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{ |
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"lang":"en", |
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"name":"ner_job_postings", |
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"version":"3.6.0", |
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"description":"English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer.", |
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"author":"Explosion", |
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"email":"[email protected]", |
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"url":"https://explosion.ai", |
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"license":"MIT", |
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"spacy_version":">=3.6.0,<3.7.0", |
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"spacy_git_version":"cb4fdc83e", |
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"vectors":{ |
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"width":300, |
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"vectors":514157, |
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"keys":514157, |
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"name":"en_vectors" |
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}, |
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"labels":{ |
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"tok2vec":[ |
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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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"_SP", |
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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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"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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"EXPERIENCE", |
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"FAC", |
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"FACILITY", |
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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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"PROFESSION", |
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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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"tok2vec", |
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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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"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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], |
|
"disabled":[ |
|
"senter" |
|
], |
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"performance":{ |
|
"token_acc":0.9986194413, |
|
"token_p":0.9956819193, |
|
"token_r":0.9957659295, |
|
"token_f":0.9957239226, |
|
"tag_acc":0.9734810915, |
|
"sents_p":0.9219292867, |
|
"sents_r":0.8927369879, |
|
"sents_f":0.907098331, |
|
"dep_uas":0.9208198801, |
|
"dep_las":0.9027174273, |
|
"dep_las_per_type":{ |
|
"prep":{ |
|
"p":0.8601948321, |
|
"r":0.8677670271, |
|
"f":0.8639643383 |
|
}, |
|
"det":{ |
|
"p":0.9792625789, |
|
"r":0.980021202, |
|
"f":0.9796417436 |
|
}, |
|
"pobj":{ |
|
"p":0.9637052664, |
|
"r":0.9686628706, |
|
"f":0.966177709 |
|
}, |
|
"nsubj":{ |
|
"p":0.9559814937, |
|
"r":0.9505366922, |
|
"f":0.9532513181 |
|
}, |
|
"aux":{ |
|
"p":0.9805627052, |
|
"r":0.9835306686, |
|
"f":0.9820444444 |
|
}, |
|
"advmod":{ |
|
"p":0.8575647625, |
|
"r":0.8550395423, |
|
"f":0.8563002907 |
|
}, |
|
"relcl":{ |
|
"p":0.7582954942, |
|
"r":0.7877358491, |
|
"f":0.7727353622 |
|
}, |
|
"root":{ |
|
"p":0.9225318526, |
|
"r":0.8931987598, |
|
"f":0.9076283684 |
|
}, |
|
"xcomp":{ |
|
"p":0.8885734564, |
|
"r":0.8987796123, |
|
"f":0.8936473947 |
|
}, |
|
"amod":{ |
|
"p":0.9205863192, |
|
"r":0.9155166829, |
|
"f":0.9180445022 |
|
}, |
|
"compound":{ |
|
"p":0.9182062387, |
|
"r":0.9327801292, |
|
"f":0.9254358096 |
|
}, |
|
"poss":{ |
|
"p":0.9745235707, |
|
"r":0.9778582931, |
|
"f":0.976188084 |
|
}, |
|
"ccomp":{ |
|
"p":0.779082774, |
|
"r":0.8511201629, |
|
"f":0.8135098306 |
|
}, |
|
"attr":{ |
|
"p":0.9063777596, |
|
"r":0.9322960471, |
|
"f":0.9191542289 |
|
}, |
|
"case":{ |
|
"p":0.9806835067, |
|
"r":0.990990991, |
|
"f":0.9858103062 |
|
}, |
|
"mark":{ |
|
"p":0.9073055774, |
|
"r":0.9181240064, |
|
"f":0.9126827341 |
|
}, |
|
"intj":{ |
|
"p":0.6783762685, |
|
"r":0.6366300366, |
|
"f":0.656840514 |
|
}, |
|
"advcl":{ |
|
"p":0.6740684022, |
|
"r":0.6650717703, |
|
"f":0.6695398656 |
|
}, |
|
"cc":{ |
|
"p":0.8397405094, |
|
"r":0.836024399, |
|
"f":0.8378783338 |
|
}, |
|
"neg":{ |
|
"p":0.9455272364, |
|
"r":0.9493226292, |
