| { | |
| "lang":"zh", | |
| "name":"core_web_trf", | |
| "version":"3.1.0", | |
| "description":"Chinese transformer pipeline (bert-base-chinese). Components: transformer, tagger, parser, ner, attribute_ruler.", | |
| "author":"Explosion", | |
| "email":"[email protected]", | |
| "url":"https://explosion.ai", | |
| "license":"MIT", | |
| "spacy_version":">=3.1.0,<3.2.0", | |
| "spacy_git_version":"caba63b74", | |
| "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, | |
| "tag_acc":0.92444533, | |
| "dep_uas":0.7661671924, | |
| "dep_las":0.727981345, | |
| "ents_p":0.6744976507, | |
| "ents_r":0.7414285714, | |
| "ents_f":0.7063811967, | |
| "sents_p":0.6917940608, | |
| "sents_r":0.655402031, | |
| "sents_f":0.6731065139, | |
| "speed":4304.7686585922, | |
| "dep_las_per_type":{ | |
| "dep":{ | |
| "p":0.5611908839, | |
| "r":0.4304334647, | |
| "f":0.4871912168 | |
| }, | |
| "case":{ | |
| "p":0.9069435432, | |
| "r":0.8472356935, | |
| "f":0.8760734658 | |
| }, | |
| "nmod:tmod":{ | |
| "p":0.8046448087, | |
| "r":0.8013605442, | |
| "f":0.8029993183 | |
| }, | |
| "nummod":{ | |
| "p":0.9012345679, | |
| "r":0.583610926, | |
| "f":0.7084512738 | |
| }, | |
| "mark:clf":{ | |
| "p":0.9517326733, | |
| "r":0.5736665423, | |
| "f":0.7158482662 | |
| }, | |
| "auxpass":{ | |
| "p":0.9293478261, | |
| "r":0.9243243243, | |
| "f":0.9268292683 | |
| }, | |
| "nsubj":{ | |
| "p":0.8733342307, | |
| "r":0.7969536912, | |
| "f":0.8333975594 | |
| }, | |
| "acl":{ | |
| "p":0.8216805645, | |
| "r":0.7104825291, | |
| "f":0.762046401 | |
| }, | |
| "advmod":{ | |
| "p":0.8829383266, | |
| "r":0.7643391521, | |
| "f":0.819369342 | |
| }, | |
| "mark":{ | |
| "p":0.865225391, | |
| "r":0.82427695, | |
| "f":0.8442549372 | |
| }, | |
| "xcomp":{ | |
| "p":0.8221343874, | |
| "r":0.67752443, | |
| "f":0.7428571429 | |
| }, | |
| "nmod:assmod":{ | |
| "p":0.8709787817, | |
| "r":0.7920946156, | |
| "f":0.8296658517 | |
| }, | |
| "det":{ | |
| "p":0.9033306255, | |
| "r":0.6514352665, | |
| "f":0.7569775357 | |
| }, | |
| "amod":{ | |
| "p":0.8509749304, | |
| "r":0.7199528672, | |
| "f":0.78 | |
| }, | |
| "nmod:prep":{ | |
| "p":0.8192449048, | |
| "r":0.7416817907, | |
| "f":0.7785362756 | |
| }, | |
| "root":{ | |
| "p":0.7726093403, | |
| "r":0.6940236391, | |
| "f":0.7312110848 | |
| }, | |
| "aux:prtmod":{ | |
| "p":0.9042145594, | |
| "r":0.8428571429, | |
| "f":0.8724584104 | |
| }, | |
| "compound:nn":{ | |
| "p":0.8040945994, | |
| "r":0.7708967851, | |
| "f":0.7871458189 | |
| }, | |
| "dobj":{ | |
| "p":0.9081300813, | |
| "r":0.8272848467, | |
| "f":0.8658243547 | |
| }, | |
| "ccomp":{ | |
| "p":0.7877000842, | |
| "r":0.7270606532, | |
| "f":0.7561665993 | |
| }, | |
| "advmod:rcomp":{ | |
| "p":0.8475609756, | |
| "r":0.7700831025, | |
| "f":0.8069666183 | |
| }, | |
| "nmod:topic":{ | |
| "p":0.5434782609, | |
| "r":0.487012987, | |
| "f":0.5136986301 | |
| }, | |
| "cop":{ | |
| "p":0.8351555929, | |
| "r":0.638996139, | |
| "f":0.7240247904 | |
| }, | |
| "discourse":{ | |
| "p":0.6153846154, | |
| "r":0.5478547855, | |
| "f":0.5796595373 | |
| }, | |
| "neg":{ | |
| "p":0.8932496075, | |
| "r":0.6765755054, | |
| "f":0.7699594046 | |
| }, | |
| "aux:modal":{ | |
| "p":0.9019823789, | |
| "r":0.8469493278, | |
| "f":0.8736 | |
| }, | |
| "nmod":{ | |
| "p":0.7988505747, | |
| "r":0.7544097693, | |
| "f":0.7759944173 | |
| }, | |
| "aux:ba":{ | |
| "p":0.9265536723, | |
| "r":0.8723404255, | |
| "f":0.898630137 | |
