|
{ |
|
"lang":"en", |
|
"name":"core_web_trf", |
|
"version":"3.7.3", |
|
"description":"English transformer pipeline (Transformer(name='roberta-base', piece_encoder='byte-bpe', stride=104, type='roberta', width=768, window=144, vocab_size=50265)). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.", |
|
"author":"Explosion", |
|
"email":"[email protected]", |
|
"url":"https://explosion.ai", |
|
"license":"MIT", |
|
"spacy_version":">=3.7.2,<3.8.0", |
|
"spacy_git_version":"a89eae928", |
|
"vectors":{ |
|
"width":0, |
|
"vectors":0, |
|
"keys":0, |
|
"name":null |
|
}, |
|
"labels":{ |
|
"transformer":[ |
|
|
|
], |
|
"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", |
|
"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" |
|
], |
|
"attribute_ruler":[ |
|
|
|
], |
|
"lemmatizer":[ |
|
|
|
], |
|
"ner":[ |
|
"CARDINAL", |
|
"DATE", |
|
"EVENT", |
|
"FAC", |
|
"GPE", |
|
"LANGUAGE", |
|
"LAW", |
|
"LOC", |
|
"MONEY", |
|
"NORP", |
|
"ORDINAL", |
|
"ORG", |
|
"PERCENT", |
|
"PERSON", |
|
"PRODUCT", |
|
"QUANTITY", |
|
"TIME", |
|
"WORK_OF_ART" |
|
] |
|
}, |
|
"pipeline":[ |
|
"transformer", |
|
"tagger", |
|
"parser", |
|
"attribute_ruler", |
|
"lemmatizer", |
|
"ner" |
|
], |
|
"components":[ |
|
"transformer", |
|
"tagger", |
|
"parser", |
|
"attribute_ruler", |
|
"lemmatizer", |
|
"ner" |
|
], |
|
"disabled":[ |
|
|
|
], |
|
"performance":{ |
|
"token_acc":0.9986194413, |
|
"token_p":0.9956819193, |
|
"token_r":0.9957659295, |
|
"token_f":0.9957239226, |
|
"tag_acc":0.9812819818, |
|
"sents_p":0.9489237505, |
|
"sents_r":0.8579061943, |
|
"sents_f":0.9011225055, |
|
"dep_uas":0.9526219812, |
|
"dep_las":0.9390746643, |
|
"dep_las_per_type":{ |
|
"prep":{ |
|
"p":0.9223201786, |
|
"r":0.9249098843, |
|
"f":0.9236132161 |
|
}, |
|
"det":{ |
|
"p":0.990090935, |
|
"r":0.9899698279, |
|
"f":0.9900303778 |
|
}, |
|
"pobj":{ |
|
"p":0.9835570206, |
|
"r":0.9842136265, |
|
"f":0.983885214 |
|
}, |
|
"nsubj":{ |
|
"p":0.9807776705, |
|
"r":0.979101862, |
|
"f":0.9799390498 |
|
}, |
|
"aux":{ |
|
"p":0.9887940235, |
|
"r":0.9897623075, |
|
"f":0.9892779285 |
|
}, |
|
"advmod":{ |
|
"p":0.9001865672, |
|
"r":0.8930674743, |
|
"f":0.8966128896 |
|
}, |
|
"relcl":{ |
|
"p":0.8803418803, |
|
"r":0.8969521045, |
|
"f":0.8885693746 |
|
}, |
|
"root":{ |
|
"p":0.9669463699, |
|
"r":0.8742001451, |
|
"f":0.9182372506 |
|
}, |
|
"xcomp":{ |
|
"p":0.9461705202, |
|
"r":0.94005743, |
|
"f":0.9431040691 |
|
}, |
|
"amod":{ |
|
"p":0.9438537344, |
|
"r":0.943181082, |
|
"f":0.9435172883 |
|
}, |
|
"compound":{ |
|
"p":0.9548618909, |
|
"r":0.9472042771, |
|
"f":0.9510176694 |
|
}, |
|
"poss":{ |
|
"p":0.9867389994, |
|
"r":0.98852657, |
|
