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"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=Acc|Gender=Fem|POS=ADJ", "Case=Gen|POS=NUM", "Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN", "Case=Acc|Gender=Neut|Number=Plur|POS=ADJ", "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Int", "Case=Acc|Gender=Neut|Number=Plur|POS=DET", "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN", "Case=Acc|Gender=Neut|POS=ADJ", "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres", "Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=DET", "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres", "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs", "Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Case=Acc|Gender=Neut|Number=Sing|POS=NUM", "Case=Nom|Definite=Ind|Gender=Neut|POS=DET", "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ", "Case=Dat|Definite=Def|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Case=Nom|Number=Plur|POS=PROPN" ], "parser":[ "ROOT", "advmod", "amod", "aux", "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":0.8592822102, "tag_acc":0.9798032108, "pos_acc":0.9653029518, "morph_acc":0.9093733817, "morph_per_feat":{ "Case":{ "p":0.9388696655, "r":0.9356321839, "f":0.937248129 }, "Mood":{ "p":0.9922178988, "r":0.988372093, "f":0.9902912621 }, "Number":{ "p":0.968094804, "r":0.968094804, "f":0.968094804 }, "Tense":{ "p":0.9886363636, "r":0.9849056604, 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"r":0.3076923077, "f":0.1111111111 }, "advmod":{ "p":0.8068181818, "r":0.797752809, "f":0.802259887 }, "obj":{ "p":0.6363636364, "r":0.875, "f":0.7368421053 }, "cop":{ "p":0.8915662651, "r":0.9367088608, "f":0.9135802469 }, "parataxis":{ "p":0.92, "r":0.8214285714, "f":0.8679245283 }, "aux":{ "p":0.6666666667, "r":0.4285714286, "f":0.5217391304 }, "mark":{ "p":0.8648648649, "r":0.9411764706, "f":0.9014084507 }, "advcl":{ "p":0.0, "r":0.0, "f":0.0 }, "xcomp":{ "p":0.5833333333, "r":0.5384615385, "f":0.56 }, "nmod":{ "p":0.6060606061, "r":0.7272727273, "f":0.6611570248 }, "ccomp":{ "p":0.0, "r":0.0, "f":0.0 }, "cc":{ "p":0.9333333333, "r":0.9180327869, "f":0.9256198347 }, "conj":{ "p":0.8103448276, "r":0.8545454545, "f":0.8318584071 }, "flat":{ "p":0.7, "r":0.5833333333, "f":0.6363636364 }, "det":{ "p":0.9411764706, "r":0.9142857143, "f":0.9275362319 }, "acl":{ "p":0.0, "r":0.0, "f":0.0 }, "nummod":{ "p":0.9545454545, "r":0.9545454545, "f":0.9545454545 }, "nmod:poss":{ "p":0.6, "r":0.4, "f":0.48 }, "csubj":{ "p":0.0, "r":0.0, "f":0.0 }, "expl":{ "p":0.0, "r":0.0, "f":0.0 }, "appos":{ "p":0.0, "r":0.0, "f":0.0 }, "nsubj:pass":{ "p":0.0, "r":0.0, "f":0.0 }, "compound":{ "p":0.0, "r":0.0, "f":0.0 }, "fixed":{ "p":0.0, "r":0.0, "f":0.0 }, "acl:relcl":{ "p":0.0, "r":0.0, "f":0.0 } }, "sents_p":0.9835390947, "sents_r":0.9917012448, "sents_f":0.9876033058, "morph_micro_f":0.94328499, "transformer_loss":603.1756368877, "trainable_lemmatizer_loss":797.3545050499, "tagger_loss":16.8951243309, "morphologizer_loss":1197.5467189438, "parser_loss":107.2477862936 }, "requirements":[ "spacy-transformers>=1.3.5,<1.4.0" ] }