|
{ |
|
"lang": "da", |
|
"name": "dacy_medium_trf", |
|
"version": "0.2.0", |
|
"description": "\n<a href=\"https://github.com/centre-for-humanities-computing/Dacy\"><img src=\"https://centre-for-humanities-computing.github.io/DaCy/_static/icon.png\" width=\"175\" height=\"175\" align=\"right\" /></a>\n\n# DaCy medium\n\nDaCy is a Danish language processing framework with state-of-the-art pipelines as well as functionality for analysing Danish pipelines.\nDaCy's largest pipeline has achieved State-of-the-Art performance on parts-of-speech tagging and dependency \nparsing for Danish on the DaNE dataset. To read more check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results. \nDaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.\n", |
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"author": "Kenneth Enevoldsen", |
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"email": "Kenneth.enevoldsen@cas.au.dk", |
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"url": "https://chcaa.io/#/", |
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"license": "Apache-2.0", |
|
"spacy_version": ">=3.5.2,<3.6.0", |
|
"spacy_git_version": "Unknown", |
|
"vectors": { |
|
"width": 0, |
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"vectors": 0, |
|
"keys": 0, |
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"name": null |
|
}, |
|
"labels": { |
|
"transformer": [], |
|
"tagger": [ |
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"ADJ", |
|
"ADP", |
|
"ADV", |
|
"AUX", |
|
"CCONJ", |
|
"DET", |
|
"INTJ", |
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"NOUN", |
|
"NUM", |
|
"PART", |
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"PRON", |
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"PROPN", |
|
"PUNCT", |
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"SCONJ", |
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"SYM", |
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"VERB", |
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"X" |
|
], |
|
"morphologizer": [ |
|
"AdpType=Prep|POS=ADP", |
|
"Definite=Ind|Gender=Com|Number=Sing|POS=NOUN", |
|
"Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act", |
|
"POS=PROPN", |
|
"Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", |
|
"Definite=Def|Gender=Neut|Number=Sing|POS=NOUN", |
|
"POS=SCONJ", |
|
"Definite=Def|Gender=Com|Number=Sing|POS=NOUN", |
|
"Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act", |
|
"POS=ADV", |
|
"Number=Plur|POS=DET|PronType=Dem", |
|
"Degree=Pos|Number=Plur|POS=ADJ", |
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"Definite=Ind|Gender=Com|Number=Plur|POS=NOUN", |
|
"POS=PUNCT", |
|
"NumType=Ord|POS=ADJ", |
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"POS=CCONJ", |
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"Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN", |
|
"POS=VERB|VerbForm=Inf|Voice=Act", |
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"Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs", |
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"Degree=Sup|POS=ADV", |
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"Degree=Pos|POS=ADV", |
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"Gender=Com|Number=Sing|POS=DET|PronType=Ind", |
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"Number=Plur|POS=DET|PronType=Ind", |
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"POS=ADP", |
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"POS=ADV|PartType=Inf", |
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"Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs", |
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"Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act", |
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"Definite=Def|Degree=Pos|Number=Sing|POS=ADJ", |
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"Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs", |
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"Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act", |
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"POS=ADP|PartType=Inf", |
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"Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ", |
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"NumType=Card|POS=NUM", |
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"Degree=Pos|POS=ADJ", |
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"Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", |
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"POS=PART|PartType=Inf", |
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"Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes", |
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"Definite=Def|Gender=Com|Number=Plur|POS=NOUN", |
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"Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN", |
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"Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs", |
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"POS=VERB|Tense=Pres|VerbForm=Part", |
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"Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs", |
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"Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN", |
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"Definite=Def|Degree=Sup|Number=Plur|POS=ADJ", |
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"Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs", |
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"POS=AUX|VerbForm=Inf|Voice=Act", |
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"Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ", |
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"Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ", |
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"Degree=Cmp|POS=ADJ", |
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"POS=PRON|PartType=Inf", |
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"Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ", |
|
"Case=Nom|Gender=Com|POS=PRON|PronType=Ind", |
|
"Number=Plur|POS=PRON|PronType=Ind", |
|
"POS=INTJ", |
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"Gender=Com|Number=Sing|POS=DET|PronType=Dem", |
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"Case=Gen|Number=Plur|POS=DET|PronType=Ind", |
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"Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass", |
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"Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", |
|
"Degree=Cmp|POS=ADV", |
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"Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form", |
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"Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs", |
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"Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", |
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"Case=Gen|POS=PROPN", |
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"Gender=Neut|Number=Sing|POS=PRON|PronType=Ind", |
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"Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", |
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"Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", |
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"Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs", |
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"Definite=Def|Degree=Sup|POS=ADJ", |
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"Gender=Neut|Number=Sing|POS=DET|PronType=Ind", |
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"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN", |
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"Gender=Neut|Number=Sing|POS=DET|PronType=Dem", |
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"Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", |
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"POS=PRON|PronType=Dem", |
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"Degree=Pos|Gender=Com|Number=Sing|POS=ADJ", |
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"Number=Plur|POS=NUM", |
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"POS=VERB|VerbForm=Inf|Voice=Pass", |
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"Definite=Def|Degree=Sup|Number=Sing|POS=ADJ", |
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"Number=Sing|POS=PRON|PronType=Int,Rel", |
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"Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs", |
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"Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", |
