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nb_nocy_trf

Token Classification
spaCy
Norwegian Bokmål
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metadata
tags:
  - spacy
  - token-classification
language:
  - nb
model-index:
  - name: nb_nocy_trf
    results:
      - tasks:
          name: NER
          type: token-classification
          metrics:
            - name: Precision
              type: precision
              value: 0.9021803182
            - name: Recall
              type: recall
              value: 0.9069905213
            - name: F Score
              type: f_score
              value: 0.9045790251
      - tasks:
          name: POS
          type: token-classification
          metrics:
            - name: Accuracy
              type: accuracy
              value: 0.987973053
      - tasks:
          name: SENTER
          type: token-classification
          metrics:
            - name: Precision
              type: precision
              value: 0.9679276316
            - name: Recall
              type: recall
              value: 0.9767634855
            - name: F Score
              type: f_score
              value: 0.9723254853
      - tasks:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
          metrics:
            - name: Accuracy
              type: accuracy
              value: 0.9433838463
      - tasks:
          name: LABELED_DEPENDENCIES
          type: token-classification
          metrics:
            - name: Accuracy
              type: accuracy
              value: 0.9433838463

NoCy transformer model

NoCy is a Norwegian transformer model for SpaCy, based on ltgoslo/norbert and trained on the NorNE named entity corpus (NbAiLab/norne).

The model is made by and for SpaCy, based on the DaCy blueprint (https://github.com/centre-for-humanities-computing/DaCy). Code for the project can be found on github: https://github.com/radbrt/noCy.

The model performance should be quite similar to NbAiLab/nb-bert-base.

Feature Description
Name nb_nocy_trf
Version 0.0.1
spaCy >=3.1.1,<3.2.0
Default Pipeline transformer, tagger, morphologizer, parser, ner
Components transformer, tagger, morphologizer, parser, ner
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources ltgoslo/norbert
License cc-by 4.0
Author Henning Holgersen

Label Scheme

View label scheme (265 labels for 4 components)
Component Labels
tagger ADJ, ADP, ADV, AUX, CCONJ, DET, INTJ, NOUN, NUM, PART, PRON, PROPN, PUNCT, SCONJ, SYM, VERB, X
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
ner DRV, EVT, GPE_LOC, GPE_ORG, LOC, MISC, ORG, PER, PROD

Accuracy

Type Score
TAG_ACC 98.80
POS_ACC 98.77
MORPH_ACC 98.01
DEP_UAS 94.34
DEP_LAS 92.52
SENTS_P 96.79
SENTS_R 97.68
SENTS_F 97.23
ENTS_F 90.46
ENTS_P 90.22
ENTS_R 90.70
TRANSFORMER_LOSS 1432675.77
TAGGER_LOSS 87954.00
MORPHOLOGIZER_LOSS 105773.67
PARSER_LOSS 1828631.17
NER_LOSS 81943.89