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ca_core_news_trf

Token Classification
spaCy
Catalan
Eval Results
Model card Files Community
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metadata
tags:
  - spacy
  - token-classification
language:
  - ca
license: gpl-3.0
model-index:
  - name: ca_core_news_trf
    results:
      - task:
          name: NER
          type: token-classification
        metrics:
          - name: NER Precision
            type: precision
            value: 0.9193442623
          - name: NER Recall
            type: recall
            value: 0.9071497897
          - name: NER F Score
            type: f_score
            value: 0.9132063182
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS Accuracy
            type: accuracy
            value: 0.9630357913
      - task:
          name: SENTER
          type: token-classification
        metrics:
          - name: SENTER Precision
            type: precision
            value: 0.9953134153
          - name: SENTER Recall
            type: recall
            value: 0.9941486249
          - name: SENTER F Score
            type: f_score
            value: 0.9947306792
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Dependencies Accuracy
            type: accuracy
            value: 0.9470394894
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Dependencies Accuracy
            type: accuracy
            value: 0.9470394894

Details: https://spacy.io/models/ca#ca_core_news_trf

Catalan transformer pipeline (PlanTL-GOB-ES/roberta-base-ca). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer.

Feature Description
Name ca_core_news_trf
Version 3.2.0
spaCy >=3.2.0,<3.3.0
Default Pipeline transformer, morphologizer, parser, attribute_ruler, lemmatizer, ner
Components transformer, morphologizer, parser, attribute_ruler, lemmatizer, ner
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources UD Catalan AnCora v2.8 (Martínez Alonso, Héctor; Pascual, Elena; Zeman, Daniel)
UD Catalan AnCora v2.8 + NER v3.2.8 (Carlos Rodríguez-Penagos and Carme Armentano-Oller)
Catalan Lemmatizer (Text Mining Unit, Barcelona Supercomputing Center)
PlanTL-GOB-ES/roberta-base-ca (Armengol-Estapé, Jordi; Carrino, Casimiro Pio; Rodriguez-Penagos, Carlos; de Gibert Bonet, Ona; Armentano-Oller, Carme; Gonzalez-Agirre, Aitor; Melero, Maite; Villegas, Marta)
License GNU GPL 3.0
Author Explosion

Label Scheme

View label scheme (316 labels for 3 components)
Component Labels
morphologizer Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, POS=ADP, NumType=Card|Number=Plur|POS=NUM, Gender=Masc|Number=Plur|POS=NOUN, Number=Sing|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, NumForm=Digit|NumType=Card|POS=NUM, NumForm=Digit|POS=NOUN, Gender=Masc|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Comm, POS=AUX|VerbForm=Inf, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=ADJ, POS=VERB|VerbForm=Inf, Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Peri, Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=NOUN, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, POS=SCONJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=VERB|VerbForm=Ger, POS=NOUN, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, POS=SYM, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, POS=ADV|Polarity=Neg, POS=ADV, Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=NOUN, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Case=Loc|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADV, Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, NumType=Card|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Plur|POS=DET|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Ind, POS=PUNCT, Number=Sing|POS=DET|PronType=Rel, Case=Gen|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Ind, POS=AUX, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Degree=Cmp|Number=Sing|POS=ADJ, Number=Sing|POS=VERB, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Rel, Gender=Masc|Number=Plur|POS=DET|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, AdvType=Tim|POS=NOUN, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Semi, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, NumForm=Digit|POS=SYM, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|PronType=Int, Gender=Fem|Number=Sing|POS=DET|PronType=Int, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, POS=PART, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, POS=ADJ, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Degree=Cmp|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Dash, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Int, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, POS=PUNCT|PunctType=Colo, Gender=Masc|NumType=Card|POS=NUM, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Quot, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, POS=AUX|VerbForm=Ger, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=NUM, POS=VERB, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|POS=NOUN, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs, POS=X, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, Number=Sing|POS=DET|PronType=Dem, POS=DET, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, NumType=Ord|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|POS=PRON|PronType=Dem, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, POS=PRON|PronType=Ind, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Fin|PunctType=Qest, NumForm=Digit|NumType=Ord|POS=ADJ, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, NumForm=Digit|NumType=Frac|POS=SYM, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Qest, NumType=Card|Number=Sing|POS=NUM, Foreign=Yes|POS=PRON|PronType=Int, Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin, Foreign=Yes|POS=ADP, Gender=Masc|Number=Sing|POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Excl, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Comm, POS=PUNCT|PunctSide=Fin|PunctType=Comm, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Nom|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|NumType=Card|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, AdvType=Tim|Degree=Cmp|POS=ADV, Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs, POS=DET|PronType=Rel, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, POS=INTJ, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Foreign=Yes|POS=NOUN, Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Foreign=Yes|POS=SCONJ, Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=SYM, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=PROPN, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Foreign=Yes|POS=VERB, Foreign=Yes|POS=ADJ, Foreign=Yes|POS=DET, Foreign=Yes|POS=ADV, POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck, Degree=Cmp|POS=ADJ, AdvType=Tim|POS=SYM, Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin
parser ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:pass, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp
ner LOC, MISC, ORG, PER

Accuracy

Type Score
TOKEN_ACC 99.97
TOKEN_P 99.78
TOKEN_R 99.79
TOKEN_F 99.79
POS_ACC 96.30
MORPH_ACC 95.65
MORPH_MICRO_P 99.36
MORPH_MICRO_R 98.61
MORPH_MICRO_F 98.99
SENTS_P 99.53
SENTS_R 99.41
SENTS_F 99.47
DEP_UAS 94.70
DEP_LAS 93.01
TAG_ACC 96.30
LEMMA_ACC 97.69
ENTS_P 91.93
ENTS_R 90.71
ENTS_F 91.32