|
"f":0.9474211317 |
|
}, |
|
"conj":{ |
|
"p":0.7754289978, |
|
"r":0.7849949648, |
|
"f":0.7801826598 |
|
}, |
|
"nsubjpass":{ |
|
"p":0.9282744283, |
|
"r":0.9158974359, |
|
"f":0.9220443986 |
|
}, |
|
"auxpass":{ |
|
"p":0.9508709245, |
|
"r":0.9699316629, |
|
"f":0.9603067208 |
|
}, |
|
"dobj":{ |
|
"p":0.9274010192, |
|
"r":0.9426249104, |
|
"f":0.9349509959 |
|
}, |
|
"nummod":{ |
|
"p":0.9397865854, |
|
"r":0.9340909091, |
|
"f":0.9369300912 |
|
}, |
|
"npadvmod":{ |
|
"p":0.7832009081, |
|
"r":0.7353463588, |
|
"f":0.7585196043 |
|
}, |
|
"prt":{ |
|
"p":0.8146622735, |
|
"r":0.8862007168, |
|
"f":0.8489270386 |
|
}, |
|
"pcomp":{ |
|
"p":0.8859957776, |
|
"r":0.8816526611, |
|
"f":0.8838188838 |
|
}, |
|
"expl":{ |
|
"p":0.9808917197, |
|
"r":0.9892933619, |
|
"f":0.9850746269 |
|
}, |
|
"acl":{ |
|
"p":0.7584170112, |
|
"r":0.7004909984, |
|
"f":0.7283040272 |
|
}, |
|
"agent":{ |
|
"p":0.9045996593, |
|
"r":0.9516129032, |
|
"f":0.927510917 |
|
}, |
|
"dative":{ |
|
"p":0.7577319588, |
|
"r":0.6743119266, |
|
"f":0.713592233 |
|
}, |
|
"acomp":{ |
|
"p":0.9089655172, |
|
"r":0.8965986395, |
|
"f":0.902739726 |
|
}, |
|
"dep":{ |
|
"p":0.3837638376, |
|
"r":0.1688311688, |
|
"f":0.2344983089 |
|
}, |
|
"csubj":{ |
|
"p":0.7043010753, |
|
"r":0.775147929, |
|
"f":0.738028169 |
|
}, |
|
"quantmod":{ |
|
"p":0.8682101514, |
|
"r":0.7920389927, |
|
"f":0.8283772302 |
|
}, |
|
"nmod":{ |
|
"p":0.7549407115, |
|
"r":0.5819622182, |
|
"f":0.6572608396 |
|
}, |
|
"appos":{ |
|
"p":0.6977283264, |
|
"r":0.6529284165, |
|
"f":0.6745853877 |
|
}, |
|
"predet":{ |
|
"p":0.8467741935, |
|
"r":0.9012875536, |
|
"f":0.8731808732 |
|
}, |
|
"preconj":{ |
|
"p":0.5462962963, |
|
"r":0.6860465116, |
|
"f":0.6082474227 |
|
}, |
|
"oprd":{ |
|
"p":0.8321678322, |
|
"r":0.7104477612, |
|
"f":0.7665056361 |
|
}, |
|
"parataxis":{ |
|
"p":0.6071428571, |
|
"r":0.4793926247, |
|
"f":0.5357575758 |
|
}, |
|
"meta":{ |
|
"p":0.7428571429, |
|
"r":0.5, |
|
"f":0.5977011494 |
|
}, |
|
"csubjpass":{ |
|
"p":0.3846153846, |
|
"r":0.8333333333, |
|
"f":0.5263157895 |
|
} |
|
}, |
|
"ents_p":0.8516398746, |
|
"ents_r":0.8569711538, |
|
"ents_f":0.8542971968, |
|
"ents_per_type":{ |
|
"DATE":{ |
|
"p":0.8649149923, |
|
"r":0.8882539683, |
|
"f":0.8764291308 |
|
}, |
|
"GPE":{ |
|
"p":0.9244532803, |
|
"r":0.9079497908, |
|
"f":0.9161272164 |
|
}, |
|
"ORDINAL":{ |
|
"p":0.7805555556, |
|
"r":0.8726708075, |
|
"f":0.8240469208 |
|
}, |
|
"ORG":{ |
|
"p":0.8132576735, |
|
"r":0.8358960764, |
|
"f":0.824421493 |
|
}, |
|
"QUANTITY":{ |
|
"p":0.8066666667, |
|
"r":0.6648351648, |
|
"f":0.7289156627 |
|
}, |
|
"PERSON":{ |
|
"p":0.8767166042, |
|
"r":0.9167754569, |
|
"f":0.8962986599 |
|
}, |
|
"NORP":{ |
|
"p":0.9072164948, |
|
"r":0.9152, |
|
"f":0.9111907607 |
|
}, |
|
"FAC":{ |
|
"p":0.4028776978, |
|
"r":0.4307692308, |
|
"f":0.4163568773 |
|
}, |
|
"EVENT":{ |
|
"p":0.5181818182, |
|
"r":0.3275862069, |
|
"f":0.4014084507 |
|
}, |
|
"CARDINAL":{ |
|
"p":0.8147123894, |
|
"r":0.8757431629, |
|
"f":0.8441260745 |
|
}, |
|
"LOC":{ |
|
"p":0.6677852349, |
|
"r":0.6337579618, |
|
"f":0.6503267974 |
|
}, |
|
"TIME":{ |
|
"p":0.7257142857, |
|
"r":0.7426900585, |
|
"f":0.7341040462 |
|
}, |
|
"MONEY":{ |
|
"p":0.9160671463, |
|
"r":0.9020070838, |
|
"f":0.9089827484 |
|
}, |
|
"WORK_OF_ART":{ |
|
"p":0.4647887324, |
|
"r":0.3402061856, |
|
"f":0.3928571429 |
|
}, |
|
"LAW":{ |
|
"p":0.5740740741, |
|
"r":0.484375, |
|
"f":0.5254237288 |
|
}, |
|
"PERCENT":{ |
|
"p":0.9197431782, |
|
"r":0.8774885145, |
|
"f":0.8981191223 |
|
}, |
|
"LANGUAGE":{ |
|
"p":0.76, |
|
"r":0.59375, |
|
"f":0.6666666667 |
|
}, |
|
"PRODUCT":{ |
|
"p":0.5784313725, |
|
"r":0.2796208531, |
|
"f":0.3769968051 |
|
} |
|
}, |
|
"speed":9570.1522293694 |
|
}, |
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"sources":[ |
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{ |
|
"name":"OntoNotes 5", |
|
"url":"https://catalog.ldc.upenn.edu/LDC2013T19", |
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"license":"commercial (licensed by Explosion)", |
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"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", |
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"author":"Emory University" |
|
}, |
|
{ |
|
"name":"WordNet 3.0", |
|
"url":"https://wordnet.princeton.edu/", |
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"author":"Princeton University", |
|
"license":"WordNet 3.0 License" |
|
}, |
|
{ |
|
"name":"Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl)", |
|
"url":"https://github.com/explosion/spacy-vectors-builder", |
|
"license":"CC0", |
|
"author":"Explosion" |
|
} |
|
], |
|
"requirements":[ |
|
|
|
] |
|
} |