es_bsc_demo_trf / meta.json
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{
"lang":"es",
"name":"bsc_demo_trf",
"version":"3.4.0",
"description":"Spanish transformer-based (PlanTL-GOB-ES/roberta-base-bne) Spacy pipeline by BSC. Components: transformer, morphologizer, parser, ner, lemmatizer, text classification.",
"author":"Text Mining Unit (TeMU) at the Barcelona Supercomputing Center ([email protected])",
"email":"For further information, send an email to [email protected]",
"url":"https://huggingface.co/cognition-intelligence/es_bsc_demo_trf",
"license":"mit",
"spacy_version":">=3.4.1,<4.0.0",
"spacy_git_version":"Unknown",
"vectors":{
"width":0,
"vectors":0,
"keys":0,
"name":null
},
"labels":{
"transformer":[
],
"tagger":[
"ADJ",
"ADP",
"ADV",
"AUX",
"CCONJ",
"DET",
"INTJ",
"NOUN",
"NUM",
"PART",
"PRON",
"PROPN",
"PUNCT",
"SCONJ",
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"fat",
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"fd",
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"fg",
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"w",
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],
"morphologizer":[
"Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
"Gender=Fem|Number=Plur|POS=NOUN",
"POS=ADP",
"Gender=Masc|Number=Sing|POS=NOUN",
"POS=CCONJ",
"POS=PROPN",
"Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
"NumForm=Digit|NumType=Card|POS=NUM",
"Gender=Masc|Number=Plur|POS=NOUN",
"NumForm=Digit|POS=NOUN",
"Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
"POS=NOUN",
"Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
"POS=PUNCT|PunctType=Comm",
"Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
"POS=ADV",
"Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
"POS=PUNCT|PunctType=Peri",
"Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
"Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
"Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
"Number=Plur|POS=ADJ",
"Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
"Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
"Number=Sing|POS=ADJ",
"POS=PRON|PronType=Int,Rel",
"Number=Sing|POS=DET|PronType=Tot",
"Gender=Fem|Number=Sing|POS=NOUN",
"Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
"Gender=Masc|Number=Sing|POS=ADJ",
"POS=SCONJ",
"Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
"Number=Plur|POS=NOUN",
"POS=AUX|VerbForm=Inf",
"POS=VERB|VerbForm=Inf",
"Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
"Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
"Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
"Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
"Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
"Gender=Fem|Number=Sing|POS=ADJ",
"Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
"POS=PUNCT|PunctType=Quot",
"POS=ADV|Polarity=Neg",
"Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
"POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"NumType=Card|Number=Plur|POS=NUM",
"Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
"Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
"Number=Sing|POS=PRON|PronType=Int,Rel",
"Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
"Gender=Fem|Number=Plur|POS=DET|PronType=Tot",
"Gender=Fem|Number=Plur|POS=ADJ",
"Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
"Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
"Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
"Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
"Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
"Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
"Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
"Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
"POS=VERB|VerbForm=Ger",
"Degree=Cmp|POS=ADV",
"Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
"Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part",
"Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
"Gender=Masc|Number=Plur|POS=ADJ",
"Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
"Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
"AdvType=Tim|POS=NOUN",
"Number=Sing|POS=NOUN",
"Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
"Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
"Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part",
"NumType=Card|POS=NUM",
"Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
"Number=Plur|POS=PRON|PronType=Ind",
"Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part",
"Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
"Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
"Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
"Number=Plur|POS=PRON|PronType=Int,Rel",
"Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
"POS=PART",
"Degree=Cmp|Number=Sing|POS=ADJ",
"Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
"Number=Sing|POS=DET|PronType=Ind",
"Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
"Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
"NumForm=Digit|POS=SYM",
"Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
"Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
"Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
"AdvType=Tim|POS=ADJ",
"Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
"POS=PUNCT|PunctSide=Ini|PunctType=Brck",
"POS=PUNCT|PunctSide=Fin|PunctType=Brck",
"Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
"NumForm=Digit|NumType=Frac|POS=NUM",
"Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel",
"POS=PUNCT",
"POS=ADJ",
"Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
"Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
"Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
"Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
"Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem",
"Gender=Masc|Number=Plur|POS=PRON|PronType=Tot",
