it_core_news_md / README.md

Update spaCy pipeline

3bac37c about 1 year ago

24 kB

	---
	tags:
	- spacy
	- token-classification
	language:
	- it
	license: cc-by-nc-sa-3.0
	model-index:
	- name: it_core_news_md
	results:
	- task:
	name: NER
	type: token-classification
	metrics:
	- name: NER Precision
	type: precision
	value: 0.8765345493
	- name: NER Recall
	type: recall
	value: 0.8768079217
	- name: NER F Score
	type: f_score
	value: 0.8766712142
	- task:
	name: TAG
	type: token-classification
	metrics:
	- name: TAG (XPOS) Accuracy
	type: accuracy
	value: 0.9702961398
	- task:
	name: POS
	type: token-classification
	metrics:
	- name: POS (UPOS) Accuracy
	type: accuracy
	value: 0.9731721566
	- task:
	name: MORPH
	type: token-classification
	metrics:
	- name: Morph (UFeats) Accuracy
	type: accuracy
	value: 0.9719550562
	- task:
	name: LEMMA
	type: token-classification
	metrics:
	- name: Lemma Accuracy
	type: accuracy
	value: 0.9718727534
	- task:
	name: UNLABELED_DEPENDENCIES
	type: token-classification
	metrics:
	- name: Unlabeled Attachment Score (UAS)
	type: f_score
	value: 0.9121308777
	- task:
	name: LABELED_DEPENDENCIES
	type: token-classification
	metrics:
	- name: Labeled Attachment Score (LAS)
	type: f_score
	value: 0.8761189423
	- task:
	name: SENTS
	type: token-classification
	metrics:
	- name: Sentences F-Score
	type: f_score
	value: 0.9780123131
	---
	### Details: https://spacy.io/models/it#it_core_news_md

	Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.

	\| Feature \| Description \|
	\| --- \| --- \|
	\| Name \| `it_core_news_md` \|
	\| Version \| `3.7.0` \|
	\| spaCy \| `>=3.7.0,<3.8.0` \|
	\| Default Pipeline \| `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` \|
	\| Components \| `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` \|
	\| Vectors \| 500000 keys, 20000 unique vectors (300 dimensions) \|
	\| Sources \| [UD Italian ISDT v2.8](https://github.com/UniversalDependencies/UD_Italian-ISDT) (Bosco, Cristina; Lenci, Alessandro; Montemagni, Simonetta; Simi, Maria)<br />[WikiNER](https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500) (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) \|
	\| License \| `CC BY-NC-SA 3.0` \|
	\| Author \| [Explosion](https://explosion.ai) \|