| }, | |
| "advmod:loc":{ | |
| "p":0.80859375, | |
| "r":0.6142433234, | |
| "f":0.6981450253 | |
| }, | |
| "aux:asp":{ | |
| "p":0.9320882852, | |
| "r":0.8755980861, | |
| "f":0.9029605263 | |
| }, | |
| "conj":{ | |
| "p":0.6313854489, | |
| "r":0.6168241966, | |
| "f":0.6240198891 | |
| }, | |
| "nsubjpass":{ | |
| "p":0.8913043478, | |
| "r":0.82, | |
| "f":0.8541666667 | |
| }, | |
| "compound:vc":{ | |
| "p":0.5459183673, | |
| "r":0.5544041451, | |
| "f":0.5501285347 | |
| }, | |
| "advcl:loc":{ | |
| "p":0.7586206897, | |
| "r":0.6285714286, | |
| "f":0.6875 | |
| }, | |
| "cc":{ | |
| "p":0.7972477064, | |
| "r":0.7710736469, | |
| "f":0.7839422643 | |
| }, | |
| "advmod:dvp":{ | |
| "p":0.9076923077, | |
| "r":0.7329192547, | |
| "f":0.8109965636 | |
| }, | |
| "amod:ordmod":{ | |
| "p":0.6666666667, | |
| "r":0.59375, | |
| "f":0.6280991736 | |
| }, | |
| "appos":{ | |
| "p":0.9434889435, | |
| "r":0.8827586207, | |
| "f":0.9121140143 | |
| }, | |
| "nmod:poss":{ | |
| "p":0.7647058824, | |
| "r":0.6740740741, | |
| "f":0.7165354331 | |
| }, | |
| "name":{ | |
| "p":0.6097560976, | |
| "r":0.5555555556, | |
| "f":0.5813953488 | |
| }, | |
| "nsubj:xsubj":{ | |
| "p":0.5, | |
| "r":0.1, | |
| "f":0.1666666667 | |
| }, | |
| "nmod:range":{ | |
| "p":0.8295454545, | |
| "r":0.7348993289, | |
| "f":0.7793594306 | |
| }, | |
| "parataxis:prnmod":{ | |
| "p":0.3663366337, | |
| "r":0.2781954887, | |
| "f":0.3162393162 | |
| }, | |
| "erased":{ | |
| "p":0.0, | |
| "r":0.0, | |
| "f":0.0 | |
| }, | |
| "etc":{ | |
| "p":0.9285714286, | |
| "r":0.9285714286, | |
| "f":0.9285714286 | |
| } | |
| }, | |
| "ents_per_type":{ | |
| "DATE":{ | |
| "p":0.6931530008, | |
| "r":0.8126858276, | |
| "f":0.7481751825 | |
| }, | |
| "GPE":{ | |
| "p":0.792633015, | |
| "r":0.8519061584, | |
| "f":0.8212014134 | |
| }, | |
| "CARDINAL":{ | |
| "p":0.5527502254, | |
| "r":0.6179435484, | |
| "f":0.5835316516 | |
| }, | |
| "ORDINAL":{ | |
| "p":0.8287292818, | |
| "r":0.7894736842, | |
| "f":0.8086253369 | |
| }, | |
| "FAC":{ | |
| "p":0.5301204819, | |
| "r":0.4731182796, | |
| "f":0.5 | |
| }, | |
| "ORG":{ | |
| "p":0.7304479879, | |
| "r":0.7321156773, | |
| "f":0.7312808818 | |
| }, | |
| "LOC":{ | |
| "p":0.1899383984, | |
| "r":0.497311828, | |
| "f":0.2748885587 | |
| }, | |
| "NORP":{ | |
| "p":0.6797900262, | |
| "r":0.5441176471, | |
| "f":0.6044340723 | |
| }, | |
| "QUANTITY":{ | |
| "p":0.7363636364, | |
| "r":0.6, | |
| "f":0.6612244898 | |
| }, | |
| "PERSON":{ | |
| "p":0.8649842271, | |
| "r":0.8833762887, | |
| "f":0.8740835193 | |
| }, | |
| "TIME":{ | |
| "p":0.711627907, | |
| "r":0.7427184466, | |
| "f":0.7268408551 | |
| }, | |
| "WORK_OF_ART":{ | |
| "p":0.1849315068, | |
| "r":0.18, | |
| "f":0.1824324324 | |
| }, | |
| "MONEY":{ | |
| "p":0.8682170543, | |
| "r":0.8296296296, | |
| "f":0.8484848485 | |
| }, | |
| "EVENT":{ | |
| "p":0.5804195804, | |
| "r":0.6102941176, | |
| "f":0.5949820789 | |
| }, | |
| "PERCENT":{ | |
| "p":0.7640449438, | |
| "r":0.8192771084, | |
| "f":0.7906976744 | |
| }, | |
| "PRODUCT":{ | |
| "p":0.5384615385, | |
| "r":0.1428571429, | |
| "f":0.2258064516 | |
| }, | |
| "LAW":{ | |
| "p":0.3076923077, | |
| "r":0.2666666667, | |
| "f":0.2857142857 | |
| }, | |
| "LANGUAGE":{ | |
| "p":0.8181818182, | |
| "r":1.0, | |
| "f":0.9 | |
| } | |
| } | |
| }, | |
| "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>=1.0.3,<1.1.0", | |
| "spacy-pkuseg>=0.0.27,<0.1.0" | |
| ] | |
| } |