{ "lang":"en", "name":"core_web_md", "version":"3.4.0", "description":"English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"MIT", "spacy_version":">=3.4.0,<3.5.0", "spacy_git_version":"dd038b536", "vectors":{ "width":300, "vectors":20000, "keys":514157, "name":"en_vectors" }, "labels":{ "tok2vec":[ ], "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" ], "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":[ "tok2vec", "tagger", "parser", "attribute_ruler", "lemmatizer", "ner" ], "components":[ "tok2vec", "tagger", "parser", "senter", "attribute_ruler", "lemmatizer", "ner" ], "disabled":[ "senter" ], "performance":{ "token_acc":0.9993092439, "token_p":0.9956819193, "token_r":0.9957659295, "token_f":0.9957239226, "tag_acc":0.9727809676, "sents_p":0.9227998641, "sents_r":0.8957714889, "sents_f":0.9090848229, "dep_uas":0.9208996725, "dep_las":0.9025794107, "dep_las_per_type":{ "prep":{ "p":0.8615940393, "r":0.8687535572, "f":0.8651589866 }, "det":{ "p":0.9788101059, "r":0.9793688331, "f":0.9790893898 }, "pobj":{ "p":0.9638667292, "r":0.9679167485, "f":0.9658874934 }, "nsubj":{ "p":0.9573857364, "r":0.9498357065, "f":0.9535957774 }, "aux":{ "p":0.9798669623, "r":0.9835306686, "f":0.9816953972 }, "advmod":{ "p":0.8569501812, "r":0.8552919401, "f":0.8561202577 }, "relcl":{ "p":0.776330076, "r":0.7783018868, "f":0.7773147309 }, "root":{ "p":0.9218431426, "r":0.8947819777, "f":0.9081110032 }, "xcomp":{ "p":0.8827247191, "r":0.9023689878, "f":0.8924387646 }, "amod":{ "p":0.9168349072, "r":0.9120829284, "f":0.9144527444 }, "compound":{ "p":0.9189753738, "r":0.9310536868, "f":0.9249751024 }, "poss":{ "p":0.972745491, "r":0.9770531401, "f":0.9748945571 }, "ccomp":{ "p":0.7827560241, "r":0.8468431772, "f":0.8135394248 }, "attr":{ "p":0.9095744681, "r":0.9348191758, "f":0.9220240564 }, "case":{ "p":0.9782501236, "r":0.9904904905, "f":0.9843322557 }, "mark":{ "p":0.9012023001, "r":0.9136195019, "f":0.9073684211 }, "intj":{ "p":0.6692975533, "r":0.6212454212, "f":0.6443768997 }, "advcl":{ "p":0.6774029926, "r":0.6726265424, "f":0.6750063179 }, "cc":{ "p":0.8407015858, "r":0.8369812223, "f":0.838837279 }, "neg":{ "p":0.9451097804, "r":0.9503261415, "f":0.9477107831 }, "conj":{ "p":0.7748971706, "r":0.7826032226, "f":0.778731133 }, "nsubjpass":{ "p":0.9196108551, "r":0.921025641, "f":0.9203177043 }, "auxpass":{ "p":0.9491525424, "r":0.969476082, "f":0.9592066712 }, "dobj":{ "p":0.9284929356, "r":0.9426249104, "f":0.9355055558 }, "nummod":{ "p":0.9416857652, "r":0.9338383838, "f":0.9377456574 }, "npadvmod":{ "p":0.7796163971, "r":0.7364120782, "f":0.7573986116 }, "prt":{ "p":0.8156606852, "r":0.8960573477, "f":0.853970965 }, "pcomp":{ "p":0.8794926004, "r":0.8739495798, "f":0.8767123288 }, "expl":{ "p":0.9809322034, "r":0.9914346895, "f":0.9861554846 }, "acl":{ "p":0.7488505747, "r":0.7108565194, "f":0.729359082 }, "agent":{ "p":0.889632107, "r":0.9534050179, "f":0.9204152249 }, "dative":{ "p":0.7918918919, "r":0.6720183486, "f":0.7270471464 }, "acomp":{ "p":0.9041970803, "r":0.8988662132, "f":0.9015237662 }, "dep":{ "p":0.3385093168, "r":0.1769480519, "f":0.2324093817 }, "csubj":{ "p":0.6983240223, "r":0.7396449704, "f":0.7183908046 }, "quantmod":{ "p":0.8521434821, "r":0.791226645, "f":0.8205560236 }, "nmod":{ "p":0.7608359133, "r":0.5990249848, "f":0.6703034436 }, "appos":{ "p":0.7089244851, "r":0.6720173536, "f":0.6899777283 }, "predet":{ "p":0.8380566802, "r":0.8884120172, "f":0.8625 }, "preconj":{ "p":0.5463917526, "r":0.6162790698, "f":0.5792349727 }, "oprd":{ "p":0.8697183099, "r":0.7373134328, "f":0.7980613893 }, "parataxis":{ "p":0.5855614973, "r":0.4750542299, "f":0.5245508982 }, "meta":{ "p":0.7714285714, "r":0.5192307692, "f":0.6206896552 }, "csubjpass":{ "p":0.4545454545, "r":0.8333333333, "f":0.5882352941 } }, "ents_p":0.8644910088, "ents_r":0.8450520833, "ents_f":0.8546610277, "ents_per_type":{ "DATE":{ "p":0.8751191611, "r":0.8742857143, "f":0.8747022392 }, "GPE":{ "p":0.9322571346, "r":0.9020920502, "f":0.9169265665 }, "ORDINAL":{ "p":0.7808988764, "r":0.8633540373, "f":0.8200589971 }, "FAC":{ "p":0.390625, "r":0.3846153846, "f":0.3875968992 }, "ORG":{ "p":0.8222987288, "r":0.8231707317, "f":0.8227344992 }, "QUANTITY":{ "p":0.8310810811, "r":0.6758241758, "f":0.7454545455 }, "CARDINAL":{ "p":0.8402818555, "r":0.8507728894, "f":0.8454948301 }, "PERSON":{ "p":0.8898495037, "r":0.9069843342, "f":0.898335219 }, "NORP":{ "p":0.902676399, "r":0.8904, "f":0.896496174 }, "LOC":{ "p":0.7042253521, "r":0.6369426752, "f":0.6688963211 }, "TIME":{ "p":0.7459807074, "r":0.6783625731, "f":0.7105666156 }, "WORK_OF_ART":{ "p":0.5303030303, "r":0.3608247423, "f":0.4294478528 }, "EVENT":{ "p":0.6593406593, "r":0.3448275862, "f":0.4528301887 }, "LAW":{ "p":0.6481481481, "r":0.546875, "f":0.593220339 }, "MONEY":{ "p":0.9265944645, "r":0.9090909091, "f":0.9177592372 }, "PERCENT":{ "p":0.9072, "r":0.8683001531, "f":0.8873239437 }, "PRODUCT":{ "p":0.6506024096, "r":0.2559241706, "f":0.3673469388 }, "LANGUAGE":{ "p":0.76, "r":0.59375, "f":0.6666666667 } }, "speed":9753.3917239012 }, "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":"Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl)", "url":"https://github.com/explosion/spacy-vectors-builder", "license":"CC0", "author":"Explosion" } ], "requirements":[ ] }