"POS=PRON|PronType=Ind",
"Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
"Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
"Number=Plur|POS=DET|PronType=Ind",
"Number=Plur|POS=DET|PronType=Dem",
"Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
"Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
"Number=Sing|POS=PRON|PronType=Dem",
"Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
"Gender=Masc|Number=Plur|POS=DET|PronType=Tot",
"Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
"Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
"Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
"Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ",
"Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
"Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
"Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
"Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
"Degree=Cmp|Number=Plur|POS=ADJ",
"POS=AUX|VerbForm=Ger",
"Gender=Fem|POS=NOUN",
"Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
"Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel",
"Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
"Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
"Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
"Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
"POS=PUNCT|PunctType=Colo",
"Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
"Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
"Gender=Fem|Number=Sing|POS=DET|PronType=Neg",
"Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
"Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
"Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
"Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
"Number=Sing|POS=PRON|PronType=Neg",
"POS=PUNCT|PunctType=Semi",
"Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
"Number=Sing|POS=PRON|PronType=Ind",
"Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
"Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
"POS=INTJ",
"Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem",
"Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
"Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
"Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
"Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
"POS=PUNCT|PunctType=Dash",
"Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
"Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
"Gender=Masc|Number=Sing|POS=DET|PronType=Neg",
"Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
"Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
"Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
"Gender=Masc|POS=NOUN",
"Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind",
"Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
"Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
"POS=NOUN|VerbForm=Inf",
"Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
"Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
"Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
"Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
"Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
"Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel",
"Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem",
"Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
"Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
"Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
"Gender=Masc|Number=Sing|POS=PRON|PronType=Neg",
"Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
"Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
"Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
"Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
"Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ",
"Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
"Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
"Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
"Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
"Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
"Gender=Fem|Number=Sing|POS=DET|PronType=Tot",
"POS=DET|PronType=Ind",
"POS=DET|PronType=Int,Rel",
"AdvType=Tim|POS=ADV",
"Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
"POS=PUNCT|PunctSide=Ini|PunctType=Qest",
"POS=PUNCT|PunctSide=Fin|PunctType=Qest",
"Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
"Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
"Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind",
"Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
"Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ",
"Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
"Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"POS=PUNCT|PunctSide=Ini|PunctType=Excl",
"POS=PUNCT|PunctSide=Fin|PunctType=Excl",
"Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
"Gender=Fem|Number=Sing|POS=PRON|PronType=Tot",
"Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
"Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
"Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
"Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind",
"Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
"Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
"Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
"Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art",
"Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
"Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
"Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
"POS=SCONJ|PronType=Int,Rel",
"Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
"Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
"Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
"NumType=Card|Number=Sing|POS=DET|PronType=Ind",
"Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
"Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
"Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
