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{ |
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"lang":"en", |
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"name":"docusco_spacy_cd_trf", |
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"version":"1.3", |
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"description":"English pipeline for part-of-speech and rhetorical tagging using a smaller 'common dictionary'.", |
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"author":"David Brown", |
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"email":"[email protected]", |
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"url":"https://docuscope.github.io", |
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"license":"MIT", |
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"spacy_version":">=3.7.4,<3.8.0", |
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"spacy_git_version":"bff8725f4", |
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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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"APPGE", |
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"AT", |
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"AT1", |
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"BCL21", |
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"BCL22", |
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"CC", |
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"CCB", |
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"CS", |
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"CS21", |
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"CS22", |
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"CS31", |
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"CS32", |
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"CS33", |
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"CS41", |
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"CS42", |
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"CS43", |
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"CS44", |
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"CSA", |
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"CSN", |
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"CST", |
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"CSW", |
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"CSW31", |
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"CSW32", |
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"CSW33", |
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"DA", |
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"DA1", |
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"DA2", |
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"DAR", |
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"DAT", |
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"DB", |
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"DB2", |
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"DD", |
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"DD1", |
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"DD2", |
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"DDQ", |
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"DDQGE", |
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"DDQGE31", |
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"DDQGE32", |
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"DDQGE33", |
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"DDQV", |
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"DDQV31", |
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"DDQV32", |
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"DDQV33", |
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"EX", |
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"FO", |
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"FU", |
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"FW", |
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"GE", |
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"IF", |
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"II", |
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"II21", |
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"II22", |
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"II31", |
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"II32", |
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"II33", |
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"II41", |
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"II42", |
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"II43", |
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"II44", |
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"IO", |
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"IW", |
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"JJ", |
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"JJ21", |
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"JJ22", |
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"JJ31", |
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"JJ32", |
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"JJ33", |
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"JJ41", |
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"JJ42", |
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"JJ43", |
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"JJ44", |
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"JJR", |
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"JJT", |
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"JK", |
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"MC", |
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"MC1", |
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"MC2", |
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"MC221", |
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"MC222", |
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"MCMC", |
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"MD", |
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"MF", |
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"ND1", |
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"NN", |
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"NN1", |
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"NN121", |
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"NN122", |
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"NN131", |
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"NN132", |
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"NN133", |
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"NN141", |
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"NN142", |
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"NN143", |
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"NN144", |
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"NN2", |
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"NN21", |
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"NN22", |
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"NN221", |
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"NN222", |
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"NN31", |
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"NN32", |
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"NN33", |
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"NNA", |
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"NNB", |
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"NNL1", |
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"NNL2", |
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"NNO", |
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"NNO2", |
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"NNT1", |
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"NNT131", |
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"NNT132", |
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"NNT133", |
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"NNT2", |
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"NNU", |
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"NNU1", |
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"NNU2", |
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"NNU21", |
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"NNU22", |
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"NNU221", |
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"NNU222", |
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"NP", |
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"NP1", |
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"NP2", |
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"NPD1", |
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"NPD2", |
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"NPM1", |
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"NPM2", |
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"PN", |
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"PN1", |
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"PN121", |
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"PN122", |
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"PN21", |
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"PN22", |
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"PNQO", |
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"PNQS", |
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"PNQS31", |
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"PNQS32", |
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"PNQS33", |
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"PNQV", |
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"PNQV31", |
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"PNQV32", |
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"PNQV33", |
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"PNX1", |
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"PPGE", |
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"PPH1", |
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"PPHO1", |
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"PPHO2", |
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"PPHS1", |
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"PPHS2", |
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"PPIO1", |
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"PPIO2", |
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"PPIS1", |
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"PPIS2", |
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"PPX1", |
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"PPX121", |
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"PPX122", |
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"PPX2", |
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"PPX221", |
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"PPX222", |
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"PPY", |
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"RA", |
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"RA21", |
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"RA22", |
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"REX", |
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"REX21", |
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"REX22", |
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"REX41", |
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"REX42", |
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"REX43", |
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"REX44", |
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"RG", |
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"RG21", |
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"RG22", |
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"RG41", |
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"RG42", |
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"RG43", |
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"RG44", |
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"RGQ", |
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"RGQV", |
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"RGQV31", |
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"RGQV32", |
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"RGQV33", |
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"RGR", |
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"RGT", |
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"RL", |
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"RL21", |
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"RL22", |
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"RL31", |
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"RL32", |
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"RL33", |
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"RP", |
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"RPK", |
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"RR", |
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"RR21", |
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"RR22", |
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"RR31", |
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"RR32", |
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"RR33", |
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"RR41", |
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"RR42", |
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"RR43", |
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"RR44", |
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"RR51", |