"f":0.9876319759 |
|
}, |
|
"ccomp":{ |
|
"p":0.8474957794, |
|
"r":0.9201629328, |
|
"f":0.8823357094 |
|
}, |
|
"attr":{ |
|
"p":0.9543568465, |
|
"r":0.9671993272, |
|
"f":0.9607351713 |
|
}, |
|
"case":{ |
|
"p":0.9890547264, |
|
"r":0.994994995, |
|
"f":0.9920159681 |
|
}, |
|
"mark":{ |
|
"p":0.943876213, |
|
"r":0.9536301007, |
|
"f":0.9487280875 |
|
}, |
|
"intj":{ |
|
"p":0.6127684964, |
|
"r":0.7523809524, |
|
"f":0.6754357119 |
|
}, |
|
"advcl":{ |
|
"p":0.8114080164, |
|
"r":0.7952656762, |
|
"f":0.8032557548 |
|
}, |
|
"cc":{ |
|
"p":0.898903195, |
|
"r":0.9018060041, |
|
"f":0.9003522598 |
|
}, |
|
"neg":{ |
|
"p":0.9633901705, |
|
"r":0.9638735575, |
|
"f":0.9636318034 |
|
}, |
|
"conj":{ |
|
"p":0.8711377246, |
|
"r":0.9156596173, |
|
"f":0.8928439917 |
|
}, |
|
"nsubjpass":{ |
|
"p":0.9503797468, |
|
"r":0.9625641026, |
|
"f":0.956433121 |
|
}, |
|
"auxpass":{ |
|
"p":0.9619516562, |
|
"r":0.9790432802, |
|
"f":0.9704222172 |
|
}, |
|
"dobj":{ |
|
"p":0.9721071087, |
|
"r":0.9720296438, |
|
"f":0.9720683747 |
|
}, |
|
"nummod":{ |
|
"p":0.9453538152, |
|
"r":0.947979798, |
|
"f":0.9466649855 |
|
}, |
|
"npadvmod":{ |
|
"p":0.8455314454, |
|
"r":0.81669627, |
|
"f":0.8308637514 |
|
}, |
|
"prt":{ |
|
"p":0.8753180662, |
|
"r":0.9247311828, |
|
"f":0.8993464052 |
|
}, |
|
"pcomp":{ |
|
"p":0.9215277778, |
|
"r":0.9292717087, |
|
"f":0.9253835425 |
|
}, |
|
"expl":{ |
|
"p":0.9935897436, |
|
"r":0.9957173448, |
|
"f":0.9946524064 |
|
}, |
|
"acl":{ |
|
"p":0.8507135016, |
|
"r":0.8456082924, |
|
"f":0.8481532148 |
|
}, |
|
"agent":{ |
|
"p":0.9444444444, |
|
"r":0.9749103943, |
|
"f":0.9594356261 |
|
}, |
|
"dative":{ |
|
"p":0.8310185185, |
|
"r":0.8233944954, |
|
"f":0.8271889401 |
|
}, |
|
"acomp":{ |
|
"p":0.9469312413, |
|
"r":0.9306122449, |
|
"f":0.9387008234 |
|
}, |
|
"dep":{ |
|
"p":0.4040747029, |
|
"r":0.3863636364, |
|
"f":0.3950207469 |
|
}, |
|
"csubj":{ |
|
"p":0.8882352941, |
|
"r":0.8934911243, |
|
"f":0.8908554572 |
|
}, |
|
"quantmod":{ |
|
"p":0.8506711409, |
|
"r":0.8237205524, |
|
"f":0.8369789517 |
|
}, |
|
"nmod":{ |
|
"p":0.8208248817, |
|
"r":0.7397928093, |
|
"f":0.7782051282 |
|
}, |
|
"appos":{ |
|
"p":0.8061396131, |
|
"r":0.831670282, |
|
"f":0.8187059577 |
|
}, |
|
"predet":{ |
|
"p":0.8503937008, |
|
"r":0.9270386266, |
|
"f":0.887063655 |
|
}, |
|
"preconj":{ |
|
"p":0.6631578947, |
|
"r":0.7325581395, |
|
"f":0.6961325967 |
|
}, |
|
"oprd":{ |
|
"p":0.8792569659, |
|
"r":0.847761194, |
|
"f":0.8632218845 |
|
}, |
|
"csubjpass":{ |
|
"p":0.8333333333, |
|
"r":0.8333333333, |
|
"f":0.8333333333 |
|
}, |
|
"parataxis":{ |
|
"p":0.6084452975, |
|
"r":0.6876355748, |
|
"f":0.6456211813 |
|
}, |
|
