ca_core_news_md / README.md

Update spaCy pipeline

69be626 about 1 year ago

18.5 kB

	---
	tags:
	- spacy
	- token-classification
	language:
	- ca
	license: gpl-3.0
	model-index:
	- name: ca_core_news_md
	results:
	- task:
	name: NER
	type: token-classification
	metrics:
	- name: NER Precision
	type: precision
	value: 0.8433931485
	- name: NER Recall
	type: recall
	value: 0.8362989324
	- name: NER F Score
	type: f_score
	value: 0.8398310591
	- task:
	name: TAG
	type: token-classification
	metrics:
	- name: TAG (XPOS) Accuracy
	type: accuracy
	value: 0.9842009038
	- task:
	name: POS
	type: token-classification
	metrics:
	- name: POS (UPOS) Accuracy
	type: accuracy
	value: 0.9842009038
	- task:
	name: MORPH
	type: token-classification
	metrics:
	- name: Morph (UFeats) Accuracy
	type: accuracy
	value: 0.9805010564
	- task:
	name: LEMMA
	type: token-classification
	metrics:
	- name: Lemma Accuracy
	type: accuracy
	value: 0.9802491487
	- task:
	name: UNLABELED_DEPENDENCIES
	type: token-classification
	metrics:
	- name: Unlabeled Attachment Score (UAS)
	type: f_score
	value: 0.918825693
	- task:
	name: LABELED_DEPENDENCIES
	type: token-classification
	metrics:
	- name: Labeled Attachment Score (LAS)
	type: f_score
	value: 0.889176854
	- task:
	name: SENTS
	type: token-classification
	metrics:
	- name: Sentences F-Score
	type: f_score
	value: 0.9918080749
	---
	### Details: https://spacy.io/models/ca#ca_core_news_md

	Catalan pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.

	\| Feature \| Description \|
	\| --- \| --- \|
	\| Name \| `ca_core_news_md` \|
	\| Version \| `3.7.0` \|
	\| spaCy \| `>=3.7.0,<3.8.0` \|
	\| Default Pipeline \| `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` \|
	\| Components \| `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` \|
	\| Vectors \| 500000 keys, 20000 unique vectors (300 dimensions) \|
	\| Sources \| [UD Catalan AnCora v2.8](https://github.com/UniversalDependencies/UD_Catalan-AnCora) (Martínez Alonso, Héctor; Pascual, Elena; Zeman, Daniel)<br />[UD Catalan AnCora v2.8 + NER v3.2.9](https://github.com/TeMU-BSC/spacy/releases/tag/3.2.9) (Carlos Rodríguez-Penagos and Carme Armentano-Oller)<br />[Catalan Lemmatizer](https://github.com/explosion/spacy-lookups-data) (Text Mining Unit, Barcelona Supercomputing Center)<br />[Catalan Word Embeddings in FastText (Version 1.0)](http://doi.org/10.5281/zenodo.4522041) (Gutiérrez-Fandiño, Asier, Armengol-Estapé, Jordi, Gonzalez-Agirre, Aitor, Carrino, Casimiro Pio, de Gibert, Ona, & Villegas, Marta) \|
	\| License \| `GNU GPL 3.0` \|
	\| Author \| [Explosion](https://explosion.ai) \|