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"RR52", |
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"RR53", |
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"RR54", |
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"RR55", |
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"RRQ", |
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"RRQV", |
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"RRQV31", |
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"RRQV32", |
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"RRQV33", |
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"RRR", |
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"RRT", |
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"RT", |
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"RT21", |
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"RT22", |
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"RT31", |
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"RT32", |
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"RT33", |
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"RT41", |
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"RT42", |
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"RT43", |
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"RT44", |
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"TO", |
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"UH", |
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"UH21", |
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"UH22", |
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"UH31", |
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"UH32", |
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"UH33", |
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"VB0", |
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"VBDR", |
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"VBDZ", |
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"VBG", |
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"VBI", |
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"VBM", |
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"VBN", |
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"VBR", |
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"VBZ", |
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"VD0", |
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"VDD", |
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"VDG", |
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"VDI", |
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"VDN", |
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"VDZ", |
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"VH0", |
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"VHD", |
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"VHG", |
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"VHI", |
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"VHN", |
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"VHZ", |
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"VM", |
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"VM21", |
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"VM22", |
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"VMK", |
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"VV0", |
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"VVD", |
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"VVG", |
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"VVGK", |
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"VVI", |
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"VVN", |
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"VVNK", |
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"VVZ", |
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"XX", |
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"Y", |
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"ZZ1", |
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"ZZ2", |
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"ZZ221", |
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"ZZ222" |
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], |
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"ner":[ |
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"ActorsAbstractions", |
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"ActorsFirstPerson", |
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"ActorsPeople", |
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"ActorsPublicEntities", |
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"CitationAuthority", |
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"CitationControversy", |
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"CitationNeutral", |
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"ConfidenceHedged", |
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"ConfidenceHigh", |
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"OrganizationNarrative", |
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"OrganizationReasoning", |
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"PlanningFuture", |
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"PlanningStrategy", |
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"SentimentNegative", |
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"SentimentPositive", |
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"SignpostingAcademicWritingMoves", |
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"SignpostingMetadiscourse", |
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"StanceEmphatic", |
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"StanceModerated" |
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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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"ner" |
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], |
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"components":[ |
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"transformer", |
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"tagger", |
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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":0.9860324848, |
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"ents_f":0.8986060124, |
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"ents_p":0.8975978922, |
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"ents_r":0.8996163997, |
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"ents_per_type":{ |
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"p":0.9297243488, |
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"r":0.9421626555, |
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"f":0.9359021772 |
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}, |
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"OrganizationNarrative":{ |
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"p":0.8982249764, |
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"r":0.9052289888, |
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"f":0.901713382 |
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}, |
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"ConfidenceHedged":{ |
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"p":0.9133998382, |
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"r":0.925173412, |
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"f":0.9192489282 |
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}, |
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"StanceEmphatic":{ |
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"p":0.9163952226, |
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"r":0.9306501792, |
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"f":0.9234676931 |
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}, |
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"ActorsPeople":{ |
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"p":0.9048275066, |
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"r":0.9085233815, |
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"f":0.9066716777 |
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}, |
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"SignpostingMetadiscourse":{ |
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"p":0.9521945378, |
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"f":0.9432133122 |
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}, |
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"PlanningStrategy":{ |
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"p":0.867487328, |
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"r":0.8729657518, |
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"f":0.8702179177 |
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}, |
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"OrganizationReasoning":{ |
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"p":0.9162113643, |
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"r":0.913893106, |
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"f":0.9150507669 |
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}, |
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"ActorsAbstractions":{ |
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"p":0.8978776116, |
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"r":0.9052445851, |
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"f":0.9015460488 |
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}, |
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"SentimentPositive":{ |
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"p":0.8603518268, |
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"r":0.8566270255, |
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"f":0.8584853859 |
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}, |
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"SentimentNegative":{ |
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"p":0.8577821301, |
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"r":0.8418267418, |
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"f":0.8497295439 |
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}, |
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"CitationAuthority":{ |
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"p":0.8555627846, |
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"r":0.8453873353, |
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"f":0.8504446241 |
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}, |
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"StanceModerated":{ |
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"p":0.8848971874, |
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"r":0.9246727587, |
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"f":0.9043478261 |
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}, |
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"ConfidenceHigh":{ |
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"p":0.8963930348, |
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"r":0.9093432591, |
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"f":0.9028217093 |
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}, |
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"CitationControversy":{ |
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"p":0.8772563177, |
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"r":0.9109653233, |
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"f":0.8937931034 |
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}, |
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"CitationNeutral":{ |
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"p":0.9121713201, |
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"r":0.9254675468, |
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"f":0.9187713311 |
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}, |
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"PlanningFuture":{ |
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"p":0.891873065, |
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"r":0.915613826, |
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"f":0.9035875319 |
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}, |
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"ActorsPublicEntities":{ |
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"p":0.9129542262, |
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"r":0.9113132257, |
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"f":0.9121329879 |
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}, |
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"SignpostingAcademicWritingMoves":{ |
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"p":0.7986216171, |
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"r":0.8133881185, |
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"f":0.8059372349 |
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} |
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}, |
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"transformer_loss":46711.3121389837, |
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"tagger_loss":14058.3003581261, |
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"ner_loss":41682.5447270232 |
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}, |
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"requirements":[ |
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"spacy-transformers>=1.3.5,<1.4.0" |
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] |
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} |