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"Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", |
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"POS=PRON", |
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"Definite=Ind|Number=Sing|POS=NOUN", |
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"Definite=Ind|Number=Sing|POS=NUM", |
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"Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN", |
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"Foreign=Yes|POS=ADV", |
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"POS=NOUN", |
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"Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN", |
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"Gender=Com|Number=Plur|POS=NOUN", |
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"Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel", |
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"Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs", |
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"Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs", |
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"Gender=Com|Number=Sing|POS=PRON|PronType=Ind", |
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"Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN", |
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"Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ", |
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"Degree=Sup|POS=ADJ", |
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"Degree=Pos|Number=Sing|POS=ADJ", |
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"Mood=Imp|POS=VERB", |
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"Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs", |
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"Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs", |
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"POS=X", |
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"Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN", |
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"Number=Plur|POS=PRON|PronType=Dem", |
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"Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs", |
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"Number=Plur|POS=PRON|PronType=Int,Rel", |
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"Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", |
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"Degree=Cmp|Number=Plur|POS=ADJ", |
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"Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs", |
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"Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", |
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"Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs", |
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"Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs", |
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"Gender=Com|POS=PRON|PronType=Int,Rel", |
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"Case=Gen|Degree=Pos|Number=Plur|POS=ADJ", |
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"Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", |
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"POS=VERB|VerbForm=Ger", |
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"Gender=Com|Number=Sing|POS=PRON|PronType=Dem", |
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"Case=Gen|POS=PRON|PronType=Int,Rel", |
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"Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass", |
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"Abbr=Yes|POS=X", |
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"Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN", |
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"Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", |
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"Definite=Ind|Number=Plur|POS=NOUN", |
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"Foreign=Yes|POS=X", |
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"Number=Plur|POS=PRON|PronType=Rcp", |
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"Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs", |
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"Case=Gen|Degree=Cmp|POS=ADJ", |
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"Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", |
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"Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs", |
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"Gender=Neut|Number=Sing|POS=PRON|PronType=Dem", |
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"Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", |
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"Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form", |
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"Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes", |
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"Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs", |
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"Case=Gen|Number=Plur|POS=PRON|PronType=Rcp", |
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"POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs", |
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"POS=SYM", |
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"POS=DET|PronType=Dem", |
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"Gender=Com|Number=Sing|POS=NUM", |
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"Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs", |
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"Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", |
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"Definite=Def|Degree=Abs|POS=ADJ", |
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"POS=VERB|Tense=Pres", |
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"Definite=Ind|Gender=Neut|Number=Sing|POS=NUM", |
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"Degree=Abs|POS=ADV", |
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"Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ", |
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"Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel", |
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"POS=VERB|Tense=Past|VerbForm=Part", |
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"Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ", |
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"Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", |
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"Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs", |
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"Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs", |
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"Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs", |
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"Definite=Ind|POS=NOUN", |
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"Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind", |
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"Definite=Ind|Gender=Com|Number=Sing|POS=NUM", |
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"Definite=Def|Number=Plur|POS=NOUN", |
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"Case=Gen|POS=NOUN", |
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"POS=AUX|Tense=Pres|VerbForm=Part" |
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], |
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"parser": [ |
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"ROOT", |
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"acl:relcl", |
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"advcl", |
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"advmod", |
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"advmod:lmod", |
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"amod", |
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"appos", |
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"aux", |
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"case", |
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"cc", |
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"ccomp", |
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"compound:prt", |
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"conj", |
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"cop", |
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"dep", |
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"det", |
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"expl", |