	### Label Scheme

	<details>

	<summary>View label scheme (443 labels for 4 components)</summary>

	\| Component \| Labels \|
	\| --- \| --- \|
	\| `morphologizer` \| `POS=PROPN`, `POS=PUNCT`, `Gender=Masc\\|POS=NOUN`, `Definite=Def\\|Gender=Fem\\|Number=Sing\\|POS=ADP\\|PronType=Art`, `Gender=Fem\\|Number=Sing\\|POS=NOUN`, `Gender=Masc\\|Number=Sing\\|POS=ADJ`, `Gender=Masc\\|Number=Sing\\|POS=NOUN`, `Definite=Ind\\|Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Sing\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `POS=AUX\\|VerbForm=Inf`, `Gender=Fem\\|Number=Sing\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `POS=ADP`, `Gender=Fem\\|Number=Sing\\|POS=ADJ`, `POS=PRON\\|PronType=Rel`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Definite=Def\\|Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|Number=Plur\\|POS=NOUN`, `Definite=Def\\|Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Ind`, `Definite=Def\\|Gender=Masc\\|Number=Plur\\|POS=ADP\\|PronType=Art`, `Number=Plur\\|POS=ADJ`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Definite=Def\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Sing\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `POS=VERB\\|VerbForm=Inf`, `Definite=Ind\\|Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Number=Sing\\|POS=ADJ`, `POS=CCONJ`, `NumType=Card\\|POS=NUM`, `Definite=Def\\|Gender=Masc\\|Number=Sing\\|POS=ADP\\|PronType=Art`, `Definite=Def\\|Gender=Fem\\|Number=Plur\\|POS=ADP\\|PronType=Art`, `Gender=Fem\\|Number=Plur\\|POS=NOUN`, `Clitic=Yes\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Fem\\|Number=Plur\\|POS=ADJ`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=ADJ`, `POS=SPACE`, `Definite=Def\\|Number=Sing\\|POS=ADP\\|PronType=Art`, `Definite=Def\\|Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|NumType=Ord\\|Number=Sing\\|POS=ADJ`, `POS=ADV`, `POS=NOUN`, `Number=Sing\\|POS=NOUN`, `POS=VERB\\|VerbForm=Ger`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|Poss=Yes\\|PronType=Prs`, `POS=INTJ`, `Clitic=Yes\\|Number=Sing\\|POS=PRON\\|Person=2\\|PronType=Prs`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Definite=Def\\|Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|POS=NOUN`, `Gender=Fem\\|Number=Plur\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Tot`, `Mood=Cnd\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|PronType=Ind`, `Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Number=Plur\\|POS=NOUN`, `POS=SCONJ`, `Number=Sing\\|POS=DET\\|PronType=Ind`, `POS=ADV\\|PronType=Neg`, `Clitic=Yes\\|POS=VERB\\|PronType=Prs\\|VerbForm=Inf`, `Gender=Fem\\|Number=Plur\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Ind`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|PronType=Ind`, `POS=ADJ`, `Number=Sing\\|POS=PRON\\|PronType=Rel`, `Gender=Fem\\|NumType=Ord\\|Number=Sing\\|POS=ADJ`, `Number=Sing\\|POS=PRON\\|PronType=Ind`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Clitic=Yes\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Ger`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `POS=DET\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|Poss=Yes\\|PronType=Prs`, `Mood=Sub\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Ind`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Dem`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Masc\\|Number=Plur\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Ger`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Dem`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|POS=PRON\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Tot`, `Clitic=Yes\\|Gender=Masc\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Clitic=Yes\\|Number=Sing\\|POS=PRON\\|Person=1\\|PronType=Prs`, `Degree=Cmp\\|Number=Plur\\|POS=ADJ`, `Clitic=Yes\\|Gender=Masc\\|Number=Plur\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Degree=Cmp\\|Number=Sing\\|POS=ADJ`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Dem`, `Degree=Abs\\|POS=ADV`, `Clitic=Yes\\|Gender=Fem\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Mood=Cnd\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=AUX\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Dem`, `POS=DET\\|PronType=Exc`, `Number=Plur\\|POS=PRON\\|Person=1\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Number=Plur\\|POS=PRON\\|Person=1\