%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
EN
Pt Core News Sm
spaCy's CPU-optimized Portuguese processing pipeline, including tokenization, POS tagging, dependency parsing, named entity recognition, etc.
Downloads 87
Release Time : 3/2/2022
Model Overview
This is a Portuguese natural language processing model primarily used for text classification tasks such as POS tagging, named entity recognition, and dependency parsing.
Model Features
CPU Optimization
Processing pipeline specifically optimized for CPU usage scenarios
Comprehensive NLP Features
Provides complete NLP processing capabilities from tokenization to named entity recognition
High-Accuracy Lemmatization
Lemmatization accuracy reaches 96.76%
Multitasking Support
Simultaneously supports various tasks such as POS tagging, dependency parsing, and named entity recognition
Model Capabilities
Named Entity Recognition
POS Tagging
Morphological Analysis
Lemmatization
Dependency Parsing
Sentence Segmentation
Use Cases
Text Processing
Portuguese Document Analysis
Performs POS tagging and named entity recognition on Portuguese documents
NER F1 score 0.88, POS accuracy 0.96
Portuguese Grammar Analysis
Analyzes dependency relationships in Portuguese sentences
LAS score 0.84, UAS score 0.89
Information Extraction
Portuguese Entity Recognition
Extracts entities such as person names and locations from Portuguese text
NER precision 0.88, recall 0.88
tags:
- spacy
- token-classification language:
- pt license: cc-by-sa-4.0 model-index:
- name: pt_core_news_sm
results:
- task:
name: NER
type: token-classification
metrics:
- name: NER Precision type: precision value: 0.8794147723
- name: NER Recall type: recall value: 0.8800897408
- name: NER F Score type: f_score value: 0.8797521271
- task:
name: TAG
type: token-classification
metrics:
- name: TAG (XPOS) Accuracy type: accuracy value: 0.8880083214
- task:
name: POS
type: token-classification
metrics:
- name: POS (UPOS) Accuracy type: accuracy value: 0.9624052702
- task:
name: MORPH
type: token-classification
metrics:
- name: Morph (UFeats) Accuracy type: accuracy value: 0.947102526
- task:
name: LEMMA
type: token-classification
metrics:
- name: Lemma Accuracy type: accuracy value: 0.9675598039
- task:
name: UNLABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Unlabeled Attachment Score (UAS) type: f_score value: 0.8891065154
- task:
name: LABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Labeled Attachment Score (LAS) type: f_score value: 0.8444034795
- task:
name: SENTS
type: token-classification
metrics:
- name: Sentences F-Score type: f_score value: 0.9277043528
- task:
name: NER
type: token-classification
metrics:
Details: https://spacy.io/models/pt#pt_core_news_sm
Portuguese pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.
| Feature | Description |
|---|---|
| Name | pt_core_news_sm |
| Version | 3.7.0 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | tok2vec, morphologizer, parser, lemmatizer, attribute_ruler, ner |
| Components | tok2vec, morphologizer, parser, lemmatizer, senter, attribute_ruler, ner |
| Vectors | 0 keys, 0 unique vectors (0 dimensions) |
| Sources | UD Portuguese Bosque v2.8 (Rademaker, Alexandre; Freitas, Cláudia; de Souza, Elvis; Silveira, Aline; Cavalcanti, Tatiana; Evelyn, Wograine; Rocha, Luisa; Soares-Bastos, Isabela; Bick, Eckhard; Chalub, Fabricio; Paulino-Passos, Guilherme; Real, Livy; de Paiva, Valeria; Zeman, Daniel; Popel, Martin; Mareček, David; Silveira, Natalia; Martins, André) WikiNER (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran) |
| License | CC BY-SA 4.0 |
| Author | Explosion |
Label Scheme
View label scheme (590 labels for 3 components)
| Component | Labels |
|---|---|
morphologizer |
Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN, Gender=Masc|Number=Sing|POS=ADJ, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=PROPN, Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=NOUN, Definite=Def|POS=ADP|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|POS=ADJ, POS=PUNCT, NumType=Card|POS=NUM, POS=ADV, Gender=Fem|Number=Plur|POS=ADJ, Gender=Fem|Number=Plur|POS=NOUN, Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Gender=Fem|Number=Sing|POS=PROPN, Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part, POS=ADP, POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=SCONJ, POS=VERB|VerbForm=Inf, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=ADJ, POS=CCONJ, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Plur|POS=ADP|PronType=Art, Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=ADV|Polarity=Neg, Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=X, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|PronType=Tot, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Number=Sing|POS=CCONJ, Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=DET|PronType=Prs, Case=Acc|Gender=Masc|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Number=Plur|POS=NOUN, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, POS=AUX|VerbForm=Inf, Gender=Fem|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=ADP|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, POS=VERB|VerbForm=Ger, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass, Gender=Masc|Number=Plur|POS=PROPN, Number=Plur|POS=AUX|Person=3|VerbForm=Inf, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Art, POS=VERB|VerbForm=Part, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Definite=Ind|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Definite=Def|Gender=Fem|Number=Sing|POS=ADP|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Gender=Fem|Number=Plur|POS=DET|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, NumType=Ord|POS=ADJ, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Number=Plur|POS=ADJ, Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=SCONJ|PronType=Dem, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Tot, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part, Gender=Fem|Number=Plur|POS=VERB|VerbForm=Part, Gender=Masc|NumType=Mult|Number=Sing|POS=NUM, Number=Sing|POS=PRON|PronType=Ind, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Rel, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Tot, Gender=Masc|Number=Sing|POS=PROPN|PronType=Art, Gender=Fem|Number=Sing|POS=DET|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=VERB|Person=3|VerbForm=Inf, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, POS=AUX|VerbForm=Part, POS=SPACE, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Number=Sing|POS=PRON|PronType=Rel, Number=Sing|POS=DET|PronType=Art, Definite=Def|Gender=Fem|Number=Plur|POS=ADP|PronType=Art, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Masc|NumType=Frac|Number=Sing|POS=NUM, Gender=Masc|Number=Sing|POS=DET|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=PRON|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADP|PronType=Dem, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Number=Plur|POS=VERB|Person=3|VerbForm=Inf, Definite=Def|Gender=Masc|Number=Sing|POS=SCONJ|PronType=Art, Definite=Def|POS=SCONJ|PronType=Art, Gender=Masc|Number=Plur|POS=ADP|PronType=Art, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|Number=Plur|POS=PROPN, Case=Acc|POS=PRON|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, POS=AUX, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Gender=Fem|Number=Sing|POS=ADP|PronType=Art, POS=INTJ, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Number=Sing|POS=PRON|PronType=Int, Gender=Fem|Number=Sing|POS=DET|PronType=Rel, Gender=Masc|Number=Sing|POS=DET|PronType=Emp, Case=Acc|Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Rel, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|Gender=Masc|Number=Sing|POS=ADP|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pqp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|POS=VERB|PronType=Prs|VerbForm=Inf, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Emp, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Plur|POS=NOUN|Voice=Pass, Gender=Fem|Number=Plur|POS=PRON|Person=1|PronType=Prs, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Case=Acc|POS=VERB|PronType=Prs|VerbForm=Ger, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Number=Sing|POS=ADJ, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Tot, Gender=Masc|Number=Plur|POS=ADP|PronType=Dem, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Number=Sing|POS=AUX|Person=3|VerbForm=Inf, Gender=Masc|Number=Plur|POS=PRON|PronType=Int, Gender=Masc|Number=Sing|POS=PRON|PronType=Int, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, Gender=Masc|Number=Sing|POS=NUM, Number=Sing|POS=NOUN, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=ADP|PronType=Art, Gender=Fem|Number=Plur|POS=ADP|PronType=Dem, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PART, Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Plur|POS=DET|PronType=Ind, Case=Acc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Gender=Masc|Number=Sing|POS=ADV, Gender=Masc|Number=Sing|POS=DET|PronType=Rel, Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Neg, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger, NumType=Card|POS=DET, Number=Plur|POS=VERB|Person=1|VerbForm=Inf, Gender=Fem|Number=Sing|POS=PRON|PronType=Int, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Gender=Masc|POS=ADJ, POS=NOUN, POS=AUX|VerbForm=Ger, Case=Dat|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Def|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=DET, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Emp, POS=PRON|PronType=Prs, Gender=Masc|Number=Plur|POS=DET, