da_core_news_trf / README.md

Update spaCy pipeline

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	---
	tags:
	- spacy
	- token-classification
	language:
	- da
	license: cc-by-sa-4.0
	model-index:
	- name: da_core_news_trf
	results:
	- task:
	name: NER
	type: token-classification
	metrics:
	- name: NER Precision
	type: precision
	value: 0.8866396761
	- name: NER Recall
	type: recall
	value: 0.9125
	- name: NER F Score
	type: f_score
	value: 0.8993839836
	- task:
	name: TAG
	type: token-classification
	metrics:
	- name: TAG (XPOS) Accuracy
	type: accuracy
	value: 0.9870683392
	- task:
	name: POS
	type: token-classification
	metrics:
	- name: POS (UPOS) Accuracy
	type: accuracy
	value: 0.9870683392
	- task:
	name: MORPH
	type: token-classification
	metrics:
	- name: Morph (UFeats) Accuracy
	type: accuracy
	value: 0.9845498135
	- task:
	name: LEMMA
	type: token-classification
	metrics:
	- name: Lemma Accuracy
	type: accuracy
	value: 0.9579661017
	- task:
	name: UNLABELED_DEPENDENCIES
	type: token-classification
	metrics:
	- name: Unlabeled Attachment Score (UAS)
	type: f_score
	value: 0.897934115
	- task:
	name: LABELED_DEPENDENCIES
	type: token-classification
	metrics:
	- name: Labeled Attachment Score (LAS)
	type: f_score
	value: 0.8740509156
	- task:
	name: SENTS
	type: token-classification
	metrics:
	- name: Sentences F-Score
	type: f_score
	value: 0.9302736099
	---
	### 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](https://github.com/UniversalDependencies/UD_Danish-DDT) (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)<br />[DaNE](https://github.com/alexandrainst/danlp/blob/master/docs/datasets.md#danish-dependency-treebank-dane) (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)<br />[vesteinn/DanskBERT](https://huggingface.co/vesteinn/DanskBERT) (Snæbjarnarson, Vésteinn and Simonsen, Annika and Glavaš, Goran and Vulić, Ivan) \|
	\| License \| `CC BY-SA 4.0` \|
	\| Author \| [Explosion](https://explosion.ai) \|

	### Label Scheme

	<details>

	<summary>View label scheme (193 labels for 3 components)</summary>

	\| 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` \|

	</details>

	### 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 \|