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Past\\|VerbForm=Fin`, `Number=Sing\\|POS=DET\\|PronType=Dem`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `Gender=Fem\\|NumType=Ord\\|Number=Plur\\|POS=ADJ`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `Number=Sing\\|POS=DET\\|PronType=Int`, `POS=PRON\\|PronType=Int`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Past\\|VerbForm=Fin`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Ind`, `Number=Sing\\|POS=ADP`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `Foreign=Yes\\|POS=X`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|POS=AUX\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|Gender=Masc\\|Mood=Imp\\|Number=Plur,Sing\\|POS=VERB\\|Person=1,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Sub\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|Poss=Yes\\|PronType=Prs`, `Number=Plur\\|POS=VERB\\|Tense=Pres\\|VerbForm=Part`, `POS=INTJ\\|Polarity=Neg`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Number=Plur\\|POS=PRON\\|PronType=Rel`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Ind`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|PronType=Dem`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Dem`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|PronType=Rel`, `Clitic=Yes\\|Number=Plur\\|POS=VERB\\|Person=1\\|PronType=Prs\\|VerbForm=Ger`, `POS=INTJ\\|Polarity=Pos`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Int`, `POS=DET\\|PronType=Int`, `Gender=Masc\\|NumType=Ord\\|Number=Plur\\|POS=ADJ`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Int`, `Mood=Cnd\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `POS=PRON\\|Person=3\\|PronType=Prs`, `Degree=Abs\\|Gender=Masc\\|Number=Plur\\|POS=ADJ`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Ind`, `Number=Sing\\|POS=PRON\\|Person=1\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|PronType=Dem`, `Clitic=Yes\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Clitic=Yes\\|Gender=Fem\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|Gender=Fem\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `Degree=Abs\\|Gender=Fem\\|Number=Sing\\|POS=ADJ`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Tot`, `Clitic=Yes\\|POS=AUX\\|PronType=Prs\\|VerbForm=Inf`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Tot`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Dem`, `Degree=Abs\\|Gender=Masc\\|Number=Sing\\|POS=ADJ`, `NumType=Ord\\|POS=ADJ`, `POS=DET\\|PronType=Rel`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Rel`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|Poss=Yes\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Fem\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Number=Sing\\|POS=PRON\\|Person=2\\|PronType=Prs`, `Mood=Cnd\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Number=Plur\\|POS=PRON\\|Person=2\\|PronType=Prs`, `Clitic=Yes\\|Number=Sing\\|POS=VERB\\|Person=1\\|PronType=Prs\\|VerbForm=Inf`, `Mood=Imp\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|POS=VERB\\|PronType=Prs\\|VerbForm=Ger`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Masc\\|Number=Plur\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Part`, `Number=Sing\\|POS=PRON\\|PronType=Int`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=2\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Number=Plur\\|POS=PRON\\|Person=2\\|PronType=Prs`, `Clitic=Yes\\|Number=Plur\\|POS=VERB\\|Person=2\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|Number=Plur\\|POS=VERB\\|Person=1\\|PronType=Prs\\|VerbForm=Inf`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `Definite=Def\\|POS=DET\\|PronType=Art`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `POS=SYM`, `Clitic=Yes\\|Mood=Imp\\|Number=Sing\\|POS=VERB\\|Person=2\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Masc\\|Mood=Imp\\|Number=Sing\\|POS=VERB\\|Person=2,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Fut\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Fem\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Ger`, `Degree=Abs\\|Gender=Fem\\|Number=Plur\\|POS=ADJ`, `Number=Sing\\|POS=PRON\\|PronType=Dem`, `POS=AUX\\|VerbForm=Ger`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|Poss=Yes\\|PronType=Prs`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `POS=PRON\\|PronType=Ind`, `Clitic=Yes\\|Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=1\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `POS=X`, `Gender=Masc\\|POS=ADJ`, `Clitic=Yes\\|Gender=Fem\\|Number=Sing\\|POS=AUX\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Mood=Cnd\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Number=Sing\\|POS=VERB\\|Person=2\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|Gender=Fem\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Part`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Imp\\|VerbForm=Fin`, `POS=PART`, `Number=Sing\\|POS=VERB\\|Tense=Pres\\|VerbForm=Part`, `NumType=Ord\\|Number=Sing\\|POS=ADJ`, `Number=Plur\\|POS=DET\\|PronType=Int`, `Clitic=Yes\\|Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=1\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Number=Plur\\|POS=DET\\|PronType=Rel`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Fem\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Ger`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Ger`, `Clitic=Yes\\|Number=Sing\\|POS=VERB\\|Person=1\\|PronType=Prs\\|VerbForm=Ger`, `Clitic=Yes\\|Number=Sing\\|POS=AUX\\|Person=1\\|PronType=Prs\\|VerbForm=Ger`, `Clitic=Yes\\|Gender=Masc\\|Number=Plur\\|POS=AUX\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|Mood=Imp\\|Number=Plur,Sing\\|POS=VERB\\|Person=1,2\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Imp\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `NumType=Range\\|POS=NUM`, `Number=Plur\\|POS=PRON\\|PronType=Dem`, `POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Clitic=Yes\\|POS=ADV\\|PronType=Prs`, `Clitic=Yes\\|Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|POS=PRON\\|PronType=Rel`, `Clitic=Yes\\|Gender=Masc\\|Mood=Imp\\|Number=Plur,Sing\\|POS=VERB\\|Person=2,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Number=Sing\\|POS=AUX\\|Person=2\\|PronType=Prs\\|VerbForm=Inf`, `Clitic=Yes\\|Number=Sing\\|POS=VERB\\|Person=2\\|PronType=Prs\\|VerbForm=Ger`, `Mood=Imp\\|Number=Sing\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Fem\\|Mood=Imp\\|Number=Sing\\|POS=VERB\\|Person=2,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Past\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Part`, `Clitic=Yes\\|Gender=Masc\\|Number=Plur,Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `Definite=Ind\\|POS=DET\\|PronType=Art`, `Clitic=Yes\\|Gender=Fem,Masc\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Part`, `Definite=Ind\\|Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Definite=Def\\|Number=Plur\\|POS=ADP\\|PronType=Art`, `Clitic=Yes\\|Gender=Fem\\|Number=Plur\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Inf`, `POS=DET\\|PronType=Ind`, `Number=Plur\\|POS=DET\\|PronType=Dem`, `Clitic=Yes\\|Gender=Fem\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Number=Plur\\|POS=DET\\|PronType=Tot`, `Clitic=Yes\\|POS=AUX\\|Person=3\\|PronType=Prs\\|VerbForm=Ger`, `Number=Plur\\|POS=PRON\\|PronType=Ind`, `Clitic=Yes\\|Gender=Fem,Masc\\|Number=Plur,Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Part`, `Clitic=Yes\\|Number=Plur\\|POS=VERB\\|PronType=Prs\\|VerbForm=Inf`, `Number=Plur\\|POS=PRON\\|Poss=Yes\\|PronType=Prs`, `Number=Sing\\|POS=PRON\\|Poss=Yes\\|PronType=Prs`, `Number=Plur\\|POS=ADP`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=ADV\\|Person=3\\|PronType=Prs`, `Clitic=Yes\\|Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=1,2\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Fem\\|Number=Plur\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Part`, `Mood=Sub\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Fem\\|Number=Plur\\|POS=ADV\\|Person=3\\|PronType=Prs`, `POS=DET\\|PronType=Tot`, `POS=PRON\\|PronType=Dem`, `Clitic=Yes\\|Gender=Masc\\|Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=2,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Definite=Ind\\|Number=Sing\\|POS=DET\\|PronType=Art`, `NumType=Ord\\|POS=NUM`, `Clitic=Yes\\|Gender=Fem\\|Number=Plur\\|POS=VERB\\|Person=3\\|PronType=Prs\\|VerbForm=Ger`, `Gender=Masc\\|POS=DET\\|PronType=Dem`, `Clitic=Yes\\|Gender=Masc\\|Number=Plur,Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Part`, `Gender=Masc\\|Number=Sing\\|POS=NOUN\\|Tense=Past\\|VerbForm=Part`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Int`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