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{ |
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"lang":"sv", |
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"name":"pipeline", |
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"version":"0.0.0", |
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"description":"This is a transformer-based pipeline for Swedish, which includes tagger, parser, ner and lemmatizer modules. The model was trained on UD Treebanks and the SUC 3.0 dataset at the National Library of Sweden by KBLab. Warning: the lemmatizer is not based on a statistical model and its performance is a bit erratic, so use at your own risk!", |
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"author":"KBLab", |
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"email":"elena.fano@kb.se", |
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"url":"https://kb-labb.github.io/", |
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"license":"mit", |
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"spacy_version":">=3.0.6,<3.1.0", |
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"spacy_git_version":"91a3cab1c", |
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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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"ADJ", |
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"ADP", |
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"ADV", |
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"AUX", |
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"CCONJ", |
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"DET", |
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"INTJ", |
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"NOUN", |
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"NUM", |
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"PART", |
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"PRON", |
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"PROPN", |
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"PUNCT", |
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"SCONJ", |
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"SYM", |
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"VERB", |
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"X" |
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], |
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"parser":[ |
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"ROOT", |
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"acl", |
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"acl:cleft", |
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"acl:relcl", |
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"advcl", |
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"advmod", |
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"amod", |
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"appos", |
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"aux", |
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"aux:pass", |
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"case", |
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"cc", |
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"ccomp", |
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"compound", |
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"compound:prt", |
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"conj", |
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"cop", |
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"csubj", |
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"dep", |
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"det", |
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"discourse", |
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"dislocated", |
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"expl", |
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"fixed", |
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"flat", |
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"flat:name", |
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"iobj", |
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"mark", |
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"nmod", |
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"nmod:poss", |
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"nsubj", |
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"nsubj:pass", |
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"nummod", |
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"obj", |
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"obl", |
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"obl:agent", |
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"parataxis", |
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"punct", |
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"xcomp" |
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], |
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"transformer_ner":[ |
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|
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], |
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"ner":[ |
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"EVN", |
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"LOC", |
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"LOC/LOC", |
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"LOC/ORG", |
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"LOC/PRS", |
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"MSR", |
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"OBJ", |
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"ORG", |
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"ORG/PRS", |
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"PRS", |
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"PRS/WRK", |
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"TME", |
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"WRK" |
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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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}, |
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"pipeline":[ |
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"transformer", |
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"tagger", |
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"parser", |
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"transformer_ner", |
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"ner", |
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"attribute_ruler", |
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"lemmatizer" |
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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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"transformer_ner", |
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"ner", |
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"attribute_ruler", |
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"lemmatizer" |
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], |
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"disabled":[ |
|
|
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], |
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"performance":{ |
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"dep_las_per_type":{ |
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"nsubj":{ |
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"p":0.9362389023, |
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"r":0.9411764706, |
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"f":0.9387011936 |
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}, |
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"root":{ |
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"p":0.9250960307, |
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"r":0.9407552083, |
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"f":0.9328599096 |
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}, |
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"case":{ |
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"p":0.9461899603, |
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"r":0.953073845, |
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"f":0.9496194273 |
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}, |
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"det":{ |
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"p":0.9752342704, |
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"r":0.976541555, |
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"f":0.9758874749 |
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}, |
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"obl":{ |
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"p":0.8194130926, |
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"r":0.829240434, |
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"f":0.8242974737 |
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}, |
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"nsubj:pass":{ |
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"p":0.905511811, |
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"r":0.905511811, |
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"f":0.905511811 |
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}, |
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"acl:relcl":{ |
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"p":0.8390501319, |
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"r":0.8548387097, |
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"f":0.8468708389 |
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}, |
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"advmod":{ |
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"p":0.8364808844, |
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"r":0.8578176665, |
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"f":0.8470149254 |
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}, |
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"amod":{ |
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"p":0.9642160052, |
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"r":0.9530546624, |
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"f":0.9586028461 |
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}, |
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"obl:agent":{ |
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"p":0.5454545455, |
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"r":0.6, |
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"f":0.5714285714 |
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}, |
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"aux":{ |
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"p":0.9682320442, |
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"r":0.972260749, |
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"f":0.9702422145 |
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}, |
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"nmod:poss":{ |
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"p":0.9770642202, |
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"r":0.97856049, |
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"f":0.9778117827 |
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}, |
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"obj":{ |
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"p":0.9472182596, |
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"r":0.9215822346, |
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"f":0.9342244108 |
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}, |
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"nmod":{ |
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"p":0.7784926471, |
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"r":0.7763519707, |
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"f":0.7774208352 |
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}, |
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"mark":{ |
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"p":0.9313408724, |
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"r":0.9194577352, |
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"f":0.9253611557 |
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}, |
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"advcl":{ |
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"p":0.7108910891, |
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"f":0.7108910891 |
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}, |
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"cop":{ |
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"p":0.8858921162, |
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"r":0.9364035088, |
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"f":0.9104477612 |
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}, |
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"xcomp":{ |
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"p":0.8351955307, |
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"r":0.7400990099, |
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"f":0.7847769029 |
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}, |
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"cc":{ |
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"p":0.9250440917, |
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"r":0.9242290749, |
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"f":0.9246364037 |
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}, |
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"conj":{ |
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"p":0.7889060092, |
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"r":0.7810831426, |
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"f":0.7849750862 |
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}, |
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"appos":{ |
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"p":0.4180327869, |
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"r":0.4146341463, |
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"f":0.4163265306 |
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}, |
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"acl":{ |
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"r":0.6470588235, |
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"f":0.700265252 |
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}, |
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"iobj":{ |
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"r":0.8, |
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"f":0.8067226891 |
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}, |
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"compound:prt":{ |
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"r":0.7287449393, |
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"f":0.7643312102 |
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"fixed":{ |
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"f":0.8156288156 |
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}, |
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"parataxis":{ |
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"r":0.525974026, |
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"f":0.4850299401 |
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}, |
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"expl":{ |
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"r":0.7086092715, |
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"f":0.6948051948 |
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}, |
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"csubj":{ |
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"r":0.640625, |
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"f":0.6456692913 |
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}, |
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"dep":{ |
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"p":0.0, |
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"f":0.0 |
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}, |
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"ccomp":{ |
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"p":0.7544642857, |
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"r":0.8203883495, |
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"f":0.7860465116 |
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}, |
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"nummod":{ |
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"r":0.8504672897, |
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"f":0.8465116279 |
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}, |
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"aux:pass":{ |
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"f":0.7213114754 |
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"dislocated":{ |
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"p":0.4791666667, |
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"r":0.2804878049, |
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"f":0.3538461538 |
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}, |
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"acl:cleft":{ |
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"r":0.8333333333, |
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"f":0.6382978723 |
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}, |
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"flat:name":{ |
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"csubj:pass":{ |
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"f":0.0 |
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}, |
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"discourse":{ |
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"p":0.7692307692, |
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"r":0.6818181818, |
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"f":0.7228915663 |
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}, |
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"orphan":{ |
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"f":0.0 |
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}, |
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"vocative":{ |
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"flat":{ |
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"compound":{ |
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}, |
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"reparandum":{ |
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"f":0.0 |
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} |
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}, |
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"sents_p":0.9212548015, |
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"sents_r":0.9368489583, |
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"tag_acc":0.9818079056, |
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"dep_uas":0.9198832946, |
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"dep_las":0.883373418, |
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"sents_f":0.9289864429, |
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"transformer_loss":3996.3977112946, |
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"tagger_loss":304.7223157457, |
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"parser_loss":17219.7631057223 |
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} |
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} |