| Default Pipeline | tok2vec, tagger, attribute_ruler, lemmatizer, parser, ner, textcat_multilabel |
| Components | tok2vec, tagger, attribute_ruler, lemmatizer, parser, ner, textcat_multilabel |
| Vectors | 4087446 keys, 50000 unique vectors (200 dimensions) |
| Sources | n/a |
| License | n/a |
| Author | [n/a]() |
Label Scheme
<details>
<summary>View label scheme (101 labels for 4 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` | ENTITY |
| `textcat_multilabel` | Primary AAA Repair, Revision AAA Repair, Non-AAA |
</details>
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 | 0.00 |
ENTS_P | 0.00 |
ENTS_R | 0.00 |
ENTS_PER_TYPE | 0.00 |
CATS_SCORE | 97.93 |
CATS_MICRO_P | 92.39 |
CATS_MICRO_R | 93.41 |
CATS_MICRO_F | 92.90 |
CATS_MACRO_P | 90.15 |
CATS_MACRO_R | 93.13 |
CATS_MACRO_F | 91.46 |
CATS_MACRO_AUC | 97.93 |
TOK2VEC_LOSS | 307.11 |
TEXTCAT_MULTILABEL_LOSS | 100.03 |