| { | |
| "lang":"en", | |
| "name":"core_web_trf", | |
| "version":"3.5.0", | |
| "description":"English transformer pipeline (roberta-base). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.", | |
| "author":"Explosion", | |
| "email":"contact@explosion.ai", | |
| "url":"https://explosion.ai", | |
| "license":"MIT", | |
| "spacy_version":">=3.5.0,<3.6.0", | |
| "spacy_git_version":"9e0322de1", | |
| "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":0.9778773818, | |
| "sents_p":0.9503875969, | |
| "sents_r":0.8491984959, | |
| "sents_f":0.8969481605, | |
| "dep_uas":0.9527427739, | |
| "dep_las":0.9395456671, | |
| "dep_las_per_type":{ | |
| "prep":{ | |
| "p":0.9243897824, | |
| "r":0.9268450009, | |
| "f":0.9256157635 | |
| }, | |
| "det":{ | |
| "p":0.9903740262, | |
| "r":0.990010601, | |
| "f":0.9901922802 | |
| }, | |
| "pobj":{ | |
| "p":0.9844203752, | |
| "r":0.9850775574, | |
| "f":0.9847488567 | |
| }, | |
| "nsubj":{ | |
| "p":0.9805339997, | |
| "r":0.9798466594, | |
| "f":0.9801902091 | |
| }, | |
| "aux":{ | |
| "p":0.9880814729, | |
| "r":0.9889610968, | |
| "f":0.9885210892 | |
| }, | |
| "advmod":{ | |
| "p":0.8982352941, | |
| "r":0.8992932862, | |
| "f":0.8987639788 | |
| }, | |
| "relcl":{ | |
| "p":0.8786803831, | |
| "r":0.898766328, | |
| "f":0.8886098655 | |
| }, | |
| "root":{ | |
| "p":0.9681063123, | |
| "r":0.8650306748, | |
| "f":0.9136705686 | |
| }, | |
| "xcomp":{ | |
| "p":0.9437432384, | |
| "r":0.9393395549, | |
| "f":0.9415362475 | |
| }, | |
| "amod":{ | |
| "p":0.9438063721, | |
| "r":0.9423388403, | |
| "f":0.9430720353 | |
| }, | |
| "compound":{ | |
| "p":0.9517433752, | |
| "r":0.950100245, | |
| "f":0.9509211003 | |
| }, | |
| "poss":{ | |
| "p":0.9875426964, | |
| "r":0.989331723, | |
| "f":0.9884364002 | |
| }, | |
| "ccomp":{ | |
| "p":0.8524404086, | |
| "r":0.9177189409, | |
| "f":0.8838760298 | |
| }, | |
| "attr":{ | |
| "p":0.9554723263, | |
| "r":0.9655172414, | |
| "f":0.9604685212 | |
| }, | |
| "case":{ | |
| "p":0.9885515182, | |
| "r":0.993993994, | |
| "f":0.9912652857 | |
| }, | |
| "mark":{ | |
| "p":0.950065703, | |
| "r":0.9578696343, | |
| "f":0.9539517087 | |
| }, | |
| "intj":{ | |
| "p":0.6128461992, | |
| "r":0.7619047619, | |
| "f":0.6792945787 | |
| }, | |
| "advcl":{ | |
| "p":0.8079774994, | |
| "r":0.7957693276, | |
| "f":0.8018269475 | |
| }, | |
| "cc":{ | |
| "p":0.8930443068, | |
| "r":0.8967826815, | |
| "f":0.89490959 | |
| }, | |
| "neg":{ | |
| "p":0.9629258517, | |
| "r":0.9643753136, | |
| "f":0.9636500376 | |
| }, | |
| "conj":{ | |
| "p":0.8663254374, | |
| "r":0.916163142, | |
| "f":0.8905475681 | |
| }, | |
| "nsubjpass":{ | |
| "p":0.9555214724, | |
| "r":0.9584615385, | |
| "f":0.9569892473 | |
| }, | |
| "auxpass":{ | |
| "p":0.9675236806, | |
| "r":0.9772209567, | |
| "f":0.9723481414 | |
| }, | |
| "dobj":{ | |
| "p":0.9736800128, | |
| "r":0.97282652, | |
| "f":0.9732530793 | |
| }, | |
| "nummod":{ | |
| "p":0.9586312564, | |
| "r":0.947979798, | |
| "f":0.9532757745 | |
| }, | |
| "npadvmod":{ | |
| "p":0.8557833089, | |
| "r":0.8305506217, | |
| "f":0.8429781864 | |
| }, | |
| "prt":{ | |
| "p":0.8916299559, | |
| "r":0.9068100358, | |
| "f":0.8991559307 | |
| }, | |
| "pcomp":{ | |
| "p":0.9331926864, | |
| "r":0.9292717087, | |
| "f":0.9312280702 | |
| }, | |
| "expl":{ | |
| "p":0.9935760171, | |
| "r":0.9935760171, | |
| "f":0.9935760171 | |
| }, | |
