|
{ |
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"lang":"en", |
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"name":"pakistan_caselaw_ner", |
|
"version":"3.8.0", |
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"description":"English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.", |
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"author":"Kevin Cole", |
|
"email":"me@kevin-cole.com", |
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"url":"https://kevin-cole.com", |
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"license":"MIT", |
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"spacy_version":">=3.8.0,<3.9.0", |
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"spacy_git_version":"5010fcbd3", |
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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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"tok2vec":[ |
|
|
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], |
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"tagger":[ |
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"$", |
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"''", |
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",", |
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"-LRB-", |
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"-RRB-", |
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".", |
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":", |
|
"ADD", |
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"AFX", |
|
"CC", |
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"CD", |
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"DT", |
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"EX", |
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"FW", |
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"HYPH", |
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"IN", |
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"JJ", |
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"JJR", |
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"JJS", |
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"LS", |
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"MD", |
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"NFP", |
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"NN", |
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"NNP", |
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"NNPS", |
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"NNS", |
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"PDT", |
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"POS", |
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"PRP", |
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"PRP$", |
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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", |
|
"XX", |
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"_SP", |
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"``" |
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], |
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"parser":[ |
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"ROOT", |
|
"acl", |
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"acomp", |
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"advcl", |
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"advmod", |
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"agent", |
|
"amod", |
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"appos", |
|
"attr", |
|
"aux", |
|
"auxpass", |
|
"case", |
|
"cc", |
|
"ccomp", |
|
"compound", |
|
"conj", |
|
"csubj", |
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"csubjpass", |
|
"dative", |
|
"dep", |
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"det", |
|
"dobj", |
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"expl", |
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"intj", |
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"mark", |
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"meta", |
|
"neg", |
|
"nmod", |
|
"npadvmod", |
|
"nsubj", |
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"nsubjpass", |
|
"nummod", |
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"oprd", |
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"parataxis", |
|
"pcomp", |
|
"pobj", |
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"poss", |
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"preconj", |
|
"predet", |
|
"prep", |
|
"prt", |
|
"punct", |
|
"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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"lemmatizer":[ |
|
|
|
], |
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"ner":[ |
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"CARDINAL", |
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"CASE_NUMBER", |
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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", |
|
"LOC", |
|
"MONEY", |
|
"NORP", |
|
"ORDINAL", |
|
"ORG", |
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"PERCENT", |
|
"PERSON", |
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"PETITIONER", |
|
"PRODUCT", |
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"QUANTITY", |
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"RESPONDENT", |
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"TIME", |
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"WORK_OF_ART" |
|
] |
|
}, |
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"pipeline":[ |
|
"tok2vec", |
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"tagger", |
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"parser", |
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"attribute_ruler", |
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"lemmatizer", |
|
"ner" |
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], |
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"components":[ |
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"tok2vec", |
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"tagger", |
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"parser", |
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"senter", |
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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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"senter" |
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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":0.972937262, |
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"sents_p":0.9200841934, |
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"sents_r":0.8939244013, |
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"sents_f":0.9068156724, |
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"dep_uas":0.9176955214, |
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"dep_las":0.8991533598, |
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"dep_las_per_type":{ |
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"prep":{ |
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"p":0.8541604085, |
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"r":0.8631379245, |
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"f":0.8586257006 |
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}, |
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"det":{ |
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"p":0.9768729642, |
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"r":0.9782271875, |
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"f":0.9775496068 |
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}, |
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"pobj":{ |
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"p":0.9620664033, |
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"r":0.966071078, |
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"f":0.9640645819 |
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}, |
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"nsubj":{ |
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"p":0.9573684677, |
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"r":0.9454983571, |
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"f":0.9513963894 |
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}, |
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"aux":{ |
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"p":0.9792295402, |
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"r":0.982106294, |
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"f":0.9806658074 |
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}, |
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"advmod":{ |
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"p":0.8525198045, |
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"r":0.8510853104, |
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"f":0.8518019535 |
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}, |
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"relcl":{ |
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"p":0.7660107335, |
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"r":0.776850508, |
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"f":0.7713925419 |
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}, |
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"root":{ |
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"p":0.9179682195, |
