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{ |
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"lang":"en", |
|
"name":"core_web_trf", |
|
"version":"3.1.0", |
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"description":"English transformer pipeline (roberta-base). 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", |
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"spacy_version":">=3.1.0,<3.2.0", |
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"spacy_git_version":"caba63b74", |
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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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"performance":{ |
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"tag_acc":0.9779597496, |
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"dep_uas":0.9529693229, |
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"ents_p":0.898632744, |
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"ents_f":0.8986102416, |
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"sents_f":0.9055009007, |
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"speed":5467.6411211076, |
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"dep_las_per_type":{ |
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"prep":{ |
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"p":0.9227131724, |
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"r":0.9254790362, |
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"f":0.9240940347 |
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}, |
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"det":{ |
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"p":0.9901676798, |
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"f":0.989864796 |
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}, |
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"pobj":{ |
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"p":0.9827126617, |
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"r":0.9844492441, |
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"f":0.9835801864 |
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}, |
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"f":0.9796687407 |
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}, |
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"aux":{ |
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}, |
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"advmod":{ |
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"f":0.8857500447 |
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"root":{ |
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"f":0.9188327442 |
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"f":0.9008525607 |
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"neg":{ |
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"f":0.958677686 |
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"conj":{ |
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"p":0.9584077571, |
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"npadvmod":{ |
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"p":0.85505659, |
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"f":0.9269149684 |
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"expl":{ |
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"p":0.8256564787, |
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"predet":{ |
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"meta":{ |
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} |
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}, |
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"ents_per_type":{ |
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"DATE":{ |
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"p":0.8967681205, |
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"LOC":{ |
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"f":0.8646572104 |
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}, |
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"PERSON":{ |
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"p":0.9422647528, |
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"r":0.9640992167, |
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"f":0.9530569447 |
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}, |
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"NORP":{ |
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"p":0.9249800479, |
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"r":0.9272, |
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"f":0.9260886936 |
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}, |
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"LAW":{ |
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"p":0.5789473684, |
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"r":0.6875, |
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"f":0.6285714286 |
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"PRODUCT":{ |
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"p":0.6686746988, |
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"r":0.5260663507, |
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"f":0.5888594164 |
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}, |
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"TIME":{ |
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"p":0.7287671233, |
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"r":0.7777777778, |
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"f":0.7524752475 |
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}, |
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"EVENT":{ |
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"p":0.7443609023, |
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"f":0.6449511401 |
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}, |
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"WORK_OF_ART":{ |
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"p":0.5721925134, |
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"r":0.5515463918, |
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"f":0.56167979 |
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}, |
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"MONEY":{ |
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"p":0.9120481928, |
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"r":0.893742621, |
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"f":0.9028026237 |
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}, |
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"PERCENT":{ |
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"p":0.9164037855, |
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"r":0.8897396631, |
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"f":0.9028749029 |
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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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}, |
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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":"MIT" |
|
} |
|
], |
|
"requirements":[ |
|
"spacy-transformers>=1.0.3,<1.1.0" |
|
] |
|
} |