| "acl":{ | |
| "p":0.8561230093, | |
| "r":0.8505182761, | |
| "f":0.8533114395 | |
| }, | |
| "agent":{ | |
| "p":0.9543859649, | |
| "r":0.9749103943, | |
| "f":0.9645390071 | |
| }, | |
| "dative":{ | |
| "p":0.8498845266, | |
| "r":0.8440366972, | |
| "f":0.8469505178 | |
| }, | |
| "acomp":{ | |
| "p":0.939462904, | |
| "r":0.9360544218, | |
| "f":0.9377555657 | |
| }, | |
| "dep":{ | |
| "p":0.4197730956, | |
| "r":0.4204545455, | |
| "f":0.4201135442 | |
| }, | |
| "csubj":{ | |
| "p":0.901734104, | |
| "r":0.9230769231, | |
| "f":0.9122807018 | |
| }, | |
| "quantmod":{ | |
| "p":0.8879598662, | |
| "r":0.8627132413, | |
| "f":0.8751545117 | |
| }, | |
| "nmod":{ | |
| "p":0.8340277778, | |
| "r":0.7318708105, | |
| "f":0.7796170075 | |
| }, | |
| "appos":{ | |
| "p":0.8211346903, | |
| "r":0.8225596529, | |
| "f":0.821846554 | |
| }, | |
| "predet":{ | |
| "p":0.8473895582, | |
| "r":0.9055793991, | |
| "f":0.8755186722 | |
| }, | |
| "preconj":{ | |
| "p":0.6526315789, | |
| "r":0.7209302326, | |
| "f":0.6850828729 | |
| }, | |
| "oprd":{ | |
| "p":0.8861538462, | |
| "r":0.8597014925, | |
| "f":0.8727272727 | |
| }, | |
| "parataxis":{ | |
| "p":0.6038461538, | |
| "r":0.6811279826, | |
| "f":0.6401630989 | |
| }, | |
| "meta":{ | |
| "p":0.1724137931, | |
| "r":0.6730769231, | |
| "f":0.2745098039 | |
| }, | |
| "csubjpass":{ | |
| "p":1.0, | |
| "r":0.8333333333, | |
| "f":0.9090909091 | |
| } | |
| }, | |
| "ents_p":0.8977938984, | |
| "ents_r":0.9048978365, | |
| "ents_f":0.9013318701, | |
| "ents_per_type":{ | |
| "DATE":{ | |
| "p":0.8915360502, | |
| "r":0.9028571429, | |
| "f":0.8971608833 | |
| }, | |
| "GPE":{ | |
| "p":0.9549524342, | |
| "r":0.9520223152, | |
| "f":0.9534851236 | |
| }, | |
| "ORDINAL":{ | |
| "p":0.7771260997, | |
| "r":0.8229813665, | |
| "f":0.7993966817 | |
| }, | |
| "ORG":{ | |
| "p":0.8985736926, | |
| "r":0.9019088017, | |
| "f":0.9002381582 | |
| }, | |
| "FAC":{ | |
| "p":0.5635359116, | |
| "r":0.7846153846, | |
| "f":0.6559485531 | |
| }, | |
| "QUANTITY":{ | |
| "p":0.7823529412, | |
| "r":0.7307692308, | |
| "f":0.7556818182 | |
| }, | |
| "LOC":{ | |
| "p":0.8443708609, | |
| "r":0.8121019108, | |
| "f":0.8279220779 | |
| }, | |
| "CARDINAL":{ | |
| "p":0.8491208168, | |
| "r":0.8900118906, | |
| "f":0.8690856313 | |
| }, | |
| "PERSON":{ | |
| "p":0.9398162813, | |
| "r":0.9683420366, | |
| "f":0.953865938 | |
| }, | |
| "NORP":{ | |
| "p":0.9253968254, | |
| "r":0.9328, | |
| "f":0.9290836653 | |
| }, | |
| "PRODUCT":{ | |
| "p":0.6804733728, | |
| "r":0.5450236967, | |
| "f":0.6052631579 | |
| }, | |
| "TIME":{ | |
| "p":0.7663043478, | |
| "r":0.8245614035, | |
| "f":0.7943661972 | |
| }, | |
| "EVENT":{ | |
| "p":0.7898550725, | |
| "r":0.6264367816, | |
| "f":0.6987179487 | |
| }, | |
| "WORK_OF_ART":{ | |
| "p":0.6514285714, | |
| "r":0.587628866, | |
| "f":0.6178861789 | |
| }, | |
| "LAW":{ | |
| "p":0.6363636364, | |
| "r":0.65625, | |
| "f":0.6461538462 | |
| }, | |
| "MONEY":{ | |
| "p":0.9109506619, | |
| "r":0.893742621, | |
| "f":0.9022646007 | |
| }, | |
| "PERCENT":{ | |
| "p":0.9224683544, | |
| "r":0.8928024502, | |
| "f":0.9073929961 | |
| }, | |
| "LANGUAGE":{ | |
| "p":1.0, | |
| "r":0.71875, | |
| "f":0.8363636364 | |
| } | |
| }, | |
| "speed":6031.0542416801 | |
| }, | |
| "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-transformers>=1.2.0.dev0,<1.3.0" | |
| ] | |
| } |