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"Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ", "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ", "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ", "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Case=Dat|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ", "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ", "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN", "Case=Gen|Gender=Masc|Number=Sing|POS=PROPN", "Case=Nom|Number=Sing|POS=PRON", "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN", "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN", "Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=DET", "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PRON", "Case=Nom|Gender=Masc|Number=Plur|POS=PRON", "Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=PRON", "Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN", "Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Case=Dat|Definite=Def|Gender=Neut|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "Case=Nom|Gender=Masc|Number=Plur|POS=DET", "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass", "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN", "Gender=Masc|Number=Plur|POS=ADV", "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET", "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN", "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem", "Case=Gen|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Case=Nom|Number=Sing|POS=PRON|PronType=Prs", "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Part", "Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ", "Case=Dat|Definite=Ind|Number=Sing|POS=PROPN", "Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ", "Case=Acc|POS=NOUN", "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", "Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ" ], "parser":[ "ROOT", "advcl", "advmod", "amod", "aux", "aux:pass", "case", "cc", "conj", "cop", "dep", "det", "flat", "mark", "nmod", "nmod:poss", "nsubj", "nummod", "obj", "obl", "parataxis", "punct", "xcomp" ] }, "pipeline":[ "transformer", "trainable_lemmatizer", "tagger", "morphologizer", "parser" ], "components":[ "transformer", "trainable_lemmatizer", "tagger", "morphologizer", "parser" ], "disabled":[ ], "performance":{ "lemma_acc":0.8580677291, "tag_acc":0.9677741694, "pos_acc":0.9532616846, "morph_acc":0.8902774306, "morph_per_feat":{ "Case":{ "p":0.9278794403, "r":0.9189765458, "f":0.9234065345 }, "Number":{ "p":0.9692982456, "r":0.9600347524, "f":0.9646442601 }, "Mood":{ "p":0.9849056604, "r":0.9666666667, "f":0.9757009346 }, "Person":{ "p":0.9824561404, "r":0.9613733906, "f":0.9718004338 }, "Tense":{ "p":0.9776119403, "r":0.9597069597, "f":0.9685767098 }, "VerbForm":{ "p":0.7674418605, "r":0.8918918919, 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"p":0.8547486034, "r":0.8895348837, "f":0.8717948718 }, "compound":{ "p":0.0, "r":0.0, "f":0.0 }, "amod":{ "p":0.8770491803, "r":0.9385964912, "f":0.906779661 }, "dep":{ "p":0.085106383, "r":0.3333333333, "f":0.1355932203 }, "nmod":{ "p":0.6231884058, "r":0.7818181818, "f":0.6935483871 }, "advmod":{ "p":0.6, "r":0.65, "f":0.624 }, "acl:relcl":{ "p":0.0, "r":0.0, "f":0.0 }, "parataxis":{ "p":1.0, "r":0.962962963, "f":0.9811320755 }, "nmod:poss":{ "p":0.9, "r":0.375, "f":0.5294117647 }, "nummod":{ "p":0.75, "r":0.7741935484, "f":0.7619047619 }, "obj":{ "p":0.75, "r":0.8333333333, "f":0.7894736842 }, "aux":{ "p":0.8181818182, "r":0.6923076923, "f":0.75 }, "expl":{ "p":0.0, "r":0.0, "f":0.0 }, "mark":{ "p":0.7666666667, "r":0.7419354839, "f":0.7540983607 }, "csubj":{ "p":0.0, "r":0.0, "f":0.0 }, "xcomp":{ "p":0.3333333333, "r":0.4, "f":0.3636363636 }, "advcl":{ "p":0.5, "r":0.3846153846, "f":0.4347826087 }, "ccomp":{ "p":0.0, "r":0.0, "f":0.0 }, "appos":{ "p":0.0, "r":0.0, "f":0.0 }, "flat":{ "p":1.0, "r":0.5, "f":0.6666666667 }, "acl":{ "p":0.0, "r":0.0, "f":0.0 }, "nsubj:pass":{ "p":0.0, "r":0.0, "f":0.0 }, "cc:preconj":{ "p":0.0, "r":0.0, "f":0.0 }, "fixed":{ "p":0.0, "r":0.0, "f":0.0 } }, "sents_p":0.9674796748, "sents_r":0.9875518672, "sents_f":0.977412731, "morph_micro_f":0.9322646196, "transformer_loss":697.8164657474, "trainable_lemmatizer_loss":1072.294970469, "tagger_loss":34.1554369149, "morphologizer_loss":1420.4289422103, "parser_loss":177.9222585039 } }