Details: https://spacy.io/models/nb#nb_core_news_md
Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.
Feature | Description |
---|---|
Name | nb_core_news_md |
Version | 3.7.0 |
spaCy | >=3.7.0,<3.8.0 |
Default Pipeline | tok2vec , morphologizer , parser , lemmatizer , attribute_ruler , ner |
Components | tok2vec , morphologizer , parser , lemmatizer , senter , attribute_ruler , ner |
Vectors | 500000 keys, 20000 unique vectors (300 dimensions) |
Sources | UD Norwegian Bokmaal v2.8 (Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter) NorNE: Norwegian Named Entities (commit: bd311de5) (Language Technology Group (University of Oslo)) Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion) |
License | MIT |
Author | Explosion |
Label Scheme
View label scheme (249 labels for 3 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 , POS=SPACE , 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 , POS=PRON|PronType=Prs , 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 , 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 |
---|---|
TOKEN_ACC |
99.81 |
TOKEN_P |
99.71 |
TOKEN_R |
99.53 |
TOKEN_F |
99.62 |
POS_ACC |
97.29 |
MORPH_ACC |
95.87 |
MORPH_MICRO_P |
97.59 |
MORPH_MICRO_R |
96.65 |
MORPH_MICRO_F |
97.12 |
SENTS_P |
95.12 |
SENTS_R |
94.60 |
SENTS_F |
94.86 |
DEP_UAS |
89.37 |
DEP_LAS |
86.24 |
LEMMA_ACC |
97.10 |
TAG_ACC |
97.29 |
ENTS_P |
81.18 |
ENTS_R |
80.51 |
ENTS_F |
80.84 |
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Evaluation results
- NER Precisionself-reported0.812
- NER Recallself-reported0.805
- NER F Scoreself-reported0.808
- TAG (XPOS) Accuracyself-reported0.973
- POS (UPOS) Accuracyself-reported0.973
- Morph (UFeats) Accuracyself-reported0.959
- Lemma Accuracyself-reported0.971
- Unlabeled Attachment Score (UAS)self-reported0.894
- Labeled Attachment Score (LAS)self-reported0.862
- Sentences F-Scoreself-reported0.949