{ "lang":"it", "name":"core_news_md", "version":"3.4.0", "description":"Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.", "author":"Explosion", "email":"contact@explosion.ai", "url":"https://explosion.ai", "license":"CC BY-NC-SA 3.0", "spacy_version":">=3.4.0,<3.5.0", "spacy_git_version":"dd038b536", "vectors":{ "width":300, "vectors":20000, "keys":500000, "name":"it_vectors" }, "labels":{ "tok2vec":[ ], "morphologizer":[ "POS=PROPN", "POS=PUNCT", "Gender=Masc|POS=NOUN", "Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art", "Gender=Fem|Number=Sing|POS=NOUN", "Gender=Masc|Number=Sing|POS=ADJ", "Gender=Masc|Number=Sing|POS=NOUN", "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", "POS=AUX|VerbForm=Inf", "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "POS=ADP", "Gender=Fem|Number=Sing|POS=ADJ", "POS=PRON|PronType=Rel", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art", "Gender=Masc|Number=Plur|POS=NOUN", "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art", "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind", "Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art", "Number=Plur|POS=ADJ", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Definite=Def|Number=Sing|POS=DET|PronType=Art", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part", "POS=VERB|VerbForm=Inf", "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "Number=Sing|POS=ADJ", "POS=CCONJ", "NumType=Card|POS=NUM", "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art", "Definite=Def|Gender=Fem|Number=Plur|POS=ADP|PronType=Art", "Gender=Fem|Number=Plur|POS=NOUN", "Clitic=Yes|POS=PRON|Person=3|PronType=Prs", "Gender=Fem|Number=Plur|POS=ADJ", "Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs", "Gender=Masc|Number=Plur|POS=ADJ", "POS=SPACE", "Definite=Def|Number=Sing|POS=ADP|PronType=Art", "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art", "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ", "POS=ADV", "POS=NOUN", "Number=Sing|POS=NOUN", "POS=VERB|VerbForm=Ger", "Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs", "POS=INTJ", "Clitic=Yes|Number=Sing|POS=PRON|Person=2|PronType=Prs", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part", "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Fem|POS=NOUN", "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Gender=Fem|Number=Sing|POS=DET|PronType=Tot", "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind", "Number=Plur|POS=PRON|Person=3|PronType=Prs", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part", "Number=Plur|POS=NOUN", "POS=SCONJ", "Number=Sing|POS=DET|PronType=Ind", "POS=ADV|PronType=Neg", "Clitic=Yes|POS=VERB|PronType=Prs|VerbForm=Inf", "Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part", "Gender=Fem|Number=Plur|POS=DET|PronType=Ind", "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind", "POS=ADJ", "Number=Sing|POS=PRON|PronType=Rel", "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ", "Number=Sing|POS=PRON|PronType=Ind", "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part", "Clitic=Yes|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "POS=DET|Poss=Yes|PronType=Prs", "Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs", "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=DET|PronType=Ind", "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "Clitic=Yes|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger", "Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs", "Gender=Masc|Number=Sing|POS=DET|PronType=Dem", "Clitic=Yes|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf", "Clitic=Yes|POS=PRON|PronType=Prs", "Gender=Masc|Number=Plur|POS=DET|PronType=Tot", "Clitic=Yes|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Clitic=Yes|Number=Sing|POS=PRON|Person=1|PronType=Prs", "Degree=Cmp|Number=Plur|POS=ADJ", "Clitic=Yes|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf", "Number=Sing|POS=PRON|Person=3|PronType=Prs", "Degree=Cmp|Number=Sing|POS=ADJ", "Gender=Masc|Number=Plur|POS=DET|PronType=Dem", "Degree=Abs|POS=ADV", "Clitic=Yes|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf", "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf", "Gender=Fem|Number=Sing|POS=DET|PronType=Dem", "POS=DET|PronType=Exc", "Number=Plur|POS=PRON|Person=1|PronType=Prs", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Number=Plur|POS=PRON|Person=1|PronType=Prs", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin", "Number=Sing|POS=DET|PronType=Dem", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin", "Number=Sing|POS=DET|PronType=Int", "POS=PRON|PronType=Int", "Clitic=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind", "Number=Sing|POS=ADP", "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "Foreign=Yes|POS=X", "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Clitic=Yes|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf", "Clitic=Yes|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf", "Clitic=Yes|Gender=Masc|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs", "Number=Plur|POS=VERB|Tense=Pres|VerbForm=Part", "POS=INTJ|Polarity=Neg", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Number=Plur|POS=PRON|PronType=Rel", "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin", "Gender=Fem|Number=Sing|POS=DET|PronType=Ind", "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem", "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=DET|PronType=Dem", "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel", "Clitic=Yes|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Ger", "POS=INTJ|Polarity=Pos", "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Gender=Fem|Number=Sing|POS=DET|PronType=Int", "POS=DET|PronType=Int", "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ", "Gender=Fem|Number=Plur|POS=DET|PronType=Int", "Mood=Cnd|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "POS=PRON|Person=3|PronType=Prs", "Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ", "Gender=Masc|Number=Sing|POS=DET|PronType=Ind", "Number=Sing|POS=PRON|Person=1|PronType=Prs", "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem", "Clitic=Yes|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Clitic=Yes|Gender=Fem|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf", "Clitic=Yes|Gender=Fem|POS=PRON|Person=3|PronType=Prs", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ", "Gender=Masc|Number=Sing|POS=DET|PronType=Tot", "Clitic=Yes|POS=AUX|PronType=Prs|VerbForm=Inf", "Gender=Fem|Number=Plur|POS=DET|PronType=Tot", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem", "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ", "NumType=Ord|POS=ADJ", "POS=DET|PronType=Rel", "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel", "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs", "Number=Sing|POS=PRON|Person=2|PronType=Prs", "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Number=Plur|POS=PRON|Person=2|PronType=Prs", "Clitic=Yes|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf", "Mood=Imp|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin", "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Clitic=Yes|POS=VERB|PronType=Prs|VerbForm=Ger", "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part", "Number=Sing|POS=PRON|PronType=Int", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Number=Plur|POS=PRON|Person=2|PronType=Prs", "Clitic=Yes|Number=Plur|POS=VERB|Person=2|PronType=Prs|VerbForm=Inf", "Clitic=Yes|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf", "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin", "Definite=Def|POS=DET|PronType=Art", "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "POS=SYM", "Clitic=Yes|Mood=Imp|Number=Sing|POS=VERB|Person=2|PronType=Prs|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Masc|Mood=Imp|Number=Sing|POS=VERB|Person=2,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin", "Clitic=Yes|Gender=Fem|