| { | |
| "lang":"zh", | |
| "name":"core_web_trf", | |
| "version":"3.4.0", | |
| "description":"Chinese transformer pipeline (bert-base-chinese). Components: transformer, tagger, parser, ner, attribute_ruler.", | |
| "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":0, | |
| "vectors":0, | |
| "keys":0, | |
| "name":null | |
| }, | |
| "labels":{ | |
| "transformer":[ | |
| ], | |
| "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" | |
| ], | |
| "attribute_ruler":[ | |
| ], | |
| "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", | |
| "ner" | |
| ], | |
| "components":[ | |
| "transformer", | |
| "tagger", | |
| "parser", | |
| "attribute_ruler", | |
| "ner" | |
| ], | |
| "disabled":[ | |
| ], | |
| "performance":{ | |
| "token_acc":0.9788303388, | |
| "token_p":0.9458325855, | |
| "token_r":0.9136060443, | |
| "token_f":0.9294400505, | |
| "tag_acc":0.9237103231, | |
| "sents_p":0.6885372443, | |
| "sents_r":0.5939736974, | |
| "sents_f":0.6377692376, | |
| "dep_uas":0.7641386414, | |
| "dep_las":0.724427042, | |
| "dep_las_per_type":{ | |
| "dep":{ | |
| "p":0.556125806, | |
| "r":0.4269980802, | |
| "f":0.4830818473 | |
| }, | |
| "case":{ | |
| "p":0.9095206829, | |
| "r":0.8397187197, | |
| "f":0.8732270062 | |
| }, | |
| "nmod:tmod":{ | |
| "p":0.801082544, | |
| "r":0.8054421769, | |
| "f":0.803256445 | |
| }, | |
| "nummod":{ | |
| "p":0.8936170213, | |
| "r":0.5876082612, | |
| "f":0.7090032154 | |
| }, | |
| "mark:clf":{ | |
| "p":0.9504950495, | |
| "r":0.572920552, | |
| "f":0.7149173842 | |
| }, | |
| "auxpass":{ | |
| "p":0.9293478261, | |
| "r":0.9243243243, | |
| "f":0.9268292683 | |
| }, | |
| "nsubj":{ | |
| "p":0.8697112156, | |
| "r":0.7953568358, | |
| "f":0.8308738612 | |
| }, | |
| "acl":{ | |
| "p":0.8118811881, | |
| "r":0.7276760954, | |
| "f":0.7674758701 | |
| }, | |
| "advmod":{ | |
| "p":0.8822219311, | |
| "r":0.7633189753, | |
| "f":0.8184746278 | |
| }, | |
| "mark":{ | |
| "p":0.8395604396, | |
| "r":0.8369851008, | |
| "f":0.8382707922 | |
| }, | |
| "xcomp":{ | |
| "p":0.8200757576, | |
| "r":0.7052117264, | |
| "f":0.7583187391 | |
| }, | |
| "nmod:assmod":{ | |
| "p":0.8556113903, | |
| "r":0.7948957361, | |
| "f":0.8241368183 | |
| }, | |
| "det":{ | |
| "p":0.8923076923, | |
| "r":0.6455770357, | |
| "f":0.7491502379 | |
| }, | |
| "amod":{ | |
| "p":0.8492438563, | |
| "r":0.7058130401, | |
| "f":0.7709137709 | |
| }, | |
| "nmod:prep":{ | |
| "p":0.8267821452, | |
| "r":0.7507562008, | |
| "f":0.7869372226 | |
| }, | |
| "root":{ | |
| "p":0.7861788618, | |
| "r":0.643915432, | |
| "f":0.7079710808 | |
| }, | |
| "aux:prtmod":{ | |
| "p":0.9291338583, | |
| "r":0.8428571429, | |
| "f":0.8838951311 | |
| }, | |
| "compound:nn":{ | |
| "p":0.8028863076, | |
| "r":0.7719120135, | |
| "f":0.787094548 | |
| }, | |
| "dobj":{ | |
| "p":0.9105064743, | |
| "r":0.8228410606, | |
| "f":0.8644568939 | |
| }, | |
| "ccomp":{ | |
| "p":0.783817952, | |
| "r":0.7231726283, | |
| "f":0.7522750253 | |
| }, | |
| "advmod:rcomp":{ | |
| "p":0.8445747801, | |
| "r":0.7977839335, | |
| "f":0.8205128205 | |
| }, | |
| "nmod:topic":{ | |
| "p":0.4741641337, | |
| "r":0.5064935065, | |
| "f":0.4897959184 | |
| }, | |
| "cop":{ | |
| "p":0.8486672399, | |
| "r":0.6351351351, | |
| "f":0.7265366213 | |
| }, | |
| "discourse":{ | |
| "p":0.5922939068, | |
| "r":0.545379538, | |
| "f":0.5678694158 | |
| }, | |
| "neg":{ | |
| "p":0.8825347759, | |
| "r":0.6789536266, | |
| "f":0.7674731183 | |
| }, | |
| "aux:modal":{ | |
| "p":0.8969631236, | |
| "r":0.8552223371, | |
| "f":0.8755955532 | |
| }, | |
| "nmod":{ | |
| "p":0.8, | |
| "r":0.7598371777, | |
| "f":0.779401531 | |
| }, | |
| "aux:ba":{ | |
| "p":0.9162011173, | |
| "r":0.8723404255, | |
| "f":0.89373297 | |
| }, | |
