Hugging Face's logo

spacy
/
it_core_news_lg

Token Classification
spaCy
Italian
Eval Results
Model card Files Community
it_core_news_lg / README.md
Adriane Boyd
Update spaCy pipeline
f84ceb8
preview code
|
raw
history blame
24 kB
metadata
tags:
  - spacy
  - token-classification
language:
  - it
license: cc-by-nc-sa-3.0
model-index:
  - name: it_core_news_lg
    results:
      - task:
          name: NER
          type: token-classification
        metrics:
          - name: NER Precision
            type: precision
            value: 0.8839343113
          - name: NER Recall
            type: recall
            value: 0.8844684418
          - name: NER F Score
            type: f_score
            value: 0.8842012959
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.9712847706
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9737114097
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.9739325843
      - task:
          name: LEMMA
          type: token-classification
        metrics:
          - name: Lemma Accuracy
            type: accuracy
            value: 0.9757368799
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.909427748
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.8756689996
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.9684763573

Details: https://spacy.io/models/it#it_core_news_lg

Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.

Feature Description
Name it_core_news_lg
Version 3.4.0
spaCy >=3.4.0,<3.5.0
Default Pipeline tok2vec, morphologizer, tagger, parser, lemmatizer, attribute_ruler, ner
Components tok2vec, morphologizer, tagger, parser, lemmatizer, senter, attribute_ruler, ner
Vectors 500000 keys, 500000 unique vectors (300 dimensions)
Sources UD Italian ISDT v2.8 (Bosco, Cristina; Lenci, Alessandro; Montemagni, Simonetta; Simi, Maria)
WikiNER (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)
Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion)
License CC BY-NC-SA 3.0
Author Explosion

Label Scheme

View label scheme (443 labels for 4 components)
Component Labels
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
ner LOC, MISC, ORG, PER

Accuracy

Type Score
TOKEN_ACC 99.96
TOKEN_P 99.80
TOKEN_R 99.78
TOKEN_F 99.79
POS_ACC 97.37
MORPH_ACC 97.39
MORPH_MICRO_P 98.93
MORPH_MICRO_R 98.16
MORPH_MICRO_F 98.54
TAG_ACC 97.13
SENTS_P 95.67
SENTS_R 98.05
SENTS_F 96.85
DEP_UAS 90.94
DEP_LAS 87.57
LEMMA_ACC 97.57
ENTS_P 88.39
ENTS_R 88.45
ENTS_F 88.42