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EN
Es Core News Sm
A CPU-optimized Spanish natural language processing pipeline, including tokenization, part-of-speech tagging, dependency parsing, named entity recognition, and more.
Downloads 148
Release Time : 3/2/2022
Model Overview
A small Spanish model provided by spaCy, suitable for basic NLP tasks such as part-of-speech tagging, dependency parsing, named entity recognition, etc.
Model Features
CPU Optimization
Specifically optimized for CPU processing, suitable for resource-limited environments
Multitasking
A single pipeline handles multiple NLP tasks such as part-of-speech tagging, dependency parsing, and named entity recognition simultaneously
High Accuracy
Achieves 98.15% accuracy in part-of-speech tagging (UPOS) and an F1 score of 89.14% in named entity recognition
Model Capabilities
Part-of-speech tagging
Named entity recognition
Dependency parsing
Lemmatization
Morphological analysis
Sentence segmentation
Use Cases
Text Processing
Spanish Document Analysis
Automatically analyzes part-of-speech, syntactic structure, and named entities in Spanish documents
Can identify entities such as person names, locations, and organizations in documents
Language Learning Applications
Provides grammatical analysis and part-of-speech tagging for Spanish learners
Helps learners understand sentence structure and word usage
Information Extraction
News Content Analysis
Extracts key entities and relationships from Spanish news
Can be used to build knowledge graphs or content classification
tags:
- spacy
- token-classification language:
- es license: gpl-3.0 model-index:
- name: es_core_news_sm
results:
- task:
name: NER
type: token-classification
metrics:
- name: NER Precision type: precision value: 0.8910285087
- name: NER Recall type: recall value: 0.8918264338
- name: NER F Score type: f_score value: 0.8914272927
- task:
name: TAG
type: token-classification
metrics:
- name: TAG (XPOS) Accuracy type: accuracy value: 0.9581496108
- task:
name: POS
type: token-classification
metrics:
- name: POS (UPOS) Accuracy type: accuracy value: 0.9815191135
- task:
name: MORPH
type: token-classification
metrics:
- name: Morph (UFeats) Accuracy type: accuracy value: 0.9771762157
- task:
name: LEMMA
type: token-classification
metrics:
- name: Lemma Accuracy type: accuracy value: 0.9629594135
- task:
name: UNLABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Unlabeled Attachment Score (UAS) type: f_score value: 0.9037516481
- task:
name: LABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Labeled Attachment Score (LAS) type: f_score value: 0.8684594765
- task:
name: SENTS
type: token-classification
metrics:
- name: Sentences F-Score type: f_score value: 0.972165913
- task:
name: NER
type: token-classification
metrics:
Details: https://spacy.io/models/es#es_core_news_sm
Spanish pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.
| Feature | Description |
|---|---|
| Name | es_core_news_sm |
| 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 | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | UD Spanish AnCora v2.8 (Martínez Alonso, Héctor; Zeman, Daniel) WikiNER (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran) spaCy lookups data (Explosion) |
| License | GNU GPL 3.0 |
| Author | Explosion |
Label Scheme
View label scheme (468 labels for 3 components)
| Component | Labels |
|---|---|
morphologizer |
Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Gender=Masc|Number=Sing|POS=ADJ, POS=ADP, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, POS=PROPN, Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=VERB|VerbForm=Inf, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|Number=Sing|POS=NOUN, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, POS=PRON|PronType=Int,Rel, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, POS=SCONJ, POS=NOUN, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Number=Plur|POS=NOUN, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Plur|POS=NOUN, POS=PUNCT|PunctType=Peri, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctType=Comm, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Plur|POS=ADJ, POS=CCONJ, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, POS=ADV, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Number=Sing|POS=ADJ, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Plur|POS=PRON|PronType=Tot, POS=PRON|PronType=Ind, POS=ADV|Polarity=Neg, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Int,Rel, POS=PUNCT|PunctType=Quot, POS=PUNCT, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, NumForm=Digit|NumType=Card|POS=NUM, NumType=Card|POS=NUM, POS=VERB|VerbForm=Ger, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Number=Sing|POS=NOUN, Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Degree=Cmp|POS=ADV, POS=AUX|VerbForm=Inf, Number=Plur|POS=DET|PronType=Ind, Number=Plur|POS=DET|PronType=Dem, POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Degree=Cmp|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Case=Acc|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, AdvType=Tim|POS=NOUN, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, NumType=Card|Number=Plur|POS=NUM, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, NumForm=Digit|POS=NOUN, Number=Sing|POS=PRON|PronType=Dem, Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=ADJ, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=DET|PronType=Tot, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Sing|POS=DET|PronType=Tot, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Degree=Cmp|Number=Plur|POS=ADJ, POS=AUX|VerbForm=Ger, Gender=Fem|POS=NOUN, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, AdvType=Tim|