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nb_norne_mmbert
fransis3/nb_norne_mmbert
nb_norne_mmbert is a token classification model from fransis3. Use it when you need labels on individual words, such as names. It is set up for spacy.
All-time downloads
61
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Repo size
3.6 GB
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0
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Repo makeup
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Other1.3 GB · 52%
At a glance
- Task
- Token Classification
- Library
- spacy
- Access
- Public
- Created
- Dec 22, 2025
- Updated
- Dec 22, 2025
- SHA
- 8f48bcb8
Model card
From the Hugging Face model README
| 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 |
Label Scheme
<details> <summary>View label scheme (345 labels for 3 components)</summary>| 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 |
Accuracy
| 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 |
- Task
- Token Classification
- Library
- spacy
- Languages
- nb
- Created
- Dec 22, 2025
- Updated
- Dec 22, 2025