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.
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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 , Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs , Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin , Gender=Masc|Number=Sing|POS=DET|PronType=Neg , Gender=Fem|NumType=Card|Number=Plur|POS=NUM , Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Inf , Gender=Masc|Number=Sing|POS=PRON|PronType=Tot , Gender=Masc|NumType=Card|Number=Plur|POS=NUM , Gender=Masc|POS=NOUN , Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs , Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind , Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind , Case=Acc|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Ger , Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin , POS=NOUN|VerbForm=Inf , Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes , Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin , Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin , 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 , Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs , Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin , Case=Acc|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf , Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin , Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs , Gender=Fem|Number=Sing|POS=DET|PronType=Tot , POS=DET|PronType=Ind , POS=DET|PronType=Int,Rel , AdvType=Tim|POS=ADV , POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf , Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin , Case=Dat|Number=Plur|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf , POS=PUNCT|PunctSide=Ini|PunctType=Qest , POS=PUNCT|PunctSide=Fin|PunctType=Qest , Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs , Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind , Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin , Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|VerbForm=Ger , Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ , Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes , Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin , Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes , POS=PUNCT|PunctSide=Ini|PunctType=Excl , POS=PUNCT|PunctSide=Fin|PunctType=Excl , Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin , Case=Acc|Mood=Imp|Number=Sing|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Fin , Gender=Fem|Number=Sing|POS=PRON|PronType=Tot , Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs , Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin , Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind , Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind , Gender=Masc|Number=Plur|POS=PRON|PronType=Dem , Case=Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf , 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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