	### Label Scheme

	<details>

	<summary>View label scheme (317 labels for 3 components)</summary>

	\| Component \| Labels \|
	\| --- \| --- \|
	\| `morphologizer` \| `Definite=Def\\|Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Art`, `POS=PROPN`, `POS=PUNCT\\|PunctSide=Ini\\|PunctType=Brck`, `POS=PUNCT\\|PunctSide=Fin\\|PunctType=Brck`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Sing\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Definite=Def\\|Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Fem\\|Number=Sing\\|POS=NOUN`, `POS=ADP`, `NumType=Card\\|Number=Plur\\|POS=NUM`, `Gender=Masc\\|Number=Plur\\|POS=NOUN`, `Number=Sing\\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Ind`, `NumForm=Digit\\|NumType=Card\\|POS=NUM`, `NumForm=Digit\\|POS=NOUN`, `Gender=Masc\\|Number=Plur\\|POS=ADJ`, `POS=PUNCT\\|PunctType=Comm`, `POS=AUX\\|VerbForm=Inf`, `Case=Acc,Dat\\|POS=PRON\\|Person=3\\|PrepCase=Npr\\|PronType=Prs\\|Reflex=Yes`, `Definite=Def\\|Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Art`, `POS=PRON\\|PronType=Rel`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Definite=Def\\|Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Gender=Fem\\|Number=Plur\\|POS=NOUN`, `Gender=Fem\\|Number=Plur\\|POS=ADJ`, `POS=VERB\\|VerbForm=Inf`, `Case=Acc,Dat\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Number=Plur\\|POS=ADJ`, `POS=PUNCT\\|PunctType=Peri`, `Number=Sing\\|POS=PRON\\|PronType=Rel`, `Gender=Masc\\|Number=Sing\\|POS=NOUN`, `Mood=Imp\\|Number=Sing\\|POS=VERB\\|Person=2\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|POS=ADJ\\|VerbForm=Part`, `POS=SCONJ`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Definite=Def\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Ind`, `Gender=Fem\\|Number=Plur\\|POS=ADJ\\|VerbForm=Part`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Dem`, `POS=VERB\\|VerbForm=Ger`, `POS=NOUN`, `Gender=Fem\\|NumType=Card\\|Number=Sing\\|POS=NUM`, `Gender=Fem\\|Number=Sing\\|POS=ADJ\\|VerbForm=Part`, `Gender=Fem\\|NumType=Ord\\|Number=Plur\\|POS=ADJ`, `POS=SYM`, `Gender=Masc\\|Number=Sing\\|POS=ADJ`, `Gender=Masc\\|Number=Sing\\|POS=ADJ\\|VerbForm=Part`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Dem`, `POS=ADV\\|Polarity=Neg`, `POS=ADV`, `Number=Sing\\|POS=PRON\\|PronType=Dem`, `Number=Sing\\|POS=NOUN`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Number=Plur\\|POS=NOUN`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=ADJ`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Tot`, `Case=Loc\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Fem\\|NumType=Ord\\|Number=Sing\\|POS=ADJ`, `Degree=Cmp\\|POS=ADV`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `Gender=Masc\\|NumType=Ord\\|Number=Sing\\|POS=ADJ`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `NumType=Card\\|POS=NUM`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `Number=Sing\\|POS=PRON\\|PronType=Ind`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Number=Plur\\|POS=DET\\|PronType=Ind`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Dem`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Fut\\|VerbForm=Fin`, `Gender=Masc\\|NumType=Card\\|Number=Sing\\|POS=NUM`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Case=Acc\\|Gender=Fem\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Number=Sing\\|POS=DET\\|PronType=Ind`, `POS=PUNCT`, `Number=Sing\\|POS=DET\\|PronType=Rel`, `Case=Gen\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Fem\\|NumType=Card\\|Number=Plur\\|POS=NUM`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `POS=DET\\|PronType=Ind`, `POS=AUX`, `Case=Acc\\|Gender=Neut\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Case=Acc,Dat\\|Number=Plur\\|POS=PRON\\|Person=1\\|PronType=Prs`, `Degree=Cmp\\|Number=Sing\\|POS=ADJ`, `Number=Sing\\|POS=VERB`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|PronType=Ind`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Dem`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Case=Acc\\|Gender=Fem,Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Fem\\|Number=Sing\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Ind`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Ind`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Number=Plur\\|POS=PRON\\|PronType=Rel`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Int`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `AdvType=Tim\\|POS=NOUN`, `Gender=Masc\\|Number=Plur\\|POS=DET\\|PronType=Ind`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Ind`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Int`, `Mood=Cnd\\|Number=Sing\\|POS=AUX\\|Person=3\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Case=Acc\\|Gender=Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Int`, `POS=PUNCT\\|PunctType=Semi`, `Mood=Cnd\\|Number=Plur\\|POS=AUX\\|Person=3\\|VerbForm=Fin`, `Case=Dat\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Masc\\|NumType=Card\\|Number=Plur\\|POS=NUM`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|PronType=Ind`, `Mood=Sub\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `NumForm=Digit\\|POS=SYM`, `Gender=Masc\\|Number=Sing\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|PronType=Int`, `Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Int`, `POS=PRON\\|PronType=Int`, `Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Int`, `Mood=Cnd\\|Number=Sing\\|POS=VERB\\|Person=3\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Plur\\|POS=VERB\\|Person=3\\|VerbForm=Fin`, `POS=PART`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|PronType=Dem`, `Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Tot`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|PronType=Dem`, `POS=ADJ`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Degree=Cmp\\|Number=Plur\\|POS=ADJ`, `POS=PUNCT\\|PunctType=Dash`, `Mood=Sub\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Case=Acc\\|Gender=Fem\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `POS=SPACE`, `Gender=Fem\\|Number=Plur\\|POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Gender=Masc\\|POS=NOUN`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Int`, `Gender=Masc\\|NumType=Ord\\|Number=Plur\\|POS=ADJ`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `POS=PUNCT\\|PunctType=Colo`, `Gender=Masc\\|NumType=Card\\|POS=NUM`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Number=Sing\\|POS=PRON\\|PronType=Int`, `POS=PUNCT\\|PunctType=Quot`, `Mood=Imp\\|Number=Sing\\|POS=VERB\\|Person=3\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|Number[psor]=Plur\\|POS=DET\\|Person=1\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Sing\\|Number[psor]=Plur\\|POS=DET\\|Person=1\\|Poss=Yes\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `POS=AUX\\|VerbForm=Ger`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Mood=Imp\\|Number=Sing\\|POS=AUX\\|Person=3\\|VerbForm=Fin`, `Number=Plur\\|POS=PRON\\|PronType=Ind`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Dem`, `Case=Acc,Dat\\|Number=Sing\\|POS=PRON