DaCy medium

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_medium_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.) vesteinn/DanskBERT (Vésteinn Snæbjarnarson)
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	98.42
SENTS_R	99.29
SENTS_F	98.85
TAG_ACC	98.47
POS_ACC	98.57
MORPH_ACC	98.14
MORPH_MICRO_P	99.10
MORPH_MICRO_R	98.77
MORPH_MICRO_F	98.93
DEP_UAS	90.84
DEP_LAS	88.33
ENTS_P	87.08
ENTS_R	84.59
ENTS_F	85.82
LEMMA_ACC	94.20
COREF_LEA_F1	41.18
COREF_LEA_PRECISION	48.89
COREF_LEA_RECALL	35.58
NEL_SCORE	80.12
NEL_MICRO_P	99.23
NEL_MICRO_R	67.19
NEL_MICRO_F	80.12
NEL_MACRO_P	99.39
NEL_MACRO_R	65.99
NEL_MACRO_F	78.15

Training

This model was trained using spaCy and logged to Weights & Biases . You can find all the training logs here .

作者:

Center for Humanities Computing Aarhus

数据集大小:

1003.38 MB