NorNER
Collection
Collection of models for NER on Norwegian text • 5 items • Updated
How to use fransis3/nb_norne_mmbert with spaCy:
!pip install https://huggingface.co/fransis3/nb_norne_mmbert/resolve/main/nb_norne_mmbert-any-py3-none-any.whl
# Using spacy.load().
import spacy
nlp = spacy.load("nb_norne_mmbert")
# Importing as module.
import nb_norne_mmbert
nlp = nb_norne_mmbert.load()| Feature | Description |
|---|---|
| Name | nb_norne_mmbert |
| Version | 0.1.0 |
| spaCy | >=3.8.11,<3.9.0 |
| Default Pipeline | transformer, morphologizer, trainable_lemmatizer, parser, ner |
| Components | transformer, morphologizer, trainable_lemmatizer, parser, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | n/a |
| License | n/a |
| Author | n/a |
| Component | Labels |
|---|---|
morphologizer |
Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, POS=CCONJ, Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, POS=ADP, 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, 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=SCONJ, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part, Definite=Ind|Degree=Pos|Gender=Fem,Masc|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|Gender=Fem,Masc|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, 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, Definite=Def|Degree=Pos|NumType=Ord|Number=Sing|POS=ADJ, 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, POS=NOUN, 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=ADV, 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, POS=DET|PronType=Prs, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Gen|Gender=Neut|POS=PROPN, Gender=Masc|Number=Sing|POS=DET|Polarity=Neg, Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part, Definite=Ind|Degree=Pos|Gender=Fem,Masc|NumType=Ord|Number=Sing|POS=ADJ, 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, 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, Number=Plur|POS=PRON|Person=3|PronType=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, NumType=Ord|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, Case=Gen|POS=NOUN, Definite=Ind|Gender=Fem,Masc|Number=Sing|POS=ADJ, NumType=Card|POS=NUM, Case=Gen|Gender=Masc|POS=PROPN, Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp, Abbr=Yes|POS=ADP, Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, 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, Degree=Pos|NumType=Ord|Number=Plur|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, Number=Plur|POS=DET, 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, Gender=Neut|Number=Sing|POS=DET|Polarity=Neg, Number=Plur|POS=NOUN, POS=PRON|PronType=Prs, Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc|Number=Sing|POS=ADJ, Definite=Ind|Gender=Fem,Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin,Part, Gender=Masc|Number=Sing|POS=DET, 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|Gender=Fem,Masc|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, POS=NOUN|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ, Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ, Definite=Ind|Degree=Pos|Gender=Neut|NumType=Ord|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, Gender=Fem,Masc|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, Number=Plur|POS=ADJ, 