\\|Person=2\\|Polite=Infm\\|PrepCase=Npr\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|PronType=Int`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `NumForm=Digit\\|NumType=Frac\\|POS=NUM`, `POS=VERB`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|PronType=Dem`, `Gender=Fem\\|POS=NOUN`, `Case=Acc,Dat\\|Number=Sing\\|POS=PRON\\|Person=1\\|PrepCase=Npr\\|PronType=Prs`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Imp\\|VerbForm=Fin`, `Number=Plur\\|POS=PRON\\|Person=1\\|PronType=Prs`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `Case=Nom\\|Number=Sing\\|POS=PRON\\|Person=2\\|Polite=Infm\\|PronType=Prs`, `POS=X`, `Mood=Cnd\\|Number=Plur\\|POS=AUX\\|Person=1\\|VerbForm=Fin`, `Number=Sing\\|POS=DET\\|PronType=Dem`, `POS=DET`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `POS=DET\\|PronType=Art`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `NumType=Ord\\|Number=Sing\\|POS=ADJ`, `Gender=Fem\\|Number=Sing\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Number=Plur\\|Number[psor]=Plur\\|POS=DET\\|Person=1\\|Poss=Yes\\|PronType=Prs`, `Gender=Fem\\|Number=Plur\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Gender=Masc\\|Number=Plur\\|POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Number=Plur\\|POS=PRON\\|PronType=Dem`, `Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=1\\|VerbForm=Fin`, `POS=PRON\\|PronType=Ind`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Imp\\|Number=Plur\\|POS=VERB\\|Person=3\\|VerbForm=Fin`, `Case=Nom\\|Number=Sing\\|POS=PRON\\|Person=1\\|PronType=Prs`, `Case=Acc\\|Number=Sing\\|POS=PRON\\|Person=1\\|PrepCase=Pre\\|PronType=Prs`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `POS=PUNCT\\|PunctSide=Fin\\|PunctType=Qest`, `NumForm=Digit\\|NumType=Ord\\|POS=ADJ`, `Case=Acc\\|POS=PRON\\|Person=3\\|PrepCase=Pre\\|PronType=Prs\\|Reflex=Yes`, `NumForm=Digit\\|NumType=Frac\\|POS=SYM`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Gender=Masc\\|Number=Sing\\|Number[psor]=Sing\\|POS=DET\\|Person=2\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|POS=PRON\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `POS=PUNCT\\|PunctSide=Ini\\|PunctType=Qest`, `NumType=Card\\|Number=Sing\\|POS=NUM`, `Foreign=Yes\\|POS=PRON\\|PronType=Int`, `Foreign=Yes\\|Mood=Ind\\|POS=VERB\\|VerbForm=Fin`, `Foreign=Yes\\|POS=ADP`, `Gender=Masc\\|Number=Sing\\|POS=PROPN`, `POS=PUNCT\\|PunctSide=Ini\\|PunctType=Excl`, `POS=PUNCT\\|PunctSide=Fin\\|PunctType=Excl`, `Mood=Cnd\\|Number=Sing\\|POS=AUX\\|Person=1\\|VerbForm=Fin`, `Number=Plur\\|POS=PRON\\|Person=2\\|Polite=Form\\|PronType=Prs`, `Mood=Sub\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `POS=PUNCT\\|PunctSide=Ini\\|PunctType=Comm`, `POS=PUNCT\\|PunctSide=Fin\\|PunctType=Comm`, `Number=Plur\\|POS=PRON\\|Person=2\\|PronType=Prs`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Case=Acc,Dat\\|Number=Plur\\|POS=PRON\\|Person=2\\|PronType=Prs`, `Mood=Cnd\\|Number=Sing\\|POS=VERB\\|Person=1\\|VerbForm=Fin`, `Mood=Cnd\\|Number=Plur\\|POS=VERB\\|Person=1\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Masc\\|Number=Plur\\|Number[psor]=Sing\\|POS=DET\\|Person=1\\|Poss=Yes\\|PronType=Prs`, `Definite=Ind\\|Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Number=Sing\\|POS=PRON\\|Person=2\\|Polite=Form\\|PronType=Prs`, `Gender=Masc\\|Number=Sing\\|Number[psor]=Sing\\|POS=DET\\|Person=1\\|Poss=Yes\\|PronType=Prs`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `POS=VERB\\|Tense=Past\\|VerbForm=Part`, `Mood=Imp\\|Number=Plur