CoolFace
Modelpublic

appfire/en_NER_Features

sourceHugging Facemitupdated 2y agoView on Hugging Face
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Model Card

English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.Named Entity Recognition model trained on Google Play Store app descriptions to automatically identify app features from app description.

FeatureDescription
Nameen_NER_Features
Version3.7.1
spaCy>=3.7.2,<3.8.0
Default Pipelinetok2vec, tagger, parser, attribute_ruler, lemmatizer, ner
Componentstok2vec, tagger, parser, senter, attribute_ruler, lemmatizer, ner
Vectors0 keys, 0 unique vectors (0 dimensions)
SourcesOntoNotes 5 (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston)<br>ClearNLP Constituent-to-Dependency Conversion (Emory University)<br>WordNet 3.0 (Princeton University)
LicenseMIT
AuthorExplosion

Label Scheme

<details>

<summary>View label scheme (115 labels for 3 components)</summary>

ComponentLabels
`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, _SP, ````
`parser`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`AppName, CARDINAL, DATE, EVENT, FAC, FunctionalFeature, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

</details>

Accuracy

TypeScore
TOKEN_ACC99.86
TOKEN_P99.57
TOKEN_R99.58
TOKEN_F99.57
TAG_ACC97.25
SENTS_P92.02
SENTS_R89.21
SENTS_F90.59
DEP_UAS91.75
DEP_LAS89.87
ENTS_P84.55
ENTS_R84.57
ENTS_F84.56