| "advmod:loc":{ | |
| "p":0.792, | |
| "r":0.587537092, | |
| "f":0.6746166951 | |
| }, | |
| "aux:asp":{ | |
| "p":0.9298986486, | |
| "r":0.8779904306, | |
| "f":0.9031993437 | |
| }, | |
| "conj":{ | |
| "p":0.615168012, | |
| "r":0.6194706994, | |
| "f":0.6173118583 | |
| }, | |
| "nsubjpass":{ | |
| "p":0.8723404255, | |
| "r":0.82, | |
| "f":0.8453608247 | |
| }, | |
| "compound:vc":{ | |
| "p":0.5339805825, | |
| "r":0.5699481865, | |
| "f":0.5513784461 | |
| }, | |
| "advcl:loc":{ | |
| "p":0.6567164179, | |
| "r":0.6285714286, | |
| "f":0.6423357664 | |
| }, | |
| "cc":{ | |
| "p":0.7996306556, | |
| "r":0.7684117125, | |
| "f":0.7837104072 | |
| }, | |
| "advmod:dvp":{ | |
| "p":0.8518518519, | |
| "r":0.7142857143, | |
| "f":0.777027027 | |
| }, | |
| "amod:ordmod":{ | |
| "p":0.703125, | |
| "r":0.703125, | |
| "f":0.703125 | |
| }, | |
| "appos":{ | |
| "p":0.9509803922, | |
| "r":0.891954023, | |
| "f":0.9205219454 | |
| }, | |
| "nmod:poss":{ | |
| "p":0.8230088496, | |
| "r":0.6888888889, | |
| "f":0.75 | |
| }, | |
| "name":{ | |
| "p":0.6513761468, | |
| "r":0.5259259259, | |
| "f":0.5819672131 | |
| }, | |
| "nsubj:xsubj":{ | |
| "p":0.0, | |
| "r":0.0, | |
| "f":0.0 | |
| }, | |
| "nmod:range":{ | |
| "p":0.8264150943, | |
| "r":0.7348993289, | |
| "f":0.7779751332 | |
| }, | |
| "parataxis:prnmod":{ | |
| "p":0.2475247525, | |
| "r":0.1879699248, | |
| "f":0.2136752137 | |
| }, | |
| "erased":{ | |
| "p":0.0, | |
| "r":0.0, | |
| "f":0.0 | |
| }, | |
| "etc":{ | |
| "p":0.8965517241, | |
| "r":0.9285714286, | |
| "f":0.9122807018 | |
| } | |
| }, | |
| "ents_p":0.6807715613, | |
| "ents_r":0.7407692308, | |
| "ents_f":0.7095042627, | |
| "ents_per_type":{ | |
| "DATE":{ | |
| "p":0.7026116259, | |
| "r":0.8265609514, | |
| "f":0.7595628415 | |
| }, | |
| "GPE":{ | |
| "p":0.8069756331, | |
| "r":0.8255131965, | |
| "f":0.816139164 | |
| }, | |
| "ORDINAL":{ | |
| "p":0.8514285714, | |
| "r":0.7842105263, | |
| "f":0.8164383562 | |
| }, | |
| "FAC":{ | |
| "p":0.4751381215, | |
| "r":0.4623655914, | |
| "f":0.4686648501 | |
| }, | |
| "ORG":{ | |
| "p":0.7506033789, | |
| "r":0.7100456621, | |
| "f":0.7297614392 | |
| }, | |
| "LOC":{ | |
| "p":0.1955867603, | |
| "r":0.5241935484, | |
| "f":0.2848794741 | |
| }, | |
| "NORP":{ | |
| "p":0.6170212766, | |
| "r":0.6092436975, | |
| "f":0.6131078224 | |
| }, | |
| "QUANTITY":{ | |
| "p":0.615942029, | |
| "r":0.6296296296, | |
| "f":0.6227106227 | |
| }, | |
| "PERSON":{ | |
| "p":0.8742783836, | |
| "r":0.8782216495, | |
| "f":0.8762455802 | |
| }, | |
| "CARDINAL":{ | |
| "p":0.560111836, | |
| "r":0.6058467742, | |
| "f":0.5820823245 | |
| }, | |
| "TIME":{ | |
| "p":0.7314814815, | |
| "r":0.7669902913, | |
| "f":0.7488151659 | |
| }, | |
| "WORK_OF_ART":{ | |
| "p":0.4108527132, | |
| "r":0.3533333333, | |
| "f":0.3799283154 | |
| }, | |
| "MONEY":{ | |
| "p":0.873015873, | |
| "r":0.8148148148, | |
| "f":0.8429118774 | |
| }, | |
| "EVENT":{ | |
| "p":0.5945945946, | |
| "r":0.6470588235, | |
| "f":0.6197183099 | |
| }, | |
| "PRODUCT":{ | |
| "p":0.375, | |
| "r":0.1836734694, | |
| "f":0.2465753425 | |
| }, | |
| "PERCENT":{ | |
| "p":0.843373494, | |
| "r":0.843373494, | |
| "f":0.843373494 | |
| }, | |
| "LAW":{ | |
| "p":0.3958333333, | |
| "r":0.3166666667, | |
| "f":0.3518518519 | |
| }, | |
| "LANGUAGE":{ | |
| "p":0.75, | |
| "r":1.0, | |
| "f":0.8571428571 | |
| } | |
| }, | |
| "speed":4551.3152436145 | |
| }, | |
| "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":"bert-base-chinese", | |
| "author":"Hugging Face", | |
| "url":"https://huggingface.co/bert-base-chinese", | |
| "license":"" | |
| } | |
| ], | |
| "requirements":[ | |
| "spacy-transformers>=1.1.2,<1.2.0", | |
| "spacy-pkuseg>=0.0.27,<0.1.0" | |
| ] | |
| } |