\\|POS=AUX\\|Person=3\\|VerbForm=Fin`, `Case=Nom\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|POS=PRON\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Sing\\|POS=PRON\\|PronType=Rel`, `Definite=Ind\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|Number=Sing\\|Number[psor]=Plur\\|POS=PRON\\|Person=1\\|Poss=Yes\\|PronType=Prs`, `Number=Plur\\|Number[psor]=Plur\\|POS=PRON\\|Person=1\\|Poss=Yes\\|PronType=Prs`, `POS=AUX\\|Tense=Past\\|VerbForm=Part`, `Gender=Fem\\|NumType=Card\\|POS=NUM`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|Number=Plur\\|POS=PRON\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Fut\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=AUX\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `AdvType=Tim\\|Degree=Cmp\\|POS=ADV`, `Case=Acc\\|Number=Sing\\|POS=PRON\\|Person=2\\|Polite=Infm\\|PrepCase=Pre\\|PronType=Prs`, `POS=DET\\|PronType=Rel`, `Definite=Ind\\|Gender=Fem\\|Number=Plur\\|POS=DET\\|PronType=Art`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=2\\|Tense=Fut\\|VerbForm=Fin`, `POS=INTJ`, `Mood=Sub\\|Number=Sing\\|POS=AUX\\|Person=1\\|Tense=Pres\\|VerbForm=Fin`, `POS=VERB\\|VerbForm=Fin`, `Mood=Ind\\|Number=Plur\\|POS=VERB\\|Person=3\\|Tense=Past\\|VerbForm=Fin`, `Definite=Ind\\|Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Mood=Sub\\|Number=Plur\\|POS=AUX\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Gender=Fem\\|Number=Sing\\|Number[psor]=Sing\\|POS=PRON\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Mood=Sub\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Pres\\|VerbForm=Fin`, `Case=Acc\\|POS=PRON\\|Person=3\\|PronType=Prs\\|Reflex=Yes`, `Foreign=Yes\\|POS=NOUN`, `Foreign=Yes\\|Mood=Ind\\|Number=Sing\\|POS=AUX\\|Person=3\\|Tense=Pres\\|VerbForm=Fin`, `Foreign=Yes\\|Gender=Masc\\|Number=Sing\\|POS=PRON\\|Person=3\\|PronType=Prs`, `Foreign=Yes\\|POS=SCONJ`, `Foreign=Yes\\|Gender=Fem\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Gender=Masc\\|POS=SYM`, `Gender=Fem\\|Number=Sing\\|Number[psor]=Sing\\|POS=DET\\|Person=2\\|Poss=Yes\\|PronType=Prs`, `Number=Sing\\|POS=DET\\|Person=3\\|Poss=Yes\\|PronType=Prs`, `Gender=Masc\\|Number=Plur\\|Number[psor]=Sing\\|POS=DET\\|Person=2\\|Poss=Yes\\|PronType=Prs`, `Gender=Fem\\|Number=Sing\\|POS=PROPN`, `Mood=Sub\\|Number=Plur\\|POS=VERB\\|Person=1\\|Tense=Imp\\|VerbForm=Fin`, `Definite=Def\\|Foreign=Yes\\|Gender=Masc\\|Number=Sing\\|POS=DET\\|PronType=Art`, `Foreign=Yes\\|POS=VERB`, `Foreign=Yes\\|POS=ADJ`, `Foreign=Yes\\|POS=DET`, `Foreign=Yes\\|POS=ADV`, `POS=PUNCT\\|PunctSide=Fin\\|Punta d'aignctType=Brck`, `Degree=Cmp\\|POS=ADJ`, `AdvType=Tim\\|POS=SYM`, `Number=Plur\\|POS=DET\\|PronType=Dem`, `Mood=Ind\\|Number=Sing\\|POS=VERB\\|Person=2\\|Tense=Fut\\|VerbForm=Fin` \|
	\| `parser` \| `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:pass`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` \|
	\| `ner` \| `LOC`, `MISC`, `ORG`, `PER` \|

	</details>

	### Accuracy

	\| Type \| Score \|
	\| --- \| --- \|
	\| `TOKEN_ACC` \| 99.93 \|
	\| `TOKEN_P` \| 99.78 \|
	\| `TOKEN_R` \| 99.79 \|
	\| `TOKEN_F` \| 99.79 \|
	\| `POS_ACC` \| 98.42 \|
	\| `MORPH_ACC` \| 98.05 \|
	\| `MORPH_MICRO_P` \| 99.45 \|
	\| `MORPH_MICRO_R` \| 98.93 \|
	\| `MORPH_MICRO_F` \| 99.19 \|
	\| `SENTS_P` \| 99.18 \|
	\| `SENTS_R` \| 99.18 \|
	\| `SENTS_F` \| 99.18 \|
	\| `DEP_UAS` \| 91.88 \|
	\| `DEP_LAS` \| 88.92 \|
	\| `TAG_ACC` \| 98.42 \|
	\| `LEMMA_ACC` \| 98.02 \|
	\| `ENTS_P` \| 84.34 \|
	\| `ENTS_R` \| 83.63 \|
	\| `ENTS_F` \| 83.98 \|