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"fixed", |
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"flat", |
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"iobj", |
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"list", |
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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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"nummod", |
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"obj", |
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"obl", |
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"obl:lmod", |
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"obl:tmod", |
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"punct", |
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"xcomp" |
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], |
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"ner": [ |
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"LOC", |
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"MISC", |
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"ORG", |
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"PER" |
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], |
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"coref": [], |
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"span_resolver": [], |
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"entity_linker": [] |
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}, |
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"pipeline": [ |
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"transformer", |
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"tagger", |
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"morphologizer", |
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"trainable_lemmatizer", |
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"parser", |
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"ner", |
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"coref", |
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"span_resolver", |
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"span_cleaner", |
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"entity_linker" |
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], |
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"components": [ |
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"transformer", |
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"tagger", |
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"morphologizer", |
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"trainable_lemmatizer", |
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"parser", |
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"ner", |
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"coref", |
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"span_resolver", |
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"span_cleaner", |
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"entity_linker" |
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], |
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"disabled": [], |
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"requirements": [ |
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"spacy-transformers>=1.2.3,<1.3.0", |
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"spacy-experimental>=0.6.2,<0.7.0" |
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], |
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"performance": { |
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"token_acc": 0.9992023928, |
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"token_p": 0.9970089731, |
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"token_r": 0.9977052779, |
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"token_f": 0.9973570039, |
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"sents_p": 0.9842105263, |
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"sents_r": 0.992920354, |
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"sents_f": 0.9885462555, |
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"tag_acc": 0.9847290149, |
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"pos_acc": 0.985677928, |
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"morph_acc": 0.9814371257, |
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"morph_micro_r": 0.9876942662, |
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"morph_micro_f": 0.989347289, |
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"morph_per_feat": { |
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"NumType": { |
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"p": 0.987654321, |
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"r": 0.9302325581, |
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"f": 0.9580838323 |
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}, |
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"Degree": { |
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"p": 0.9894736842, |
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"r": 0.9715762274, |
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"f": 0.9804432855 |
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}, |
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"Number": { |
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"p": 0.9884148064, |
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"r": 0.9859075536, |
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"f": 0.987159588 |
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}, |
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"Definite": { |
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"p": 0.9858490566, |
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"r": 0.9837398374, |
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"f": 0.9847933176 |
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}, |
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"Gender": { |
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"p": 0.9869901547, |
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"r": 0.9838766211, |
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"f": 0.9854309286 |
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}, |
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"Mood": { |
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"p": 0.9971126083, |
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"r": 0.9942418426, |
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"f": 0.9956751562 |
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}, |
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"Tense": { |
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"p": 0.9906469213, |
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"r": 0.9906469213, |
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"f": 0.9906469213 |
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}, |
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"VerbForm": { |
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"p": 0.9924670433, |
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"r": 0.9918444166, |
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"f": 0.9921556323 |
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}, |
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"Voice": { |
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"p": 0.997012696, |
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"r": 0.9955257271, |
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"f": 0.9962686567 |
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}, |
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"AdpType": { |
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"p": 0.9990689013, |
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"r": 0.9972118959, |
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"f": 0.9981395349 |
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}, |
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"PronType": { |
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"p": 0.9954914337, |
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"r": 0.9963898917, |
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"f": 0.9959404601 |
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}, |
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"Case": { |
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"p": 0.9968652038, |
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"r": 0.9860465116, |
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"f": 0.9914263445 |
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}, |
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"Person": { |
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"p": 0.9930555556, |
