Details: https://spacy.io/models/da#da_core_news_trf
Danish transformer pipeline (Transformer(name='vesteinn/DanskBERT', piece_encoder='xlm-roberta-sentencepiece', stride=120, type='xlm-roberta', width=768, window=152, vocab_size=50005)). Components: transformer, morphologizer, parser, lemmatizer (trainable_lemmatizer), ner, attribute_ruler.
Feature | Description |
---|---|
Name | da_core_news_trf |
Version | 3.7.2 |
spaCy | >=3.7.0,<3.8.0 |
Default Pipeline | transformer , morphologizer , parser , lemmatizer , attribute_ruler , ner |
Components | transformer , morphologizer , parser , lemmatizer , attribute_ruler , ner |
Vectors | 0 keys, 0 unique vectors (0 dimensions) |
Sources | UD Danish DDT v2.8 (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara) DaNE (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard) vesteinn/DanskBERT (Snæbjarnarson, Vésteinn and Simonsen, Annika and Glavaš, Goran and Vulić, Ivan) |
License | CC BY-SA 4.0 |
Author | Explosion |
Label Scheme
View label scheme (193 labels for 3 components)
Component | Labels |
---|---|
morphologizer |
AdpType=Prep|POS=ADP , Definite=Ind|Gender=Com|Number=Sing|POS=NOUN , Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act , POS=PROPN , Definite=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part , Definite=Def|Gender=Neut|Number=Sing|POS=NOUN , POS=SCONJ , Definite=Def|Gender=Com|Number=Sing|POS=NOUN , Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act , POS=ADV , Number=Plur|POS=DET|PronType=Dem , Degree=Pos|Number=Plur|POS=ADJ , Definite=Ind|Gender=Com|Number=Plur|POS=NOUN , POS=PUNCT , POS=CCONJ , Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ , Degree=Cmp|POS=ADJ , POS=PRON|PartType=Inf , Gender=Com|Number=Sing|POS=DET|PronType=Ind , Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ , Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs , Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN , Definite=Def|Degree=Pos|Number=Sing|POS=ADJ , Gender=Neut|Number=Sing|POS=DET|PronType=Dem , Degree=Pos|POS=ADV , Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part , Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN , POS=PRON|PronType=Dem , NumType=Card|POS=NUM , Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs , Degree=Pos|Gender=Com|Number=Sing|POS=ADJ , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs , NumType=Ord|POS=ADJ , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act , POS=VERB|VerbForm=Inf|Voice=Act , Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act , POS=NOUN , Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass , POS=ADP|PartType=Inf , Degree=Pos|POS=ADJ , Definite=Def|Gender=Com|Number=Plur|POS=NOUN , Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs , Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN , POS=AUX|VerbForm=Inf|Voice=Act , Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ , Gender=Com|Number=Sing|POS=DET|PronType=Dem , Number=Plur|POS=DET|PronType=Ind , Gender=Com|Number=Sing|POS=PRON|PronType=Ind , Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes , POS=PART|PartType=Inf , Gender=Neut|Number=Sing|POS=DET|PronType=Ind , Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs , Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN , Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs , Case=Nom|Gender=Com|POS=PRON|PronType=Ind , Gender=Neut|Number=Sing|POS=PRON|PronType=Ind , Mood=Imp|POS=VERB , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part , POS=X , Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs , Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN , POS=VERB|Tense=Pres|VerbForm=Part , Number=Plur|POS=PRON|PronType=Int,Rel , POS=VERB|VerbForm=Inf|Voice=Pass , Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN , Degree=Cmp|POS=ADV , POS=ADV|PartType=Inf , Degree=Sup|POS=ADV , Number=Plur|POS=PRON|PronType=Dem , Number=Plur|POS=PRON|PronType=Ind , Definite=Def|Gender=Neut|Number=Plur|POS=NOUN , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs , Case=Gen|POS=PROPN , POS=ADP , Degree=Cmp|Number=Plur|POS=ADJ , Definite=Def|Degree=Sup|POS=ADJ , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Degree=Pos|Number=Sing|POS=ADJ , Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Number=Plur|POS=PRON|PronType=Rcp , Case=Gen|Degree=Cmp|POS=ADJ , Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN , Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs , POS=INTJ , Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ , Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN , Number=Sing|POS=PRON|PronType=Int,Rel , Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel , Definite=Def|Degree=Sup|Number=Plur|POS=ADJ , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Definite=Ind|Number=Sing|POS=NOUN , Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , POS=SYM , Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs , Degree=Sup|POS=ADJ , Number=Plur|POS=DET|PronType=Ind|Style=Arch , Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem , Foreign=Yes|POS=X , POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs , Gender=Neut|Number=Sing|POS=PRON|PronType=Dem , Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs , Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN , Case=Gen|POS=PRON|PronType=Int,Rel , Gender=Com|Number=Sing|POS=PRON|PronType=Dem , Abbr=Yes|POS=X , Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN , Definite=Def|Degree=Abs|POS=ADJ , Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ , Definite=Ind|POS=NOUN , Gender=Com|Number=Plur|POS=NOUN , Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Com|POS=PRON|PronType=Int,Rel , Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs , Degree=Abs|POS=ADV , POS=VERB|VerbForm=Ger , POS=VERB|Tense=Past|VerbForm=Part , Definite=Def|Degree=Sup|Number=Sing|POS=ADJ , Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form , Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ , Case=Gen|Degree=Pos|Number=Plur|POS=ADJ , Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs , Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel , POS=VERB|Tense=Pres , Case=Gen|Number=Plur|POS=DET|PronType=Ind , Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs , POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , POS=AUX|Tense=Pres|VerbForm=Part , Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass , Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Degree=Sup|Number=Plur|POS=ADJ , Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Definite=Ind|Number=Plur|POS=NOUN , Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Mood=Imp|POS=AUX , Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs , Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part , Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind , Case=Gen|POS=NOUN , Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs , POS=DET|PronType=Dem , Definite=Def|Number=Plur|POS=NOUN |
parser |
ROOT , acl:relcl , advcl , advmod , advmod:lmod , amod , appos , aux , case , cc , ccomp , compound:prt , conj , cop , dep , det , expl , fixed , flat , iobj , list , mark , nmod , nmod:poss , nsubj , nummod , obj , obl , obl:lmod , obl:tmod , punct , xcomp |
ner |
LOC , MISC , ORG , PER |
Accuracy
Type | Score |
---|---|
TOKEN_ACC |
99.89 |
TOKEN_P |
99.78 |
TOKEN_R |
99.75 |
TOKEN_F |
99.76 |
POS_ACC |
98.71 |
MORPH_ACC |
98.45 |
MORPH_MICRO_P |
99.30 |
MORPH_MICRO_R |
98.86 |
MORPH_MICRO_F |
99.08 |
SENTS_P |
92.62 |
SENTS_R |
93.44 |
SENTS_F |
93.03 |
DEP_UAS |
89.79 |
DEP_LAS |
87.41 |
LEMMA_ACC |
95.80 |
TAG_ACC |
98.71 |
ENTS_P |
88.66 |
ENTS_R |
91.25 |
ENTS_F |
89.94 |
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Evaluation results
- NER Precisionself-reported0.887
- NER Recallself-reported0.912
- NER F Scoreself-reported0.899
- TAG (XPOS) Accuracyself-reported0.987
- POS (UPOS) Accuracyself-reported0.987
- Morph (UFeats) Accuracyself-reported0.985
- Lemma Accuracyself-reported0.958
- Unlabeled Attachment Score (UAS)self-reported0.898
- Labeled Attachment Score (LAS)self-reported0.874
- Sentences F-Scoreself-reported0.930