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger", "Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ", "Number=Sing|POS=PRON|PronType=Dem", "POS=AUX|VerbForm=Ger", "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs", "Clitic=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|VerbForm=Inf", "POS=PRON|PronType=Ind", "Clitic=Yes|Mood=Imp|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin", "POS=X", "Gender=Masc|POS=ADJ", "Clitic=Yes|Gender=Fem|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf", "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Mood=Cnd|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Number=Sing|POS=VERB|Person=2|PronType=Prs|VerbForm=Inf", "Clitic=Yes|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part", "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin", "POS=PART", "Number=Sing|POS=VERB|Tense=Pres|VerbForm=Part", "NumType=Ord|Number=Sing|POS=ADJ", "Number=Plur|POS=DET|PronType=Int", "Clitic=Yes|Mood=Sub|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin", "Number=Plur|POS=DET|PronType=Rel", "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "Clitic=Yes|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger", "Clitic=Yes|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger", "Clitic=Yes|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Ger", "Clitic=Yes|Number=Sing|POS=AUX|Person=1|PronType=Prs|VerbForm=Ger", "Clitic=Yes|Gender=Masc|Number=Plur|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf", "Clitic=Yes|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|VerbForm=Fin", "Mood=Imp|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "NumType=Range|POS=NUM", "Number=Plur|POS=PRON|PronType=Dem", "POS=VERB|Tense=Past|VerbForm=Part", "Clitic=Yes|POS=ADV|PronType=Prs", "Clitic=Yes|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin", "Gender=Masc|POS=PRON|PronType=Rel", "Clitic=Yes|Gender=Masc|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=2,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Number=Sing|POS=AUX|Person=2|PronType=Prs|VerbForm=Inf", "Clitic=Yes|Number=Sing|POS=VERB|Person=2|PronType=Prs|VerbForm=Ger", "Mood=Imp|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Fem|Mood=Imp|Number=Sing|POS=VERB|Person=2,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin", "Clitic=Yes|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part", "Clitic=Yes|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf", "Definite=Ind|POS=DET|PronType=Art", "Clitic=Yes|Gender=Fem,Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part", "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art", "Definite=Def|Number=Plur|POS=ADP|PronType=Art", "Clitic=Yes|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf", "POS=DET|PronType=Ind", "Number=Plur|POS=DET|PronType=Dem", "Clitic=Yes|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Number=Plur|POS=DET|PronType=Tot", "Clitic=Yes|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger", "Number=Plur|POS=PRON|PronType=Ind", "Clitic=Yes|Gender=Fem,Masc|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part", "Clitic=Yes|Number=Plur|POS=VERB|PronType=Prs|VerbForm=Inf", "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs", "Number=Sing|POS=PRON|Poss=Yes|PronType=Prs", "Number=Plur|POS=ADP", "Clitic=Yes|Gender=Masc|Number=Sing|POS=ADV|Person=3|PronType=Prs", "Clitic=Yes|Mood=Imp|Number=Plur|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part", "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin", "Mood=Cnd|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Fem|Number=Plur|POS=ADV|Person=3|PronType=Prs", "POS=DET|PronType=Tot", "POS=PRON|PronType=Dem", "Clitic=Yes|Gender=Masc|Mood=Imp|Number=Plur|POS=VERB|Person=2,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Definite=Ind|Number=Sing|POS=DET|PronType=Art", "NumType=Ord|POS=NUM", "Clitic=Yes|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger", "Gender=Masc|POS=DET|PronType=Dem", "Clitic=Yes|