|PronType=Int`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Int`, `Mood=Imp\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Int`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|PronType=Int`, `Number=Plur\\|POS=PRON\\|PronType=Int`, `Mood=Cnd\\|Number=Sing\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Int`, `Clitic=Yes\\|Number=Plur\\|POS=PRON\\|PronType=Prs`, `Foreign=Yes\\|Number=Sing\\|POS=X`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `POS=PRON\\|PronType=Prs`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Imp\\|VerbForm=Fin`, `POS=SCONJ\\|PronType=Rel`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `POS=PRON\\|Person=3\\|PronType=Rel`, `Clitic=Yes\\|Number=Plur\\|POS=VERB\\|Person=2\\|PronType=Prs\\|VerbForm=Ger`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=3\\|VerbForm=Fin`, `Clitic=Yes\\|Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1,3\\|PronType=Prs\\|Tense=Past\\|VerbForm=Fin`, `Mood=Ind\\|POS=VERB\\|Tense=Pres\\|VerbForm=Fin`, `Degree=Cmp\\|POS=ADJ`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=2\\|Tense=Fut\\|VerbForm=Fin`, `Definite=Def\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Number=Sing\\|POS=DET\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Sing\\|POS=ADP`, `Gender=Fem\\|POS=ADJ`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Fem\\|Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=2,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Masc\\|POS=DET\\|Poss=Yes\\|PronType=Prs`, `Gender=Fem\\|Number=Plur\\|POS=PROPN`, `Definite=Ind\\|Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Fem\\|Number=Sing\\|POS=ADJ\\|Poss=Yes\\|PronType=Prs`, `Foreign=Yes\\|POS=NOUN`, `Clitic=Yes\\|Gender=Fem\\|Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=1,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Clitic=Yes\\|Gender=Masc\\|Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=1,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|POS=DET`, `Clitic=Yes\\|Gender=Fem\\|Mood=Imp\\|Number=Plur,Sing\\|POS=VERB\\|Person=1,3\\|PronType=Prs\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Fem\\|Number=Plur\\|POS=VERB\\|Tense=Past\\|VerbForm=Fin`, `Gender=Fem\\|Number=Plur\\|POS=DET`, `Number=Sing\\|POS=X`, `Foreign=Yes\\|Gender=Masc\\|POS=X`, `Clitic=Yes\\|Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Prs`, `Clitic=Yes\\|Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Prs`, `Clitic=Yes\\|Definite=Def\\|Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Art`, `Gender=Masc\\|Number=Plur\\|POS=VERB\\|Tense=Past\\|VerbForm=Fin`, `Definite=Def\\|Gender=Fem\\|POS=DET`, `Definite=Def\\|POS=DET`, `Foreign=Yes\\|POS=PROPN`, `NumType=Card\\|POS=PROPN`, `Gender=Fem\\|Number=Sing\\|POS=DET`, `Degree=Abs\\|Gender=Masc\\|Number=Sing\\|POS=ADV`, `Gender=Masc\\|Number=Plur\\|POS=NOUN\\|Tense=Past\\|VerbForm=Part`, `Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=2`, `Clitic=Yes\\|Number=Plur\\|POS=AUX\\|Person=1\\|PronType=Prs\\|VerbForm=Inf`, `Gender=Masc\\|Number=Sing\\|POS=DET`, `Number=Sing\\|POS=DET`, `Gender=Masc\\|Number=Sing\\|POS=PRON`, `POS=DET` \|
	\| `tagger` \| `A`, `AP`, `B`, `BN`, `B_PC`, `CC`, `CS`, `DD`, `DE`, `DI`, `DQ`, `DR`, `E`, `E_RD`, `FB`, `FC`, `FF`, `FS`, `I`, `N`, `NO`, `PART`, `PC`, `PC_PC`, `PD`, `PE`, `PI`, `PP`, `PQ`, `PR`, `RD`, `RI`, `S`, `SP`, `SW`, `SYM`, `T`, `V`, `VA`, `VA_PC`, `VM`, `VM_PC`, `VM_PC_PC`, `V_B`, `V_PC`, `V_PC_PC`, `X`, `_SP` \|
	\| `parser` \| `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `det:poss`, `det:predet`, `discourse`, `expl`, `expl:impers`, `expl:pass`, `fixed`, `flat`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `parataxis`, `punct`, `vocative`, `xcomp` \|
	\| `ner` \| `LOC`, `MISC`, `ORG`, `PER` \|

	</details>

	### Accuracy

	\| Type \| Score \|
	\| --- \| --- \|
	\| `TOKEN_ACC` \| 99.93 \|
	\| `TOKEN_P` \| 99.80 \|
	\| `TOKEN_R` \| 99.78 \|
	\| `TOKEN_F` \| 99.79 \|
	\| `POS_ACC` \| 97.32 \|
	\| `MORPH_ACC` \| 97.20 \|
	\| `MORPH_MICRO_P` \| 98.63 \|
	\| `MORPH_MICRO_R` \| 97.91 \|
	\| `MORPH_MICRO_F` \| 98.27 \|
	\| `TAG_ACC` \| 97.03 \|
	\| `SENTS_P` \| 97.03 \|
	\| `SENTS_R` \| 98.58 \|
	\| `SENTS_F` \| 97.80 \|
	\| `DEP_UAS` \| 91.21 \|
	\| `DEP_LAS` \| 87.61 \|
	\| `LEMMA_ACC` \| 97.19 \|
	\| `ENTS_P` \| 87.65 \|
	\| `ENTS_R` \| 87.68 \|
	\| `ENTS_F` \| 87.67 \|