{ "lang":"zh", "name":"core_web_sm", "version":"3.2.0", "description":"Chinese pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"MIT", "spacy_version":">=3.2.0,<3.3.0", "spacy_git_version":"bb26550e2", "vectors":{ "width":0, "vectors":0, "keys":0, "name":null }, "labels":{ "tok2vec":[ ], "tagger":[ "AD", "AS", "BA", "CC", "CD", "CS", "DEC", "DEG", "DER", "DEV", "DT", "ETC", "FW", "IJ", "INF", "JJ", "LB", "LC", "M", "MSP", "NN", "NR", "NT", "OD", "ON", "P", "PN", "PU", "SB", "SP", "URL", "VA", "VC", "VE", "VV", "X" ], "parser":[ "ROOT", "acl", "advcl:loc", "advmod", "advmod:dvp", "advmod:loc", "advmod:rcomp", "amod", "amod:ordmod", "appos", "aux:asp", "aux:ba", "aux:modal", "aux:prtmod", "auxpass", "case", "cc", "ccomp", "compound:nn", "compound:vc", "conj", "cop", "dep", "det", "discourse", "dobj", "etc", "mark", "mark:clf", "name", "neg", "nmod", "nmod:assmod", "nmod:poss", "nmod:prep", "nmod:range", "nmod:tmod", "nmod:topic", "nsubj", "nsubj:xsubj", "nsubjpass", "nummod", "parataxis:prnmod", "punct", "xcomp" ], "senter":[ "I", "S" ], "attribute_ruler":[ ], "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", "ner" ], "components":[ "tok2vec", "tagger", "parser", "senter", "attribute_ruler", "ner" ], "disabled":[ "senter" ], "performance":{ "token_acc":0.9788303388, "token_p":0.9458325855, "token_r":0.9136060443, "token_f":0.9294400505, "tag_acc":0.8957464158, "sents_p":0.7817728729, "sents_r":0.7311469952, "sents_f":0.7556129032, "dep_uas":0.6965379684, "dep_las":0.6426392548, "dep_las_per_type":{ "dep":{ "p":0.4702473498, "r":0.3361624735, "f":0.3920575065 }, "case":{ "p":0.8028549383, "r":0.7569107662, "f":0.7792061907 }, "nmod:tmod":{ "p":0.7231788079, "r":0.7428571429, "f":0.732885906 }, "nummod":{ "p":0.8233471074, "r":0.5309793471, "f":0.6456055083 }, "mark:clf":{ "p":0.9301898347, "r":0.5665796345, "f":0.7042188224 }, "auxpass":{ "p":0.8756756757, "r":0.8756756757, "f":0.8756756757 }, "nsubj":{ "p":0.771189813, "r":0.7141628793, "f":0.7415816327 }, "acl":{ "p":0.6791758646, "r":0.5119245702, "f":0.5838077166 }, "advmod":{ "p":0.8065869786, "r":0.7189979596, "f":0.7602780774 }, "mark":{ "p":0.7065868263, "r":0.6722173532, "f":0.6889737256 }, "xcomp":{ "p":0.7559198543, "r":0.6758957655, "f":0.7136715391 }, "nmod:assmod":{ "p":0.7642786398, "r":0.7205104264, "f":0.7417494393 }, "det":{ "p":0.8394160584, "r":0.6063268893, "f":0.7040816327 }, "amod":{ "p":0.7544338336, "r":0.6516103692, "f":0.6992623815 }, "nmod:prep":{ "p":0.7013125222, "r":0.5980036298, "f":0.6455510204 }, "root":{ "p":0.7283996995, "r":0.6455801565, "f":0.6844938664 }, "aux:prtmod":{ "p":0.890625, "r":0.8142857143, "f":0.8507462687 }, "compound:nn":{ "p":0.7243023667, "r":0.6939086294, "f":0.7087798133 }, "dobj":{ "p":0.780507386, "r":0.7200414753, "f":0.7490561677 }, "ccomp":{ "p":0.6268199234, "r":0.6360808709, "f":0.6314164415 }, "advmod:rcomp":{ "p":0.8096774194, "r":0.6952908587, "f":0.7481371088 }, "nmod:topic":{ "p":0.3686868687, "r":0.237012987, "f":0.2885375494 }, "cop":{ "p":0.7385620915, "r":0.5817245817, "f":0.6508279338 }, "discourse":{ "p":0.5540037244, "r":0.4909240924, "f":0.52055993 }, "neg":{ "p":0.823880597, "r":0.6563614744, "f":0.730641959 }, "aux:modal":{ "p":0.8563772776, "r":0.8262668046, "f":0.8410526316 }, "nmod":{ "p":0.7135761589, "r":0.5848032564, "f":0.6428038777 }, "aux:ba":{ "p":0.8087431694, "r":0.7872340426, "f":0.7978436658 }, "advmod:loc":{ "p":0.58203125, "r":0.4421364985, "f":0.502529511 }, "aux:asp":{ "p":0.9053941909, "r":0.870015949, "f":0.8873525824 }, "conj":{ "p":0.4784786642, "r":0.4875236295, "f":0.4829588015 }, "nsubjpass":{ "p":0.8292682927, "r":0.68, "f":0.7472527473 }, "compound:vc":{ "p":0.3876404494, "r":0.3575129534, "f":0.371967655 }, "advcl:loc":{ "p":0.5304347826, "r":0.4357142857, "f":0.4784313725 }, "cc":{ "p":0.6937618147, "r":0.6512866016, "f":0.6718535469 }, "advmod:dvp":{ "p":0.8114754098, "r":0.6149068323, "f":0.6996466431 }, "appos":{ "p":0.8778054863, "r":0.8091954023, "f":0.8421052632 }, "nmod:range":{ "p":0.6897810219, "r":0.6342281879, "f":0.6608391608 }, "nmod:poss":{ "p":0.6989247312, "r":0.4814814815, "f":0.5701754386 }, "name":{ "p":0.6391752577, "r":0.4592592593, "f":0.5344827586 }, "nsubj:xsubj":{ "p":0.0, "r":0.0, "f":0.0 }, "parataxis:prnmod":{ "p":0.4516129032, "r":0.1052631579, "f":0.1707317073 }, "amod:ordmod":{ "p":0.6274509804, "r":0.5, "f":0.5565217391 }, "erased":{ "p":0.0, "r":0.0, "f":0.0 }, "etc":{ "p":0.8837209302, "r":0.9047619048, "f":0.8941176471 } }, "ents_p":0.7224990884, "ents_r":0.6531868132, "ents_f":0.6860968431, "ents_per_type":{ "DATE":{ "p":0.75, "r":0.7849355798, "f":0.7670702179 }, "GPE":{ "p":0.7579383341, "r":0.8049853372, "f":0.7807537331 }, "ORDINAL":{ "p":0.8603351955, "r":0.8105263158, "f":0.8346883469 }, "FAC":{ "p":0.4482758621, "r":0.2795698925, "f":0.3443708609 }, "ORG":{ "p":0.6875, "r":0.602739726, "f":0.6423357664 }, "QUANTITY":{ "p":0.7777777778, "r":0.6222222222, "f":0.6913580247 }, "PERSON":{ "p":0.8103932584, "r":0.743556701, "f":0.7755376344 }, "CARDINAL":{ "p":0.5814220183, "r":0.5110887097, "f":0.5439914163 }, "NORP":{ "p":0.6774193548, "r":0.4411764706, "f":0.534351145 }, "LOC":{ "p":0.5319148936, "r":0.3360215054, "f":0.4118616145 }, "TIME":{ "p":0.7438423645, "r":0.7330097087, "f":0.7383863081 }, "WORK_OF_ART":{ "p":0.4520547945, "r":0.22, "f":0.2959641256 }, "MONEY":{ "p":0.9292035398, "r":0.7777777778, "f":0.8467741935 }, "PERCENT":{ "p":0.8395061728, "r":0.8192771084, "f":0.8292682927 }, "EVENT":{ "p":0.6170212766, "r":0.4264705882, "f":0.5043478261 }, "PRODUCT":{ "p":0.0, "r":0.0, "f":0.0 }, "LAW":{ "p":0.3043478261, "r":0.1166666667, "f":0.1686746988 }, "LANGUAGE":{ "p":0.5, "r":0.5555555556, "f":0.5263157895 } }, "speed":6703.9223469178 }, "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":"CoreNLP Universal Dependencies Converter", "url":"https://nlp.stanford.edu/software/stanford-dependencies.html", "author":"Stanford NLP Group", "license":"Citation provided for reference, no code packaged with model" } ], "requirements":[ "spacy-pkuseg>=0.0.27,<0.1.0" ] }