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"r": 0.9913344887, |
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"f": 0.9921942758 |
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}, |
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"Number[psor]": { |
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"p": 0.987804878, |
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"r": 1.0, |
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"f": 0.9938650307 |
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}, |
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"Poss": { |
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"p": 0.987804878, |
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"r": 1.0, |
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"f": 0.9938650307 |
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}, |
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"PartType": { |
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"p": 1.0, |
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"r": 0.9962406015, |
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"f": 0.9981167608 |
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}, |
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"Polite": { |
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"p": 0.6666666667, |
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"r": 0.6666666667, |
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"f": 0.6666666667 |
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}, |
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"Reflex": { |
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"p": 1.0, |
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"r": 1.0, |
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"f": 1.0 |
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}, |
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"Foreign": { |
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"p": 0.5, |
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"r": 0.2, |
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"f": 0.2857142857 |
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}, |
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"Style": { |
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"p": 1.0, |
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"r": 1.0, |
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"f": 1.0 |
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}, |
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"Abbr": { |
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"p": 0.6666666667, |
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"r": 1.0, |
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"f": 0.8 |
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} |
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}, |
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"dep_uas": 0.9083920564, |
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"dep_las": 0.883349834, |
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"dep_las_per_type": { |
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"nummod": { |
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"p": 0.7948717949, |
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"r": 0.8230088496, |
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"f": 0.8086956522 |
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}, |
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"amod": { |
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"p": 0.897810219, |
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"r": 0.9027522936, |
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"f": 0.9002744739 |
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}, |
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"nmod": { |
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"p": 0.7712418301, |
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"r": 0.7729257642, |
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"f": 0.772082879 |
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}, |
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"nsubj": { |
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"p": 0.9510638298, |
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"r": 0.946031746, |
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"f": 0.9485411141 |
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}, |
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"flat": { |
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"p": 0.9285714286, |
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"r": 0.9680851064, |
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"f": 0.9479166667 |
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}, |
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"cc": { |
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"p": 0.8681672026, |
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"r": 0.8940397351, |
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"f": 0.88091354 |
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}, |
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"conj": { |
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"p": 0.8862275449, |
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"r": 0.8554913295, |
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"f": 0.8705882353 |
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}, |
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"root": { |
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"p": 0.926056338, |
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"r": 0.9309734513, |
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"f": 0.9285083848 |
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}, |
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"advmod": { |
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"p": 0.8871715611, |
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"r": 0.8605697151, |
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"f": 0.8736681887 |
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}, |
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"mark": { |
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"p": 0.9148471616, |
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"r": 0.9331848552, |
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"f": 0.9239250276 |
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}, |
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"aux": { |
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"p": 0.9875389408, |
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"r": 0.9753846154, |
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"f": 0.9814241486 |
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}, |
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"ccomp": { |
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"p": 0.7764705882, |
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"r": 0.835443038, |
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"f": 0.8048780488 |
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}, |
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"case": { |
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"p": 0.9348986126, |
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"r": 0.9192025184, |
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"f": 0.926984127 |
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}, |
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"sources": [ |
|
{ |
|
"name": "UD Danish DDT v2.11", |
|
"url": "https://github.com/UniversalDependencies/UD_Danish-DDT", |
|
"license": "CC BY-SA 4.0", |
|
"author": "Johannsen, Anders; Mart\u00ednez Alonso, H\u00e9ctor; Plank, Barbara" |
|
}, |
|
{ |
|
"name": "DaNE", |
|
"url": "https://huggingface.co/datasets/dane", |
|
"license": "CC BY-SA 4.0", |
|
"author": "Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders S\u00f8gaard" |
|
}, |
|
{ |
|
"name": "DaCoref", |
|
"url": "https://huggingface.co/datasets/alexandrainst/dacoref", |
|
"license": "CC BY-SA 4.0", |
|
"author": "Buch-Kromann, Matthias" |
|
}, |
|
{ |
|
"name": "DaNED", |
|
"url": "https://danlp-alexandra.readthedocs.io/en/stable/docs/datasets.html#daned", |
|
"license": "CC BY-SA 4.0", |
|
"author": "Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & S\u00f8gaard, A." |
|
}, |
|
{ |
|
"name": "vesteinn/DanskBERT", |
|
"author": "V\u00e9steinn Sn\u00e6bjarnarson", |
|
"url": "https://huggingface.co/vesteinn/DanskBERT", |
|
"license": "MIT" |
|
} |
|
], |
|
"notes": "\n\n### Training\nThis model was trained using [spaCy](https://spacy.io) and logged to [Weights & Biases](https://wandb.ai/kenevoldsen/dacy-v0.2.0). You can find all the training logs [here](https://wandb.ai/kenevoldsen/dacy-v0.2.0)." |
|
} |