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nb_core_news_md

Token Classification
spaCy
Norwegian Bokmål
Eval Results
Model card Files Community
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metadata
tags:
  - spacy
  - token-classification
language:
  - nb
license: MIT
model-index:
  - name: nb_core_news_md
    results:
      - task:
          name: NER
          type: token-classification
        metrics:
          - name: NER Precision
            type: precision
            value: 0.8454221165
          - name: NER Recall
            type: recall
            value: 0.8399291199
          - name: NER F Score
            type: f_score
            value: 0.8426666667
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS Accuracy
            type: accuracy
            value: 0.9713020031
      - task:
          name: SENTER
          type: token-classification
        metrics:
          - name: SENTER Precision
            type: precision
            value: 0.9275123558
          - name: SENTER Recall
            type: recall
            value: 0.9328914664
          - name: SENTER F Score
            type: f_score
            value: 0.9301941347
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Dependencies Accuracy
            type: accuracy
            value: 0.8928487837
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Dependencies Accuracy
            type: accuracy
            value: 0.8928487837

Details: https://spacy.io/models/nb#nb_core_news_md

Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.

Feature Description
Name nb_core_news_md
Version 3.1.0
spaCy >=3.1.0,<3.2.0
Default Pipeline tok2vec, morphologizer, parser, attribute_ruler, lemmatizer, ner
Components tok2vec, morphologizer, parser, senter, attribute_ruler, lemmatizer, ner
Vectors 500000 keys, 20000 unique vectors (300 dimensions)
Sources UD Norwegian Bokmaal (from NorNE) (Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter)
NorNE: Norwegian Named Entities (commit: 5e4059dc) (Language Technology Group (University of Oslo))
Norsk Ordbank in Norwegian Bokmål (CLARINO NB - Språkbanken, Nasjonalbiblioteket, Norway)
Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion)
License MIT
Author Explosion