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"r":0.8917474767, |
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"f":0.9046678936 |
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}, |
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"xcomp":{ |
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"p":0.8814035088, |
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"r":0.9016511127, |
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"f":0.8914123492 |
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}, |
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"amod":{ |
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"p":0.9161996611, |
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"r":0.9109167477, |
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"f":0.9135505669 |
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}, |
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"compound":{ |
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"p":0.916113822, |
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"r":0.9305524616, |
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"f":0.9232766957 |
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}, |
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"poss":{ |
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"p":0.9741586538, |
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"r":0.9788647343, |
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"f":0.9765060241 |
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}, |
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"ccomp":{ |
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"p":0.7786216062, |
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"r":0.8352342159, |
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"f":0.8059349514 |
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}, |
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"attr":{ |
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"p":0.8972491909, |
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"r":0.9327165685, |
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"f":0.9146391753 |
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}, |
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"case":{ |
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"p":0.9782608696, |
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"r":0.990990991, |
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"f":0.9845847837 |
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}, |
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"mark":{ |
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"p":0.9028511088, |
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"r":0.906200318, |
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"f":0.9045226131 |
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}, |
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"intj":{ |
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"p":0.6679841897, |
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"r":0.619047619, |
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"f":0.6425855513 |
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}, |
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"advcl":{ |
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"p":0.6656519533, |
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"r":0.6607907328, |
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"f":0.6632124352 |
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}, |
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"cc":{ |
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"p":0.8345964153, |
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"r":0.8298050472, |
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"f":0.8321938347 |
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}, |
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"neg":{ |
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"p":0.9475786321, |
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"r":0.9523331661, |
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"f":0.9499499499 |
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}, |
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"conj":{ |
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"p":0.7649689441, |
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"r":0.7751762336, |
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"f":0.7700387645 |
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}, |
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"nsubjpass":{ |
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"p":0.9159021407, |
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"r":0.9215384615, |
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"f":0.9187116564 |
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}, |
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"auxpass":{ |
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"p":0.9494232476, |
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"r":0.9749430524, |
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"f":0.9620139357 |
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}, |
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"dobj":{ |
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"p":0.9231431478, |
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"r":0.9399155311, |
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"f":0.9314538419 |
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}, |
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"nummod":{ |
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"p":0.9353284301, |
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"r":0.9313131313, |
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"f":0.9333164621 |
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}, |
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"npadvmod":{ |
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"p":0.7748267898, |
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"r":0.7150976909, |
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"f":0.7437650102 |
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}, |
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"prt":{ |
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"p":0.8148760331, |
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"r":0.8835125448, |
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"f":0.8478073947 |
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}, |
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"pcomp":{ |
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"p":0.8693820225, |
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"r":0.8669467787, |
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"f":0.8681626928 |
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}, |
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"expl":{ |
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"p":0.9789029536, |
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"r":0.9935760171, |
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"f":0.9861849097 |
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}, |
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"acl":{ |
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"p":0.7417295415, |
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"r":0.6972176759, |
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"f":0.7187851519 |
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}, |
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"agent":{ |
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"p":0.8994889267, |
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"r":0.9462365591, |
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"f":0.9222707424 |
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}, |
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"dative":{ |
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"p":0.7669172932, |
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"f":0.7329341317 |
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"acomp":{ |
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"p":0.9132441163, |
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"r":0.8975056689, |
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"f":0.9053064959 |
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}, |
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"dep":{ |
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"p":0.3686006826, |
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"r":0.1753246753, |
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"f":0.2376237624 |
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}, |
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"csubj":{ |
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"p":0.7039106145, |
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"r":0.7455621302, |
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"f":0.724137931 |
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}, |
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"quantmod":{ |
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"p":0.8625336927, |
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"r":0.7798537774, |
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"f":0.819112628 |
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}, |
