DaCy small
DaCy is a Danish language processing framework with state-of-the-art pipelines as well as functionality for analysing Danish pipelines. DaCy's largest pipeline has achieved State-of-the-Art performance on parts-of-speech tagging and dependency parsing for Danish on the Danish Dependency treebank as well as competitive performance on named entity recognition, named entity disambiguation and coreference resolution. To read more check out the DaCy repository for material on how to use DaCy and reproduce the results. DaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.
Feature | Description |
---|---|
Name | da_dacy_small_trf |
Version | 0.2.0 |
spaCy | >=3.5.2,<3.6.0 |
Default Pipeline | transformer , tagger , morphologizer , trainable_lemmatizer , parser , ner , coref , span_resolver , span_cleaner , entity_linker |
Components | transformer , tagger , morphologizer , trainable_lemmatizer , parser , ner , coref , span_resolver , span_cleaner , entity_linker |
Vectors | 0 keys, 0 unique vectors (0 dimensions) |
Sources | UD Danish DDT v2.11 (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara) DaNE (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard) DaCoref (Buch-Kromann, Matthias) DaNED (Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & Søgaard, A.) jonfd/electra-small-nordic (Jón Friðrik Daðason) |
License | Apache-2.0 |
Author | Kenneth Enevoldsen |
Label Scheme
View label scheme (211 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 |
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 , NumType=Ord|POS=ADJ , POS=CCONJ , Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN , POS=VERB|VerbForm=Inf|Voice=Act , Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs , Degree=Sup|POS=ADV , Degree=Pos|POS=ADV , Gender=Com|Number=Sing|POS=DET|PronType=Ind , Number=Plur|POS=DET|PronType=Ind , POS=ADP , POS=ADV|PartType=Inf , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs , Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act , Definite=Def|Degree=Pos|Number=Sing|POS=ADJ , Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs , Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act , POS=ADP|PartType=Inf , Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ , NumType=Card|POS=NUM , Degree=Pos|POS=ADJ , Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part , POS=PART|PartType=Inf , Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes , Definite=Def|Gender=Com|Number=Plur|POS=NOUN , Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN , Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs , POS=VERB|Tense=Pres|VerbForm=Part , Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs , Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN , Definite=Def|Degree=Sup|Number=Plur|POS=ADJ , Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs , POS=AUX|VerbForm=Inf|Voice=Act , Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ , Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ , Degree=Cmp|POS=ADJ , POS=PRON|PartType=Inf , Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ , Case=Nom|Gender=Com|POS=PRON|PronType=Ind , Number=Plur|POS=PRON|PronType=Ind , POS=INTJ , Gender=Com|Number=Sing|POS=DET|PronType=Dem , Case=Gen|Number=Plur|POS=DET|PronType=Ind , Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass , Definite=Def|Gender=Neut|Number=Plur|POS=NOUN , Degree=Cmp|POS=ADV , Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs , Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Case=Gen|POS=PROPN , Gender=Neut|Number=Sing|POS=PRON|PronType=Ind , Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs , Definite=Def|Degree=Sup|POS=ADJ , Gender=Neut|Number=Sing|POS=DET|PronType=Ind , Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN , Gender=Neut|Number=Sing|POS=DET|PronType=Dem , Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part , POS=PRON|PronType=Dem , Degree=Pos|Gender=Com|Number=Sing|POS=ADJ , Number=Plur|POS=NUM , POS=VERB|VerbForm=Inf|Voice=Pass , Definite=Def|Degree=Sup|Number=Sing|POS=ADJ , Number=Sing|POS=PRON|PronType=Int,Rel , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , POS=PRON , Definite=Ind|Number=Sing|POS=NOUN , Definite=Ind|Number=Sing|POS=NUM , Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN , Foreign=Yes|POS=ADV , POS=NOUN , Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN , Gender=Com|Number=Plur|POS=NOUN , Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel , Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs , Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|POS=PRON|PronType=Ind , Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN , Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ , Degree=Sup|POS=ADJ , Degree=Pos|Number=Sing|POS=ADJ , Mood=Imp|POS=VERB , Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs , Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs , POS=X , Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN , Number=Plur|POS=PRON|PronType=Dem , Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs , Number=Plur|POS=PRON|PronType=Int,Rel , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Degree=Cmp|Number=Plur|POS=ADJ , Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs , Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs , Gender=Com|POS=PRON|PronType=Int,Rel , Case=Gen|Degree=Pos|Number=Plur|POS=ADJ , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , POS=VERB|VerbForm=Ger , Gender=Com|Number=Sing|POS=PRON|PronType=Dem , Case=Gen|POS=PRON|PronType=Int,Rel , Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass , Abbr=Yes|POS=X , Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN , Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Definite=Ind|Number=Plur|POS=NOUN , Foreign=Yes|POS=X , Number=Plur|POS=PRON|PronType=Rcp , Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs , Case=Gen|Degree=Cmp|POS=ADJ , Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN , Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs , Gender=Neut|Number=Sing|POS=PRON|PronType=Dem , Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form , Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes , Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Case=Gen|Number=Plur|POS=PRON|PronType=Rcp , POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs , POS=SYM , POS=DET|PronType=Dem , Gender=Com|Number=Sing|POS=NUM , Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs , Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Definite=Def|Degree=Abs|POS=ADJ , POS=VERB|Tense=Pres , Definite=Ind|Gender=Neut|Number=Sing|POS=NUM , Degree=Abs|POS=ADV , Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ , Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel , POS=VERB|Tense=Past|VerbForm=Part , Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ , Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs , Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Definite=Ind|POS=NOUN , Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind , Definite=Ind|Gender=Com|Number=Sing|POS=NUM , Definite=Def|Number=Plur|POS=NOUN , Case=Gen|POS=NOUN , POS=AUX|Tense=Pres|VerbForm=Part |
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 |
99.92 |
TOKEN_P |
99.70 |
TOKEN_R |
99.77 |
TOKEN_F |
99.74 |
SENTS_P |
92.96 |
SENTS_R |
95.75 |
SENTS_F |
94.33 |
TAG_ACC |
98.47 |
POS_ACC |
98.42 |
MORPH_ACC |
97.73 |
MORPH_MICRO_P |
98.94 |
MORPH_MICRO_R |
98.33 |
MORPH_MICRO_F |
98.64 |
DEP_UAS |
89.79 |
DEP_LAS |
87.02 |
ENTS_P |
83.06 |
ENTS_R |
81.72 |
ENTS_F |
82.38 |
LEMMA_ACC |
94.67 |
COREF_LEA_F1 |
42.18 |
COREF_LEA_PRECISION |
44.79 |
COREF_LEA_RECALL |
39.86 |
NEL_SCORE |
35.20 |
NEL_MICRO_P |
84.62 |
NEL_MICRO_R |
22.22 |
NEL_MICRO_F |
35.20 |
NEL_MACRO_P |
87.68 |
NEL_MACRO_R |
24.76 |
NEL_MACRO_F |
37.52 |
Training
This model was trained using spaCy and logged to Weights & Biases. You can find all the training logs here.
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Datasets used to train chcaa/da_dacy_small_trf
Evaluation results
- NER Precision on DaNEtest set self-reported0.831
- NER Recall on DaNEtest set self-reported0.817
- NER F Score on DaNEtest set self-reported0.824
- TAG (XPOS) Accuracy on UD Danish DDTtest set self-reported0.985
- POS (UPOS) Accuracy on UD Danish DDTtest set self-reported0.984
- Morph (UFeats) Accuracy on UD Danish DDTtest set self-reported0.977
- Lemma Accuracy on UD Danish DDTtest set self-reported0.947
- Unlabeled Attachment Score (UAS) on UD Danish DDTtest set self-reported0.898
- Labeled Attachment Score (LAS) on UD Danish DDTtest set self-reported0.870
- Sentences F-Score on UD Danish DDTtest set self-reported0.943