Label Scheme

View label scheme (245 labels for 4 components)
Component Labels
morphologizer Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=CCONJ, Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, POS=SCONJ, Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, POS=PUNCT, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin, POS=ADP, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, POS=PROPN, POS=X, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin, Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, POS=PRON|PronType=Rel, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Number=Plur|POS=ADJ|VerbForm=Part, Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN, POS=ADV, Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Number=Sing|POS=ADJ|VerbForm=Part, POS=VERB|VerbForm=Part, Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN, Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Degree=Pos|Number=Plur|POS=ADJ, NumType=Card|Number=Plur|POS=NUM, Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, Case=Acc|POS=PRON|PronType=Prs|Reflex=Yes, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=PART, POS=VERB|VerbForm=Inf, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin, Gender=Fem|POS=PROPN, POS=NOUN, Gender=Masc|POS=PROPN, Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Abbr=Yes|POS=PROPN, POS=PART|Polarity=Neg, Number=Plur|POS=PRON|Poss=Yes|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Case=Gen|POS=PROPN, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Definite=Def|Degree=Sup|POS=ADJ, Case=Gen|Gender=Fem|POS=PROPN, Number=Plur|POS=DET|PronType=Dem, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Definite=Ind|Degree=Sup|POS=ADJ, Definite=Def|Gender=Fem|Number=Plur|POS=NOUN, Gender=Neut|POS=PROPN, Number=Plur|POS=DET|PronType=Int, Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Definite=Def|POS=DET|PronType=Dem, Gender=Neut|Number=Sing|POS=DET|PronType=Art, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass, Abbr=Yes|Case=Gen|POS=PROPN, Animacy=Hum|Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Degree=Cmp|POS=ADJ, POS=ADJ|VerbForm=Part, Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Abbr=Yes|POS=ADP, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, POS=AUX|VerbForm=Part, POS=PRON|PronType=Int, Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs, Number=Plur|POS=DET|PronType=Ind, Degree=Pos|POS=ADJ, Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, POS=VERB|VerbForm=Inf|Voice=Pass, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Animacy=Hum|Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Number=Plur|POS=DET|Polarity=Neg|PronType=Neg, NumType=Card|POS=NUM, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, POS=DET|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Gen|Gender=Neut|POS=PROPN, Gender=Masc|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg, Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part, Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=AUX|VerbForm=Inf, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Number=Plur|POS=DET|PronType=Tot, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Number=Plur|POS=DET|PronType=Prs, POS=SYM, Gender=Neut|NumType=Card|Number=Sing|POS=NUM, Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|PronType=Prs, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Prs, Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, Abbr=Yes|POS=ADV, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Definite=Def|POS=DET|PronType=Prs, Animacy=Hum|Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Neut|POS=NOUN, Gender=Neut|Number=Sing|POS=DET|PronType=Int, Definite=Def|NumType=Card|POS=NUM, Mood=Imp|POS=VERB|VerbForm=Fin, Definite=Ind|Number=Plur|POS=NOUN, Gender=Neut|Number=Sing|POS=DET|PronType=Tot, Gender=Fem|Number=Sing|POS=DET|PronType=Tot, Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs, Number=Plur|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs, Definite=Def|NumType=Card|Number=Sing|POS=NUM, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN, Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Animacy=Hum|Number=Sing|POS=PRON|PronType=Art,Prs, Mood=Imp|POS=AUX|VerbForm=Fin, Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot, Number=Plur|POS=ADJ, Gender=Masc|POS=NOUN, Abbr=Yes|POS=NOUN, Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN, Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs, POS=INTJ, Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, POS=ADJ, Animacy=Hum|Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Number=Sing|POS=PRON|Polarity=Neg|PronType=Neg, Case=Gen|POS=NOUN, Definite=Ind|Number=Sing|POS=ADJ, Case=Gen|Gender=Masc|POS=PROPN, Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp, Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs, Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=DET|PronType=Int, NumType=Card|Number=Sing|POS=NUM, Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs, Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Gen|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Degree=Sup|POS=ADJ, Animacy=Hum|POS=PRON|PronType=Int, POS=DET|PronType=Ind, Definite=Def|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|POS=NOUN, Case=Gen|Number=Plur|POS=DET|PronType=Dem, Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs,Tot, Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN, Gender=Neut|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg, Number=Plur|POS=NOUN, Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part, Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Gender=Neut|Number=Sing|POS=DET|PronType=Dem,Ind, Animacy=Hum|POS=PRON|Poss=Yes|PronType=Int, Abbr=Yes|POS=ADJ, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN, POS=PRON|PronType=Prs, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp, Definite=Ind|Degree=Pos|POS=ADJ, Number=Plur|POS=DET|PronType=Art, Case=Gen|NumType=Card|Number=Plur|POS=NUM, Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN, Case=Gen|Number=Plur|POS=DET|PronType=Tot, Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Plur,Sing|POS=NOUN, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ, Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|PronType=Prs, Animacy=Hum|Case=Gen,Nom|Number=Sing|POS=PRON|PronType=Art,Prs, Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Animacy=Hum|Case=Gen|Number=Sing|POS=PRON|PronType=Art,Prs, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Definite=Ind|Gender=Masc|POS=NOUN, Definite=Def|Number=Plur|POS=NOUN, Number=Sing|POS=ADJ|VerbForm=Part, Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, Abbr=Yes|Gender=Masc|POS=NOUN, Abbr=Yes|Case=Gen|POS=NOUN, Abbr=Yes|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin, Abbr=Yes|Degree=Pos|POS=ADJ, Case=Gen|Gender=Fem|POS=NOUN, Case=Gen|Degree=Cmp|POS=ADJ, Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=NOUN
parser ROOT, acl, acl:cleft, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound, compound:prt, conj, cop, csubj, dep, det, discourse, expl, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl, orphan, parataxis, punct, xcomp
senter I, S
ner LOC, MISC, ORG, PER

Accuracy

Type Score
TOKEN_ACC 99.90
TAG_ACC 97.13
POS_ACC 97.25
MORPH_ACC 95.85
LEMMA_ACC 76.71
DEP_UAS 89.28
DEP_LAS 86.30
ENTS_P 84.54
ENTS_R 83.99
ENTS_F 84.27
SENTS_P 92.75
SENTS_R 93.29
SENTS_F 93.02