|
{ |
|
"lang":"en", |
|
"name":"data_dev_spacy_trf_1", |
|
"version":"3.7.3", |
|
"description":"English transformer pipeline (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":"Explosion", |
|
"email":"contact@explosion.ai", |
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"url":"https://explosion.ai", |
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"license":"MIT", |
|
"spacy_version":">=3.7.2,<3.8.0", |
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"spacy_git_version":"a89eae928", |
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"vectors":{ |
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"width":0, |
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"vectors":0, |
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"keys":0, |
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"name":null |
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}, |
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"labels":{ |
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"transformer":[ |
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|
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], |
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"tagger":[ |
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"$", |
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"''", |
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",", |
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"-LRB-", |
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"-RRB-", |
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".", |
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":", |
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"ADD", |
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"AFX", |
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"CC", |
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"CD", |
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"DT", |
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"EX", |
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"FW", |
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"HYPH", |
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"IN", |
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"JJ", |
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"JJR", |
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"JJS", |
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"LS", |
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"MD", |
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"NFP", |
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"NN", |
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"NNP", |
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"NNPS", |
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"NNS", |
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"PDT", |
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"POS", |
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"PRP", |
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"PRP$", |
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"RB", |
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"RBR", |
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"RBS", |
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"RP", |
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"SYM", |
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"TO", |
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"UH", |
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"VB", |
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"VBD", |
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"VBG", |
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"VBN", |
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"VBP", |
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"VBZ", |
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"WDT", |
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"WP", |
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"WP$", |
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"WRB", |
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"XX", |
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"``" |
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], |
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"parser":[ |
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"ROOT", |
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"acl", |
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"acomp", |
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"advcl", |
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"advmod", |
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"agent", |
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"amod", |
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"appos", |
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"attr", |
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"aux", |
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"auxpass", |
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"case", |
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"cc", |
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"ccomp", |
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"compound", |
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"conj", |
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"csubj", |
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"csubjpass", |
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"dative", |
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"dep", |
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"det", |
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"dobj", |
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"expl", |
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"intj", |
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"mark", |
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"meta", |
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"neg", |
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"nmod", |
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"npadvmod", |
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"nsubj", |
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"nsubjpass", |
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"nummod", |
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"oprd", |
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"parataxis", |
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"pcomp", |
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"pobj", |
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"poss", |
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"preconj", |
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"predet", |
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"prep", |
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"prt", |
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"punct", |
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"quantmod", |
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"relcl", |
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"xcomp" |
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], |
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"attribute_ruler":[ |
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|
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], |
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"lemmatizer":[ |
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|
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], |
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"ner":[ |
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"CARDINAL", |
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"DATE", |
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"EVENT", |
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"FAC", |
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"GPE", |
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"LANGUAGE", |
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"LAW", |
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"LOC", |
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"MONEY", |
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"NORP", |
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"ORDINAL", |
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"ORG", |
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"PERCENT", |
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"PERSON", |
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"PRODUCT", |
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"QUANTITY", |
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"TIME", |
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"WORK_OF_ART" |
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] |
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}, |
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"pipeline":[ |
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"transformer", |
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"tagger", |
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"parser", |
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"attribute_ruler", |
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"lemmatizer", |
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"ner" |
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], |
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"components":[ |
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"transformer", |
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"tagger", |
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"parser", |
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"attribute_ruler", |
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"lemmatizer", |
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"ner" |
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], |
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"disabled":[ |
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|
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], |
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"performance":{ |
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"token_acc":0.9986194413, |
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"token_p":0.9956819193, |
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"token_r":0.9957659295, |
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"token_f":0.9957239226, |
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"tag_acc":0.9812819818, |
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"sents_p":0.9489237505, |
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"sents_r":0.8579061943, |
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"sents_f":0.9011225055, |
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"dep_uas":0.9526219812, |
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"dep_las":0.9390746643, |
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"dep_las_per_type":{ |
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"prep":{ |
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"p":0.9223201786, |
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"r":0.9249098843, |
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"f":0.9236132161 |
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"det":{ |
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"p":0.990090935, |
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"r":0.9899698279, |
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"f":0.9900303778 |
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}, |
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"pobj":{ |
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"p":0.9835570206, |
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"r":0.9842136265, |
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"f":0.983885214 |
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}, |
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"nsubj":{ |
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"p":0.9807776705, |
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"r":0.979101862, |
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"f":0.9799390498 |
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}, |
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"aux":{ |
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"p":0.9887940235, |
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"r":0.9897623075, |
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"f":0.9892779285 |
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"advmod":{ |
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"p":0.9001865672, |
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"relcl":{ |
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"p":0.8803418803, |
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"root":{ |
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}, |
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"p":0.9461705202, |
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"f":0.9636318034 |
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"p":0.9721071087, |
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"f":0.9720683747 |
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"nummod":{ |
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"p":0.9453538152, |
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"r":0.947979798, |
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"f":0.9466649855 |
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"npadvmod":{ |
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"p":0.8455314454, |
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"r":0.81669627, |
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"f":0.8308637514 |
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"prt":{ |
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"pcomp":{ |
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"p":0.9215277778, |
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"r":0.9292717087, |
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"f":0.9253835425 |
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"expl":{ |
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"p":0.9935897436, |
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"f":0.9946524064 |
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"acl":{ |
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"f":0.8481532148 |
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"p":0.8208248817, |
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"p":0.8061396131, |
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} |
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}, |
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"ents_p":0.9008293365, |
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"ents_per_type":{ |
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"f":0.8665091553 |
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}, |
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"PERSON":{ |
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"p":0.9385492556, |
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"f":0.9525799711 |
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}, |
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"NORP":{ |
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"p":0.9271417134, |
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"f":0.9267707083 |
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}, |
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"FAC":{ |
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"p":0.5524861878, |
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"f":0.6430868167 |
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}, |
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"LAW":{ |
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"p":0.5970149254, |
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"r":0.625, |
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"f":0.6106870229 |
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}, |
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"TIME":{ |
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"p":0.7486631016, |
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"f":0.782122905 |
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}, |
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"PRODUCT":{ |
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"p":0.6411483254, |
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"f":0.6380952381 |
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}, |
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"MONEY":{ |
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"p":0.9220779221, |
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"f":0.9220779221 |
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}, |
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"p":0.842519685, |
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"r":0.6149425287, |
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"f":0.7109634551 |
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}, |
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"WORK_OF_ART":{ |
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"p":0.7151898734, |
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"r":0.5824742268, |
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"f":0.6420454545 |
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}, |
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"PERCENT":{ |
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"p":0.9207606973, |
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"r":0.8897396631, |
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"f":0.9049844237 |
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}, |
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"LANGUAGE":{ |
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"p":1.0, |
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"r":0.75, |
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"f":0.8571428571 |
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} |
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}, |
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"speed":3991.5559399451 |
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}, |
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"sources":[ |
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{ |
|
"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" |
|
] |
|
} |