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"VERB__Mood=Ind|Person=3|VerbForm=Fin", "VERB__Mood=Ind|VerbForm=Fin", "VERB__Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin", "VERB__Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin", "VERB__Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin", "VERB__Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin", "VERB__Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass", "VERB__Number=Sing|Tense=Past|VerbForm=Part", "VERB__Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass", "VERB__Tense=Past|VerbForm=Part", "VERB__Tense=Past|VerbForm=Part|Voice=Pass", "VERB__Tense=Pres|VerbForm=Part", "VERB__VerbForm=Inf", "X", "X__ExtPos=ADJ", "X__ExtPos=ADV", "X__Foreign=Yes" ], "parser":[ "ROOT", "acl", "acl:relcl", "advcl", "advmod", "amod", "appos", "aux:pass", "aux:tense", "case", "cc", "ccomp", "conj", "cop", "csubj", "dep", "det", "expl:comp", "expl:pass", "expl:pv", "expl:subj", "fixed", "flat:foreign", "flat:name", "iobj", "mark", "nmod", "nsubj", "nsubj:pass", "nummod", "obj", "obl:agent", "obl:arg", "obl:mod", "parataxis", "parataxis:insert", "punct", "vocative", "xcomp" ] }, "pipeline":[ "ner_transformer", "ner", "merge_entities", "base_transformer", "morphologizer", "tagger", "parser", "trainable_lemmatizer" ], "components":[ "ner_transformer", "ner", "merge_entities", "base_transformer", "morphologizer", "tagger", "parser", "trainable_lemmatizer" ], "disabled":[ ], "performance":{ "ents_f":0.973876698, "ents_p":0.9688149688, "ents_r":0.9789915966, "ents_per_type":{ "ORG":{ "p":0.9562043796, "r":0.9562043796, "f":0.9562043796 }, "LOC":{ "p":0.9813084112, "r":0.9952606635, "f":0.9882352941 }, "PER":{ "p":0.9615384615, "r":0.9765625, "f":0.9689922481 } }, "ner_transformer_loss":23.7388525084, "ner_loss":99.4598413509 }, "requirements":[ "spacy-transformers>=1.3.5,<1.4.0", "spacy>=3.8.3,<3.9.0", "spacy>=3.8.3,<3.9.0" ] }