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part", "Gender=Masc|Number=Sing|POS=NOUN|Tense=Past|VerbForm=Part", "Gender=Masc|Number=Plur|POS=DET|PronType=Int", "Gender=Masc|Number=Plur|POS=PRON|PronType=Int", "Gender=Fem|Number=Plur|POS=PRON|PronType=Int", "Mood=Imp|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=DET|PronType=Int", "Gender=Fem|Number=Sing|POS=PRON|PronType=Int", "Number=Plur|POS=PRON|PronType=Int", "Mood=Cnd|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Sing|POS=PRON|PronType=Int", "Clitic=Yes|Number=Plur|POS=PRON|PronType=Prs", "Foreign=Yes|Number=Sing|POS=X", "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin", "POS=PRON|PronType=Prs", "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin", "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin", "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin", "POS=SCONJ|PronType=Rel", "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin", "POS=PRON|Person=3|PronType=Rel", "Clitic=Yes|Number=Plur|POS=VERB|Person=2|PronType=Prs|VerbForm=Ger", "Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin", "Clitic=Yes|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin", "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin", "Degree=Cmp|POS=ADJ", "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin", "Definite=Def|Number=Plur|POS=DET|PronType=Art", "Number=Sing|POS=DET|Poss=Yes|PronType=Prs", "Gender=Masc|Number=Sing|POS=ADP", "Gender=Fem|POS=ADJ", "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Fem|Mood=Imp|Number=Plur|POS=VERB|Person=2,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Number=Plur|POS=PRON|Person=3|PronType=Prs", "Gender=Masc|POS=DET|Poss=Yes|PronType=Prs", "Gender=Fem|Number=Plur|POS=PROPN", "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art", "Number=Sing|POS=DET|PronType=Art", "Gender=Fem|Number=Sing|POS=ADJ|Poss=Yes|PronType=Prs", "Foreign=Yes|POS=NOUN", "Clitic=Yes|Gender=Fem|Mood=Imp|Number=Plur|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Clitic=Yes|Gender=Masc|Mood=Imp|Number=Plur|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Gender=Masc|Number=Plur|POS=DET", "Clitic=Yes|Gender=Fem|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin", "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Fin", "Gender=Fem|Number=Plur|POS=DET", "Number=Sing|POS=X", "Foreign=Yes|Gender=Masc|POS=X", "Clitic=Yes|Gender=Fem|Number=Plur|POS=PRON|PronType=Prs", "Clitic=Yes|Gender=Masc|Number=Sing|POS=PRON|PronType=Prs", "Clitic=Yes|Definite=Def|Gender=Fem|Number=Plur|POS=PRON|PronType=Art", "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Fin", "Definite=Def|Gender=Fem|POS=DET", "Definite=Def|POS=DET", "Foreign=Yes|POS=PROPN", "NumType=Card|POS=PROPN", "Gender=Fem|Number=Sing|POS=DET", "Degree=Abs|Gender=Masc|Number=Sing|POS=ADV", "Gender=Masc|Number=Plur|POS=NOUN|Tense=Past|VerbForm=Part", "Mood=Imp|Number=Plur|POS=VERB|Person=2", "Clitic=Yes|Number=Plur|POS=AUX|Person=1|PronType=Prs|VerbForm=Inf", "Gender=Masc|Number=Sing|POS=DET", "Number=Sing|POS=DET", "Gender=Masc|Number=Sing|POS=PRON", "POS=DET" ], "tagger":[ "A", "AP", "B", "BN", "B_PC", "CC", "CS", "DD", "DE", "DI", "DQ", "DR", "E", "E_RD", "FB", "FC", "FF", "FS", "I", "N", "NO", "PART", "PC", "PC_PC", "PD", "PE", "PI", "PP", "PQ", "PR", "RD", "RI", "S", "SP", "SW", "SYM", "T", "V", "VA", "VA_PC", "VM", "VM_PC", "VM_PC_PC", "V_B", "V_PC", "V_PC_PC", "X", "_SP" ], "parser":[ "ROOT", "acl", "acl:relcl", "advcl", "advmod", "amod", "appos", "aux", "aux:pass", "case", "cc", "ccomp", "compound", "conj", "cop", "csubj", "dep", "det", "det:poss", "det:predet", "discourse", "expl", "expl:impers", "expl:pass", "fixed", "flat", "flat:foreign", "flat:name", "iobj", "mark", "nmod", "nsubj", "nsubj:pass", "nummod", "obj", "obl", "obl:agent", "parataxis", "punct", "vocative", "xcomp" ], "attribute_ruler":[ ], "ner":[ "LOC", "MISC", "ORG", "PER" ] }, "pipeline":[ "tok2vec", "morphologizer", "tagger", "parser", "lemmatizer", "attribute_ruler", "ner" ], "components":[ "tok2vec", "morphologizer", "tagger", "parser", "lemmatizer", "senter", "attribute_ruler", "ner" ], "disabled":[ "senter" ], "performance":{ "token_acc":0.9996405141, "token_p":0.9980235379, "token_r":0.9978442468, "token_f":0.9979338843, "pos_acc":0.9748797915, "morph_acc":0.9723146067, "morph_micro_p":0.9869975186, "morph_micro_r":0.981444927, "morph_micro_f":0.9842133914, "morph_per_feat":{ "Gender":{ "p":0.9897309509, "r":0.9838709677, "f":0.9867922596 }, "Number":{ 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"r":0.9042553191, "f":0.8978873239 }, "flat:name":{ "p":0.8987341772, "r":0.8987341772, "f":0.8987341772 }, "case":{ "p":0.9799513973, "r":0.9817407182, "f":0.9808452417 }, "nmod":{ "p":0.8138351984, "r":0.81799591, "f":0.8159102499 }, "nummod":{ "p":0.9005524862, "r":0.8858695652, "f":0.8931506849 }, "det":{ "p":0.9698354662, "r":0.9751838235, "f":0.9725022915 }, "nsubj":{ "p":0.8521400778, "r":0.8455598456, "f":0.8488372093 }, "aux":{ "p":0.953271028, "r":0.9400921659, "f":0.9466357309 }, "advmod":{ "p":0.8183856502, "r":0.8371559633, "f":0.8276643991 }, "obj":{ "p":0.8602941176, "r":0.8775, "f":0.8688118812 }, "cc":{ "p":0.9247648903, "r":0.9049079755, "f":0.9147286822 }, "conj":{ "p":0.7212276215, "r":0.7621621622, "f":0.741130092 }, "det:predet":{ "p":0.9473684211, "r":1.0, "f":0.972972973 }, "amod":{ "p":0.9011976048, "r":0.9025487256, "f":0.9018726592 }, "mark":{ "p":0.9190283401, "r":0.9380165289, "f":0.9284253579 }, "cop":{ "p":0.8244274809, "r":0.8571428571, "f":0.8404669261 }, "xcomp":{ "p":0.7252747253, "r":0.6875, "f":0.7058823529 }, "obl":{ "p":0.8095238095, "r":0.7704678363, "f":0.7895131086 }, "acl:relcl":{ "p":0.7786259542, "r":0.7445255474, "f":0.7611940299 }, "acl":{ "p":0.7040816327, "r":0.6, "f":0.6478873239 }, "ccomp":{ "p":0.6666666667, "r":0.6774193548, "f":0.672 }, "expl":{ "p":0.8947368421, "r":0.8717948718, "f":0.8831168831 }, "nsubj:pass":{ "p":0.8421052632, "r":0.7901234568, "f":0.8152866242 }, "aux:pass":{ "p":0.8571428571, "r":0.9113924051, "f":0.8834355828 }, "parataxis":{ "p":0.5, "r":0.2258064516, "f":0.3111111111 }, "advcl":{ "p":0.60625, "r":0.6830985915, "f":0.642384106 }, "det:poss":{ "p":0.9714285714, "r":1.0, "f":0.9855072464 }, "flat":{ "p":1.0, "r":1.0, "f":1.0 }, "appos":{ "p":0.5, "r":0.4358974359, "f":0.4657534247 }, "obl:agent":{ "p":0.8974358974, "r":0.8333333333, "f":0.8641975309 }, "dep":{ "p":0.0, "r":0.0, "f":0.0 }, "iobj":{ "p":0.68, "r":0.85, "f":0.7555555556 }, "expl:pass":{ "p":0.6666666667, "r":0.7272727273, "f":0.6956521739 }, "csubj":{ "p":0.75, "r":0.4615384615, "f":0.5714285714 }, "compound":{ "p":0.652173913, "r":0.5769230769, "f":0.612244898 }, "discourse":{ "p":0.0, "r":0.0, "f":0.0 }, "fixed":{ "p":0.9130434783, "r":0.75, "f":0.8235294118 }, "expl:impers":{ "p":0.8, "r":1.0, "f":0.8888888889 }, "orphan":{ "p":0.0, "r":0.0, "f":0.0 }, "flat:foreign":{ "p":1.0, "r":0.3333333333, "f":0.5 }, "vocative":{ "p":0.5, "r":0.3333333333, "f":0.4 } }, "lemma_acc":0.9726815241, "ents_p":0.8750487405, "ents_r":0.8748781724, "ents_f":0.8749634482, "ents_per_type":{ "LOC":{ "p":0.8850011397, "r":0.9124559342, "f":0.8985188614 }, "PER":{ "p":0.9114364916, "r":0.9113717129, "f":0.9114041011 }, "MISC":{ "p":0.7826731939, "r":0.7249244298, "f":0.7526927741 }, "ORG":{ "p":0.8387019231, "r":0.7886528029, "f":0.8129077353 } }, "speed":11995.0171076007 }, "sources":[ { "name":"UD Italian ISDT v2.8", "url":"https://github.com/UniversalDependencies/UD_Italian-ISDT", "license":"CC BY-NC-SA 3.0", "author":"Bosco, Cristina; Lenci, Alessandro; Montemagni, Simonetta; Simi, Maria" }, { "name":"WikiNER", "url":"https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500", "license":"CC BY 4.0", "author":"Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran" }, { "name":"Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)", "url":"https://spacy.io", "license":"CC0", "author":"Explosion" } ], "requirements":[ ] }