| { | |
| "lang":"en", | |
| "name":"core_web_trf_esco_ner", | |
| "version":"3.7.3", | |
| "description":"English transformer pipeline based on en_core_web_trf plus an entity recognizer based on the ESCO taxonomy. (Transformer(name='roberta-base', piece_encoder='byte-bpe', stride=104, type='roberta', width=768, window=144, vocab_size=50265)). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.", | |
| "author":"robipolli@gmail.com", | |
| "email":"robipolli@gmail.com", | |
| "url":"https://github.com/par-tec/esco-playground", | |
| "license":"MIT", | |
| "spacy_version":">=3.7.2,<3.8.0", | |
| "spacy_git_version":"a89eae928", | |
| "vectors":{ | |
| "width":0, | |
| "vectors":0, | |
| "keys":0, | |
| "name":null | |
| }, | |
| "labels":{ | |
| "transformer":[ | |
| ], | |
| "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", | |
| "``" | |
| ], | |
| "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" | |
| ], | |
| "entity_ruler":[ | |
| "ESCO" | |
| ] | |
| }, | |
| "pipeline":[ | |
| "transformer", | |
| "tagger", | |
| "parser", | |
| "attribute_ruler", | |
| "lemmatizer", | |
| "ner", | |
| "entity_ruler" | |
| ], | |
| "components":[ | |
| "transformer", | |
| "tagger", | |
| "parser", | |
| "attribute_ruler", | |
| "lemmatizer", | |
| "ner", | |
| "entity_ruler" | |
| ], | |
| "disabled":[ | |
| ], | |
| "performance":{ | |
| "token_acc":0.9986194413, | |
| "token_p":0.9956819193, | |
| "token_r":0.9957659295, | |
| "token_f":0.9957239226, | |
| "tag_acc":0.9812819818, | |
| "sents_p":0.9489237505, | |
| "sents_r":0.8579061943, | |
| "sents_f":0.9011225055, | |
| "dep_uas":0.9526219812, | |
| "dep_las":0.9390746643, | |
| "dep_las_per_type":{ | |
| "prep":{ | |
| "p":0.9223201786, | |
| "r":0.9249098843, | |
| "f":0.9236132161 | |
| }, | |
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| "p":0.990090935, | |
| "r":0.9899698279, | |
| "f":0.9900303778 | |
| }, | |
| "pobj":{ | |
| "p":0.9835570206, | |
| "r":0.9842136265, | |
| "f":0.983885214 | |
| }, | |
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| "p":0.9807776705, | |
| "r":0.979101862, | |
| "f":0.9799390498 | |
| }, | |
| "aux":{ | |
| "p":0.9887940235, | |
| "r":0.9897623075, | |
| "f":0.9892779285 | |
| }, | |
| "advmod":{ | |
| "p":0.9001865672, | |
| "r":0.8930674743, | |
| "f":0.8966128896 | |
| }, | |
| "relcl":{ | |
| "p":0.8803418803, | |
| "r":0.8969521045, | |
| "f":0.8885693746 | |
| }, | |
| "root":{ | |
| "p":0.9669463699, | |
| "r":0.8742001451, | |
| "f":0.9182372506 | |
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| }, | |
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| "f":0.8823357094 | |
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| "attr":{ | |
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| }, | |
| "case":{ | |
| "p":0.9890547264, | |
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| "f":0.9920159681 | |
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| }, | |
| "ents_p":0.9008293365, | |
| "ents_r":0.9029947917, | |
| "ents_f":0.9019107643, | |
| "ents_per_type":{ | |
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| "QUANTITY":{ | |
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| "LOC":{ | |
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| "PRODUCT":{ | |
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| "MONEY":{ | |
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| "EVENT":{ | |
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| "f":0.7109634551 | |
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| "WORK_OF_ART":{ | |
| "p":0.7151898734, | |
| "r":0.5824742268, | |
| "f":0.6420454545 | |
| }, | |
| "PERCENT":{ | |
| "p":0.9207606973, | |
| "r":0.8897396631, | |
| "f":0.9049844237 | |
| }, | |
| "LANGUAGE":{ | |
| "p":1.0, | |
| "r":0.75, | |
| "f":0.8571428571 | |
| } | |
| }, | |
| "speed":3991.5559399451 | |
| }, | |
| "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":"roberta-base", | |
| "author":"Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov", | |
| "url":"https://github.com/pytorch/fairseq/tree/master/examples/roberta", | |
| "license":"" | |
| } | |
| ], | |
| "requirements":[ | |
| "spacy-curated-transformers>=0.2.0,<0.3.0" | |
| ] | |
| } |