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, Animacy=Hum|Case=Nom|POS=PRON|Person=1|PronType=Prs, Gender=Neut|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ, Definite=Ind|Gender=Fem|POS=NOUN, Gender=Masc|POS=PRON|Poss=Yes|PronType=Prs, Gender=Neut|POS=PRON|Poss=Yes|PronType=Prs, Definite=Ind|Gender=Neut|POS=NOUN, Animacy=Hum|Case=Acc|POS=PRON|Person=1|PronType=Prs, Definite=Ind|Degree=Pos|Gender=Masc|POS=ADJ, Case=Nom|Gender=Masc|POS=PRON|Person=3|PronType=Prs, POS=DET|PronType=Int, Gender=Masc|Number=Plur|POS=NOUN, Gender=Neut|POS=DET|PronType=Dem, Gender=Fem|Number=Plur|POS=NOUN, Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|POS=PRON|PronType=Prs, Gender=Fem|POS=DET|PronType=Dem, Gender=Fem|POS=PRON|Poss=Yes|PronType=Prs, Gender=Masc|POS=DET|PronType=Art, Animacy=Hum|POS=PRON|PronType=Art,Prs, Gender=Neut|POS=DET|PronType=Art, Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Gender=Neut|POS=ADJ|VerbForm=Part, Definite=Ind|Gender=Fem,Masc|POS=ADJ|VerbForm=Part, Definite=Ind|Gender=Masc|POS=DET|PronType=Dem, Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Fem|POS=DET|PronType=Art, Case=Gen|Gender=Neut|POS=NOUN, Case=Gen|Definite=Ind|Gender=Neut|POS=NOUN, Definite=Ind|Gender=Neut|POS=DET|PronType=Dem, Gender=Masc|POS=DET|PronType=Dem, Gender=Neut|POS=DET|PronType=Ind, POS=DET|PronType=Dem, Case=Acc|Gender=Masc|POS=PRON|Person=3|PronType=Prs, Gender=Fem,Masc|POS=DET|PronType=Tot, Case=Gen|Definite=Ind|Gender=Masc|POS=NOUN, Gender=Masc|NumType=Card|POS=NUM, Gender=Masc|POS=DET|PronType=Ind, Gender=Masc|POS=DET|PronType=Tot, Gender=Neut|POS=DET|PronType=Tot, Definite=Ind|Gender=Masc|POS=DET|PronType=Prs, Case=Gen|Gender=Masc|POS=NOUN, Gender=Fem,Masc|POS=PRON|Person=3|PronType=Prs, Abbr=Yes|POS=PRON|PronType=Prs, Definite=Ind|Gender=Neut|POS=DET|PronType=Prs, Definite=Ind|Gender=Fem|POS=DET|PronType=Dem, Animacy=Hum|Case=Nom|POS=PRON|Person=2|PronType=Prs, Animacy=Hum|Case=Acc|POS=PRON|Person=2|PronType=Prs, Case=Nom|Gender=Fem|POS=PRON|Person=3|PronType=Prs, Gender=Fem|POS=DET|PronType=Tot, Case=Acc|Gender=Fem|POS=PRON|Person=3|PronType=Prs, Gender=Fem|POS=DET|Polarity=Neg, Gender=Fem|NumType=Card|POS=NUM, Definite=Ind|Degree=Pos|Gender=Fem|POS=ADJ, Case=Gen|Gender=Neut|Number=Plur|POS=NOUN, Case=Gen|Gender=Masc|POS=DET|PronType=Dem, Abbr=Yes|POS=CCONJ, Gender=Masc|POS=PRON|Person=3|PronType=Ind,Prs, Gender=Masc|POS=DET|Polarity=Neg, Definite=Ind|Gender=Fem|POS=DET|PronType=Prs, Gender=Masc|POS=PRON|Person=3|PronType=Prs, POS=PRON, Abbr=Yes|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Gender=Masc|POS=DET, Gender=Neut|POS=DET|PronType=Prs, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part, Case=Gen|Degree=Pos|POS=ADJ, Gender=Fem|POS=DET|PronType=Ind, Case=Gen|Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ, Case=Gen|Gender=Masc|Number=Plur|POS=NOUN, Gender=Neut|NumType=Card|POS=NUM, Gender=Fem|POS=PRON|Person=3|PronType=Art,Prs, Abbr=Yes|Gender=Masc|POS=PROPN, Definite=Ind|Gender=Fem|POS=ADJ|VerbForm=Part, Case=Gen|Definite=Ind|Gender=Fem|POS=NOUN, Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ|VerbForm=Part, POS=ADV|VerbForm=Inf, Case=Gen|Gender=Neut|POS=DET|PronType=Dem, Definite=Ind|Gender=Neut|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part, Definite=Ind|Gender=Neut|POS=ADJ, Definite=Ind|Degree=Pos|Gender=Fem,Masc|POS=ADJ|VerbForm=Part, Case=Gen|Gender=Fem|Number=Plur|POS=NOUN, Definite=Ind|Gender=Fem,Masc|Number=Plur|POS=ADJ|VerbForm=Part, NumType=Card|POS=NUM|PronType=Dem, Definite=Ind|Gender=Fem,Masc|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin,Part, Abbr=Yes|Gender=Fem|POS=NOUN, Degree=Pos|Gender=Fem,Masc|POS=ADJ, Abbr=Yes|Definite=Ind|Gender=Masc|POS=NOUN |
parser |
ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound, conj, cop, csubj, dep, det, discourse, dislocated, expl, flat, flat:foreign, flat:name, iobj, mark, nmod, nmod:poss, nsubj, nsubj:outer, nsubj:pass, nummod, obj, obl, parataxis, punct, reparandum, xcomp |
ner |
DRV, EVT, GPE_LOC, GPE_ORG, LOC, MISC, ORG, PER, PROD |
| Type | Score |
|---|---|
POS_ACC |
98.54 |
MORPH_ACC |
97.06 |
LEMMA_ACC |
98.26 |
DEP_UAS |
94.03 |
DEP_LAS |
92.63 |
SENTS_P |
97.34 |
SENTS_R |
98.19 |
SENTS_F |
97.77 |
ENTS_F |
88.86 |
ENTS_P |
88.58 |
ENTS_R |
89.15 |
TRANSFORMER_LOSS |
712104.54 |
MORPHOLOGIZER_LOSS |
223627.97 |
TRAINABLE_LEMMATIZER_LOSS |
171711.92 |
PARSER_LOSS |
2299573.44 |
NER_LOSS |
54365.06 |