"Number=Sing|POS=DET|PronType=Dem",
"Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
"Gender=Fem|Number=Sing|POS=PRON|PronType=Neg",
"Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
"Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
"Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
"Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
"Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind",
"Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs",
"Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel",
"Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
"Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
"Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
"Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
"Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
"Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin",
"NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
"Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem",
"Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
"Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel",
"Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
"Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs",
"Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin",
"Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
"NumType=Card|Number=Sing|POS=NUM",
"Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
"Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin",
"Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
"Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs",
"Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
"Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs",
"Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin",
"Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
"Number=Sing|POS=NOUN|VerbForm=Fin",
"Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
"Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel",
"Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
"Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
"Gender=Fem|Number=Plur|POS=PRON|PronType=Tot",
"Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel",
"POS=SYM",
"Number=Sing|POS=VERB|VerbForm=Fin",
"POS=VERB|VerbForm=Fin",
"Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ",
"Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ",
"Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
"Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
"Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem",
"Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art",
"Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
"Number=Plur|POS=PRON|PronType=Dem",
"Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
"Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin",
"Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
"Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel",
"Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
"Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel",
"Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
"Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
"Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
"Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
"Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind",
"Definite=Def|Foreign=Yes|POS=DET|PronType=Art",
"Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
"Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
"Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
"NumForm=Digit|NumType=Frac|POS=SYM",
"Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem",
"Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
"Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
"Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"NumType=Card|Number=Plur|POS=DET|PronType=Ind",
"Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
"Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
"Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
"Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
"Number=Sing|POS=PRON|PronType=Tot",
"AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN",
"POS=AUX|VerbForm=Fin",
"Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel",
"Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind",
"Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
"Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
"Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
"Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
"POS=PRON|PronType=Dem",
"Gender=Masc|Number=Plur|POS=DET|PronType=Art",
"Foreign=Yes|POS=X",
"Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
"Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind",
"Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
"Foreign=Yes|POS=NOUN",
"Foreign=Yes|POS=ADP",
"Foreign=Yes|POS=CCONJ",
"Foreign=Yes|POS=PROPN",
"Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
"Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
"Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind",
"Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part",
"Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
"Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind",
"Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
"Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
"Number=Sing|POS=DET|PronType=Int,Rel",
"Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem",
"Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
"Gender=Masc|POS=ADJ",
"Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
"Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
"Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
"POS=X",
"Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
"Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
"Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