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, Number=Sing|POS=PRON|PronType=Int,Rel, POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Tot, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, POS=SPACE, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=PART, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Number=Sing|POS=DET|PronType=Ind, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, NumForm=Digit|POS=SYM, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=NUM, Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PUNCT|PunctType=Colo, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Neg, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Fem|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Number=Sing|POS=PRON|PronType=Neg, POS=PUNCT|PunctType=Semi, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, POS=INTJ, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, POS=PUNCT|PunctType=Dash, 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Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, Case=Acc|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ, Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, 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Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Case=Dat|Mood=Imp|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, POS=SCONJ|PronType=Int,Rel, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, NumType=Card|Number=Sing|POS=DET|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Dem, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, POS=SYM, Gender=Fem|Number=Sing|POS=PRON|PronType=Neg, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Mood=Imp|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|POS=VERB|Person=2,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Case=Dat|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Case=Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, NumType=Card|Number=Sing|POS=NUM, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Number=Sing|POS=NOUN|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Dat|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,2|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Case=Acc|Mood=Imp|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Number=Sing|POS=VERB|VerbForm=Fin, POS=VERB|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ, Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art, Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Number=Plur|POS=PRON|PronType=Dem, Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin, POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Mood=Imp|Number=Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Acc|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc,Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Imp|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Definite=Def|Foreign=Yes|POS=DET|PronType=Art, Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Case=Acc|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|PunctType=Quot|VerbForm=Inf, Case=Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, NumForm=Digit|NumType=Frac|POS=SYM, Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Dat|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Case=Acc,Dat|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc,Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Case=Dat|Number=Plur|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc|Number=Plur|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Number=Sing|POS=PRON|PronType=Tot, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, NumType=Card|Number=Plur|POS=DET|PronType=Ind, POS=PRON|PronType=Dem, Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, POS=AUX|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Plur|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc,Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Case=Acc,Dat|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, Case=Acc|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Masc|Mood=Imp|Number=Plur|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, POS=X, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc,Dat|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Masc|Mood=Imp|Number=Plur,Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Number=Sing|POS=AUX|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Case=Dat|Mood=Imp|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Dat|Mood=Imp|Number=Sing|POS=VERB|Person=1,3|PrepCase=Npr|PronType=Prs|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=NOUN|PunctType=Comm, Degree=Cmp|POS=ADJ, Gender=Masc|POS=ADJ, Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, POS=PRON|PronType=Neg, Case=Acc,Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf, Case=Acc|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger, Case=Dat|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, Number=Sing|POS=DET|PronType=Int,Rel, Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Foreign=Yes|POS=NOUN, Foreign=Yes|POS=ADP, Foreign=Yes|POS=CCONJ, Foreign=Yes|POS=PROPN |
parser |
ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:impers, expl:pass, expl:pv, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp |
ner |
LOC, MISC, ORG, PER |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
100.00 |
TOKEN_P |
99.89 |
TOKEN_R |
99.95 |
TOKEN_F |
99.92 |
POS_ACC |
98.15 |
MORPH_ACC |
97.72 |
MORPH_MICRO_P |
99.24 |
MORPH_MICRO_R |
98.61 |
MORPH_MICRO_F |
98.93 |
SENTS_P |
96.30 |
SENTS_R |
98.15 |
SENTS_F |
97.22 |
DEP_UAS |
90.38 |
DEP_LAS |
86.85 |
TAG_ACC |
95.81 |
LEMMA_ACC |
96.30 |
ENTS_P |
89.10 |
ENTS_R |
89.18 |
ENTS_F |
89.14 |
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