"meta":{ |
|
"p":0.3076923077, |
|
"r":0.6923076923, |
|
"f":0.426035503 |
|
} |
|
}, |
|
"ents_p":0.9008293365, |
|
"ents_r":0.9029947917, |
|
"ents_f":0.9019107643, |
|
"ents_per_type":{ |
|
"DATE":{ |
|
"p":0.8887152235, |
|
"r":0.9025396825, |
|
"f":0.8955741062 |
|
}, |
|
"GPE":{ |
|
"p":0.9587454083, |
|
"r":0.9464435146, |
|
"f":0.9525547445 |
|
}, |
|
"ORDINAL":{ |
|
"p":0.8054711246, |
|
"r":0.8229813665, |
|
"f":0.8141321045 |
|
}, |
|
"ORG":{ |
|
"p":0.9053191489, |
|
"r":0.9024390244, |
|
"f":0.9038767924 |
|
}, |
|
"QUANTITY":{ |
|
"p":0.7784431138, |
|
"r":0.7142857143, |
|
"f":0.7449856734 |
|
}, |
|
"LOC":{ |
|
"p":0.843537415, |
|
"r":0.7898089172, |
|
"f":0.8157894737 |
|
}, |
|
"CARDINAL":{ |
|
"p":0.860915493, |
|
"r":0.872175981, |
|
"f":0.8665091553 |
|
}, |
|
"PERSON":{ |
|
"p":0.9385492556, |
|
"r":0.9670365535, |
|
"f":0.9525799711 |
|
}, |
|
"NORP":{ |
|
"p":0.9271417134, |
|
"r":0.9264, |
|
"f":0.9267707083 |
|
}, |
|
"FAC":{ |
|
"p":0.5524861878, |
|
"r":0.7692307692, |
|
"f":0.6430868167 |
|
}, |
|
"LAW":{ |
|
"p":0.5970149254, |
|
"r":0.625, |
|
"f":0.6106870229 |
|
}, |
|
"TIME":{ |
|
"p":0.7486631016, |
|
"r":0.8187134503, |
|
"f":0.782122905 |
|
}, |
|
"PRODUCT":{ |
|
"p":0.6411483254, |
|
"r":0.63507109, |
|
"f":0.6380952381 |
|
}, |
|
"MONEY":{ |
|
"p":0.9220779221, |
|
"r":0.9220779221, |
|
"f":0.9220779221 |
|
}, |
|
"EVENT":{ |
|
"p":0.842519685, |
|
"r":0.6149425287, |
|
"f":0.7109634551 |
|
}, |
|
"WORK_OF_ART":{ |
|
"p":0.7151898734, |
|
"r":0.5824742268, |
|
"f":0.6420454545 |
|
}, |
|
"PERCENT":{ |
|
"p":0.9207606973, |
|
"r":0.8897396631, |
|
"f":0.9049844237 |
|
}, |
|
"LANGUAGE":{ |
|
"p":1.0, |
|
"r":0.75, |
|
"f":0.8571428571 |
|
} |
|
}, |
|
"speed":3991.5559399451 |
|
}, |
|
"sources":[ |
|
{ |
|
"name":"OntoNotes 5", |
|
"url":"https://catalog.ldc.upenn.edu/LDC2013T19", |
|
"license":"commercial (licensed by Explosion)", |
|
"author":"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" |
|
}, |
|
{ |
|
"name":"ClearNLP Constituent-to-Dependency Conversion", |
|
"url":"https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md", |
|
"license":"Citation provided for reference, no code packaged with model", |
|
"author":"Emory University" |
|
}, |
|
{ |
|
"name":"WordNet 3.0", |
|
"url":"https://wordnet.princeton.edu/", |
|
"author":"Princeton University", |
|
"license":"WordNet 3.0 License" |
|
}, |
|
{ |
|
"name":"roberta-base", |
|
"author":"Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov", |
|
"url":"https://github.com/pytorch/fairseq/tree/master/examples/roberta", |
|
"license":"" |
|
} |
|
], |
|
"requirements":[ |
|
"spacy-curated-transformers>=0.2.0,<0.3.0" |
|
] |
|
} |