{ "lang":"zh", "name":"core_web_lg", "version":"3.7.0", "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":">=3.7.0,<3.8.0", "spacy_git_version":"6b4f77441", "vectors":{ "width":300, "vectors":500000, "keys":500000, "name":"zh_vectors" }, "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", "_SP" ], "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" ], "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":0.9585384056, "token_p":0.9458325855, "token_r":0.9136060443, "token_f":0.9294400505, "tag_acc":0.9033086963, "sents_p":0.7805008945, "sents_r":0.7263192942, "sents_f":0.7524359748, "dep_uas":0.7085620979, "dep_las":0.6571012366, "dep_las_per_type":{ "dep":{ "p":0.4891335027, "r":0.3502071335, "f":0.4081728788 }, "case":{ "p":0.8134414832, "r":0.7660038797, "f":0.7890103028 }, "nmod:tmod":{ "p":0.7418918919, "r":0.7469387755, "f":0.7444067797 }, "nummod":{ "p":0.8213914849, "r":0.526982012, "f":0.6420454545 }, "mark:clf":{ "p":0.9363525092, "r":0.5706825811, "f":0.7091541136 }, "auxpass":{ "p":0.8756756757, "r":0.8756756757, "f":0.8756756757 }, "nsubj":{ "p":0.7823165107, "r":0.7292715883, "f":0.7548633185 }, "acl":{ "p":0.68, "r":0.5751525236, "f":0.6231971154 }, "advmod":{ "p":0.8240446871, "r":0.7357742009, "f":0.7774118211 }, "mark":{ "p":0.7440559441, "r":0.6993865031, "f":0.7210300429 }, "xcomp":{ "p":0.7920433996, "r":0.7133550489, "f":0.7506426735 }, "nmod:assmod":{ "p":0.7618586641, "r":0.7348272642, "f":0.7480988593 }, "det":{ "p":0.8412570508, "r":0.611599297, "f":0.7082767978 }, "amod":{ "p":0.7733213159, "r":0.6739984289, "f":0.7202518363 }, "nmod:prep":{ "p":0.7058197303, "r":0.6016333938, "f":0.6495754409 }, "root":{ "p":0.7391222096, "r":0.6504078575, "f":0.6919330559 }, "aux:prtmod":{ "p":0.9265306122, "r":0.8107142857, "f":0.8647619048 }, "compound:nn":{ "p":0.7435532634, "r":0.7074450085, "f":0.7250498569 }, "dobj":{ "p":0.8111419703, "r":0.7354466005, "f":0.7714418894 }, "ccomp":{ "p":0.6647704185, "r":0.6360808709, "f":0.6501092788 }, "advmod:rcomp":{ "p":0.8328173375, "r":0.7451523546, "f":0.7865497076 }, "nmod:topic":{ "p":0.3902439024, "r":0.2597402597, "f":0.3118908382 }, "cop":{ "p":0.75951417, "r":0.6036036036, "f":0.6726425242 }, "discourse":{ "p":0.56545961, "r":0.5024752475, "f":0.5321100917 }, "neg":{ "p":0.8517397882, "r":0.6694411415, "f":0.7496671105 }, "aux:modal":{ "p":0.8658146965, "r":0.8407445708, "f":0.8530954879 }, "nmod":{ "p":0.699844479, "r":0.6105834464, "f":0.652173913 }, "aux:ba":{ "p":0.8, "r":0.7872340426, "f":0.7935656836 }, "advmod:loc":{ "p":0.6434108527, "r":0.4925816024, "f":0.5579831933 }, "aux:asp":{ "p":0.910373444, "r":0.874800638, "f":0.8922326149 }, "conj":{ "p":0.5032003012, "r":0.5052930057, "f":0.5042444822 }, "nsubjpass":{ "p":0.7857142857, "r":0.66, "f":0.7173913043 }, "compound:vc":{ "p":0.4411764706, "r":0.4663212435, "f":0.4534005038 }, "advcl:loc":{ "p":0.4962406015, "r":0.4714285714, "f":0.4835164835 }, "cc":{ "p":0.717535545, "r":0.6716947649, "f":0.6938588451 }, "advmod:dvp":{ "p":0.8548387097, "r":0.6583850932, "f":0.7438596491 }, "appos":{ "p":0.8962025316, "r":0.8137931034, "f":0.8530120482 }, "nmod:poss":{ "p":0.6931818182, "r":0.4518518519, "f":0.5470852018 }, "name":{ "p":0.6421052632, "r":0.4518518519, "f":0.5304347826 }, "nsubj:xsubj":{ "p":0.0, "r":0.0, "f":0.0 }, "nmod:range":{ "p":0.756, "r":0.6342281879, "f":0.6897810219 }, "parataxis:prnmod":{ "p":0.4705882353, "r":0.1203007519, "f":0.1916167665 }, "amod:ordmod":{ "p":0.6271186441, "r":0.578125, "f":0.6016260163 }, "erased":{ "p":0.0, "r":0.0, "f":0.0 }, "etc":{ "p":0.9277108434, "r":0.9166666667, "f":0.9221556886 } }, "ents_p":0.7355275444, "ents_r":0.6925274725, "ents_f":0.7133801223, "ents_per_type":{ "DATE":{ "p":0.774952919, "r":0.8156590684, "f":0.794785128 }, "GPE":{ "p":0.786340563, "r":0.8328445748, "f":0.8089247567 }, "ORDINAL":{ "p":0.8830409357, "r":0.7947368421, "f":0.836565097 }, "FAC":{ "p":0.4444444444, "r":0.3870967742, "f":0.4137931034 }, "ORG":{ "p":0.6987854251, "r":0.6567732116, "f":0.6771282856 }, "LOC":{ "p":0.5863192182, "r":0.4838709677, "f":0.530191458 }, "QUANTITY":{ "p":0.7592592593, "r":0.6074074074, "f":0.6748971193 }, "PERSON":{ "p":0.7900194426, "r":0.7854381443, "f":0.7877221325 }, "CARDINAL":{ "p":0.6115023474, "r":0.5252016129, "f":0.5650759219 }, "NORP":{ "p":0.7160120846, "r":0.4978991597, "f":0.5873605948 }, "TIME":{ "p":0.7475728155, "r":0.7475728155, "f":0.7475728155 }, "WORK_OF_ART":{ "p":0.5616438356, "r":0.2733333333, "f":0.3677130045 }, "MONEY":{ "p":0.9322033898, "r":0.8148148148, "f":0.8695652174 }, "EVENT":{ "p":0.6213592233, "r":0.4705882353, "f":0.5355648536 }, "PERCENT":{ "p":0.7444444444, "r":0.8072289157, "f":0.774566474 }, "PRODUCT":{ "p":0.0, "r":0.0, "f":0.0 }, "LAW":{ "p":0.3636363636, "r":0.1333333333, "f":0.1951219512 }, "LANGUAGE":{ "p":0.6, "r":0.6666666667, "f":0.6315789474 } }, "speed":6761.7357765667 }, "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" }, { "name":"Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)", "url":"https://spacy.io", "license":"CC0", "author":"Explosion" } ], "requirements":[ "spacy-pkuseg>=0.0.27,<0.1.0" ] }