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"nmod":{ |
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"p":0.752886836, |
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"r":0.5959780622, |
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"f":0.6653061224 |
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}, |
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"appos":{ |
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"p":0.6866606983, |
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"r":0.6655097614, |
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"f":0.6759198061 |
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}, |
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"predet":{ |
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"p":0.8406374502, |
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"r":0.9055793991, |
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"f":0.8719008264 |
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}, |
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"preconj":{ |
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"p":0.5591397849, |
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"r":0.6046511628, |
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"f":0.5810055866 |
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}, |
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"oprd":{ |
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"p":0.8287671233, |
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"r":0.7223880597, |
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"f":0.7719298246 |
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}, |
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"parataxis":{ |
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"p":0.5860215054, |
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"r":0.4728850325, |
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"f":0.5234093637 |
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}, |
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"meta":{ |
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"p":0.8, |
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"r":0.4615384615, |
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"f":0.5853658537 |
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}, |
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"csubjpass":{ |
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"p":0.625, |
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"r":0.8333333333, |
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"f":0.7142857143 |
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} |
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}, |
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"ents_p":0.8429743795, |
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"ents_r":0.8436498397, |
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"ents_f":0.8433119744, |
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"ents_per_type":{ |
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"DATE":{ |
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"p":0.8531038722, |
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"r":0.8812698413, |
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"f":0.8669581512 |
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}, |
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"GPE":{ |
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"p":0.9142205757, |
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"r":0.8948396095, |
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"f":0.9044262757 |
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}, |
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"ORDINAL":{ |
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"p":0.7741046832, |
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"r":0.8726708075, |
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"f":0.8204379562 |
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}, |
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"ORG":{ |
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"p":0.7904834996, |
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"r":0.8191940615, |
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"f":0.8045827366 |
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}, |
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"CARDINAL":{ |
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"p":0.8149386845, |
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"r":0.8692033294, |
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"f":0.8411967779 |
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}, |
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"FAC":{ |
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"p":0.3904761905, |
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"r":0.3153846154, |
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"f":0.3489361702 |
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}, |
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"PERSON":{ |
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"p":0.8574969021, |
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"r":0.9033942559, |
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"f":0.8798474253 |
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}, |
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"NORP":{ |
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"p":0.903122498, |
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"r":0.9024, |
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"f":0.9027611044 |
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}, |
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"TIME":{ |
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"p":0.7454545455, |
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"r":0.7192982456, |
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"f":0.7321428571 |
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}, |
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"LOC":{ |
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"p":0.7356321839, |
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"r":0.6114649682, |
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"f":0.667826087 |
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}, |
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"MONEY":{ |
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"p":0.915274463, |
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"r":0.9055489965, |
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"f":0.9103857567 |
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}, |
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"QUANTITY":{ |
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"p":0.8153846154, |
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"r":0.5824175824, |
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"f":0.6794871795 |
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}, |
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"WORK_OF_ART":{ |
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"p":0.4744525547, |
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"r":0.3350515464, |
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"f":0.3927492447 |
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}, |
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"EVENT":{ |
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"p":0.6341463415, |
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"r":0.2988505747, |
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"f":0.40625 |
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}, |
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"LAW":{ |
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"p":0.4464285714, |
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"r":0.390625, |
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"f":0.4166666667 |
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}, |
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"PERCENT":{ |
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"p":0.9153354633, |
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"r":0.8774885145, |
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"f":0.8960125098 |
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}, |
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"LANGUAGE":{ |
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"p":0.7692307692, |
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"r":0.625, |
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"f":0.6896551724 |
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}, |
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"PRODUCT":{ |
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"p":0.5287356322, |
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"r":0.2180094787, |
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"f":0.3087248322 |
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} |
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}, |
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"speed":9426.1029865937 |
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}, |
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"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" |
|
} |
|
], |
|
"requirements":[ |
|
"spacy>=3.8.0,<3.9.0" |
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] |
|
} |