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 |
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Evaluation results
Model card error
This model's model-index metadata is invalid: Schema validation error. "model-index[0].results[0].task" is required. "model-index[0].results[0].metrics" is required. "model-index[0].results[1].task" is required. "model-index[0].results[1].metrics" is required. "model-index[0].results[2].task" is required. "model-index[0].results[2].metrics" is required. "model-index[0].results[3].task" is required. "model-index[0].results[3].metrics" is required. "model-index[0].results[4].task" is required. "model-index[0].results[4].metrics" is required