"Degree=Cmp|POS=ADJ",
"Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
"Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
"Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind",
"POS=NOUN|PunctType=Comm",
"POS=PRON|PronType=Neg",
"Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
"Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs"
],
"lemmatizer":[
],
"parser":[
"ROOT",
"acl",
"advcl",
"advmod",
"amod",
"appos",
"aux",
"case",
"cc",
"ccomp",
"compound",
"conj",
"cop",
"csubj",
"dep",
"det",
"expl:impers",
"expl:pass",
"expl:pv",
"fixed",
"flat",
"iobj",
"mark",
"nmod",
"nsubj",
"nummod",
"obj",
"obl",
"parataxis",
"punct",
"xcomp"
],
"ner":[
"LOC",
"MISC",
"ORG",
"PER"
],
"textcat_multilabel":[
"Econom\u00eda",
"Entretenimiento",
"Historia",
"Humanidades",
"Derecho",
"Matem\u00e1ticas",
"M\u00fasica",
"Filosof\u00eda",
"Pol\u00edtica",
"Religi\u00f3n",
"Deporte",
"Ciencia_y_Tecnolog\u00eda"
]
},
"pipeline":[
"transformer",
"tagger",
"morphologizer",
"lemmatizer",
"parser",
"ner",
"textcat_multilabel"
],
"components":[
"transformer",
"tagger",
"morphologizer",
"lemmatizer",
"parser",
"ner",
"textcat_multilabel"
],
"disabled":[
],
"performance":{
"tag_acc":0.9634184236,
"pos_acc":0.9913932728,
"morph_acc":0.9869205345,
"morph_per_feat":{
"Definite":{
"p":0.9987087518,
"r":0.9989954076,
"f":0.9988520591
},
"Gender":{
"p":0.9965911475,
"r":0.9928422153,
"f":0.9947131491
},
"Number":{
"p":0.9984093731,
"r":0.9950123724,
"f":0.9967079783
},
"PronType":{
"p":0.9978835979,
"r":0.9958717358,
"f":0.9968766518
},
"PunctType":{
"p":0.9998395121,
"r":0.9996790757,
"f":0.9997592875
},
"VerbForm":{
"p":0.9954395345,
"r":0.9930969564,
"f":0.9942668656
},
"Mood":{
"p":0.9922403004,
"r":0.9885286783,
"f":0.9903810119
},
"Person":{
"p":0.996673087,
"r":0.9935416303,
"f":0.9951048951
},
"Tense":{
"p":0.9947283979,
"r":0.9924536931,
"f":0.9935897436
},
"NumForm":{
"p":0.985,
"r":0.9720394737,
"f":0.9784768212
},
"NumType":{
"p":0.9802575107,
"r":0.9694397284,
"f":0.9748186086
},
"Poss":{
"p":1.0,
"r":0.9981718464,
"f":0.9990850869
},
"PunctSide":{
"p":0.993697479,
"r":0.993697479,
"f":0.993697479
},
"Case":{
"p":0.9532062392,
"r":0.9548611111,
"f":0.9540329575
},
"PrepCase":{
"p":0.998960499,
"r":0.9968879668,
"f":0.9979231568
},
"Reflex":{
"p":0.971563981,
"r":0.9951456311,
"f":0.9832134293
},
"Degree":{
"p":0.9962962963,
"r":0.9572953737,
"f":0.9764065336
},
"Polarity":{
"p":1.0,
"r":0.993485342,
"f":0.9967320261
},
"AdvType":{
"p":0.9829545455,
"r":0.9251336898,
"f":0.9531680441
},
"Number[psor]":{
"p":1.0,
"r":1.0,
"f":1.0
},
"Foreign":{
"p":0.0,
"r":0.0,
"f":0.0
}
},
"lemma_acc":0.9822731424,
"dep_uas":0.9363091301,
"dep_las":0.9155384862,
"dep_las_per_type":{
"det":{
"p":0.9834597687,
"r":0.9818723616,
"f":0.982665424
},
"nsubj":{
"p":0.941775837,
"r":0.9497247706,
"f":0.9457336013
},
"case":{
"p":0.9671310699,
"r":0.9696229997,
"f":0.9683754317
},
"amod":{
"p":0.9478291317,
"r":0.9474973749,
"f":0.9476632242
},
"nmod":{
"p":0.8807045637,
"r":0.8804695838,
"f":0.880587058
},
"mark":{
"p":0.9353778751,
"r":0.9510022272,
"f":0.9431253451
},
"acl":{
"p":0.8363636364,
"r":0.8363636364,
"f":0.8363636364
},
"advcl":{
"p":0.7170542636,
"r":0.687732342,
"f":0.7020872865
},
"nummod":{
"p":0.9194139194,
"r":0.8996415771,
"f":0.9094202899
},
"obj":{
"p":0.8999352332,
"r":0.9052117264,
"f":0.9025657681
},
"obl":{
"p":0.8047182176,
"r":0.7974025974,
"f":0.8010437052
},
"fixed":{
"p":0.8536585366,
"r":0.8375314861,
"f":0.8455181182
},
"cc":{
"p":0.9553695955,
"r":0.9520500347,
"f":0.9537069266
},
"conj":{
"p":0.806640625,
"r":0.797810689,
"f":0.8022013597
},
"root":{
"p":0.9328978622,
"r":0.953276699,
"f":0.9429771909
},
"flat":{
"p":0.9451737452,
"r":0.9322162986,
"f":0.9386503067
},
"xcomp":{
"p":0.8587699317,
"r":0.8548752834,
"f":0.8568181818
},
"advmod":{
"p":0.8593306863,
"r":0.8564160543,
"f":0.8578708947
},
"compound":{
"p":0.8818181818,
"r":0.7886178862,
"f":0.8326180258
},
"expl:pv":{
"p":0.8300283286,
"r":0.8878787879,
"f":0.8579795022
},
"cop":{
"p":0.8997867804,
"r":0.9094827586,
"f":0.9046087889
},
"ccomp":{
"p":0.85509839,
"r":0.8934579439,
"f":0.873857404
},
"iobj":{
"p":0.7604166667,
"r":0.691943128,
"f":0.7245657568
},
"appos":{
"p":0.8047752809,
"r":0.8185714286,
"f":0.8116147309
},
"expl:pass":{
"p":0.871657754,
"r":0.8402061856,
"f":0.8556430446
},
"csubj":{
"p":0.8172043011,
"r":0.8085106383,
"f":0.8128342246
},
"aux":{
"p":0.9682299546,
"r":0.9653092006,
"f":0.9667673716
},
"parataxis":{
"p":0.6206896552,
"r":0.4285714286,
"f":0.5070422535
},
"expl:impers":{
"p":0.7222222222,
"r":0.7222222222,
"f":0.7222222222
},
"dep":{
"p":0.0147058824,
"r":0.1111111111,
"f":0.025974026
},
"acl:relcl":{
"p":0.0,
"r":0.0,
"f":0.0
},
"nsubj:pass":{
"p":0.0,
"r":0.0,
"f":0.0
},
"aux:pass":{
"p":0.0,
"r":0.0,
"f":0.0
},
"expl":{
"p":0.0,
"r":0.0,
"f":0.0
}
},
"sents_p":0.953087886,
"sents_r":0.973907767,
"sents_f":0.9633853541,
"ents_f":0.8781681524,
"ents_p":0.8780146802,
"ents_r":0.8783216783,
"ents_per_type":{
"ORG":{
"p":0.8802129547,
"r":0.8763250883,
"f":0.8782647189
},
"PER":{
"p":0.9317226891,
"r":0.9506966774,
"f":0.9411140584
},
"MISC":{
"p":0.75,
"r":0.6339622642,
"f":0.6871165644
},
"LOC":{
"p":0.8333333333,
"r":0.8773584906,
"f":0.8547794118
}
},
"cats_auc_per_type":{
"Econom\u00eda":0.9292071956,
"Entretenimiento":0.6988482385,
"Historia":0.8589588528,
"Humanidades":0.8117551025,
"Derecho":0.9108688352,
"Matem\u00e1ticas":0.9728208441,
"M\u00fasica":0.9563541544,
"Filosof\u00eda":0.890438499,
"Pol\u00edtica":0.9459947568,
"Religi\u00f3n":0.8125507855,
"Deporte":0.9187207389,
"Ciencia_y_Tecnolog\u00eda":0.8965851167
},
"transformer_loss":5515.8493238971,
"tagger_loss":377.3159603488,
"morphologizer_loss":268.9696209724,
"parser_loss":4762.8823194744,
"ner_loss":86.0915327399
},
"requirements":[
"spacy-transformers>=1.1.8,<2.0.0"
]
}