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Tot, Definite=Def|POS=DET|PronType=Art, Case=Acc|Gender=Masc|POS=PRON|PronType=Prs, POS=VERB|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Definite=Def|Gender=Masc|Number=Plur|POS=PRON|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Neg, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Gender=Masc|Number=Sing|POS=AUX|VerbForm=Part, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Inf, Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Number=Sing|POS=PROPN|PronType=Art, Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=AUX|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pqp|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=1|PronType=Prs, Gender=Fem|Number=Sing|POS=ADJ|PronType=Dem, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Number=Plur|POS=AUX|Person=1|Tense=Past, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET, Case=Acc|Gender=Masc|Number=Sing|POS=ADV|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, POS=PRON|PronType=Ind, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|POS=VERB|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=X, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Rel, Gender=Masc|Number=Sing|POS=SCONJ, Gender=Masc|Number=Sing|POS=PRON, Gender=Fem|POS=DET|PronType=Dem, Gender=Masc|Number=Plur|POS=NUM, Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Definite=Def|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=AUX|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, POS=ADP|PronType=Dem, Definite=Def|Gender=Fem|POS=ADP|PronType=Art, POS=ADP|PronType=Art, Gender=Masc|Number=Sing|POS=ADP, Gender=Masc|Number=Sing|POS=ADP|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pqp|VerbForm=Fin, Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Tense=Imp|VerbForm=Fin, Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, POS=DET, Gender=Fem|Number=Plur|POS=DET|PronType=Emp, Definite=Def|Gender=Fem|Number=Sing|POS=PRON|PronType=Art, Case=Acc|Gender=Masc|Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Dat|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Number=Plur|POS=AUX|Person=1|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Degree=Cmp|POS=ADJ, Gender=Fem|Number=Plur|POS=ADP|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs, Definite=Def|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Number=Sing|POS=VERB|Person=3|VerbForm=Inf|Voice=Pass, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=VERB|Person=2|PronType=Prs|VerbForm=Inf, Mood=Sub|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Fem,Masc|Number=Sing|POS=PROPN, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=NUM, POS=PRON|PronType=Neg, Gender=Fem|Number=Sing|POS=SCONJ|PronType=Dem, POS=SYM, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pqp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=X, Case=Dat|Mood=Ind|Number=Plur|POS=VERB|Person=1|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Masc|NumType=Sets|Number=Sing|POS=NUM, Foreign=Yes|POS=NOUN, Case=Dat|Gender=Fem|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Acc|POS=AUX|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Number=Sing|POS=DET|PronType=Ind, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Plur|POS=PRON|PronType=Int, Definite=Def|Gender=Masc|Number=Plur|POS=SCONJ|PronType=Art, Gender=Masc|Number=Plur|POS=PRON|PronType=Prs, Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=ADP|PronType=Ind, Gender=Fem|Number=Sing|POS=PRON|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Prs|Tense=Past|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=SCONJ|PronType=Art, Number=Sing|POS=VERB, Number=Sing|POS=DET, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, NumType=Mult|POS=NUM, Gender=Fem|Number=Sing|POS=PRON|PronType=Neg, Mood=Ind|POS=VERB|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=2|PronType=Prs|Tense=Past|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|PronType=Prs, NumType=Card|Number=Plur|POS=NUM, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Acc|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=SCONJ|PronType=Rel, Case=Acc|Mood=Ind|Number=Plur|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Gender=Masc|Number=Sing|POS=ADV|Polarity=Neg, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Number=Sing|POS=VERB|Person=1|VerbForm=Inf, Definite=Def|Gender=Masc|POS=ADP|PronType=Art, Gender=Masc|POS=NOUN, Gender=Masc|NumType=Ord|Number=Sing|POS=NOUN, Definite=Def|Gender=Fem|Number=Plur|POS=SCONJ|PronType=Art, POS=ADJ, Gender=Fem|Number=Sing|POS=ADV|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Prs, Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Acc|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Number=Sing|POS=PRON|PronType=Tot, Number=Sing|POS=DET|PronType=Rel, Gender=Fem|Number=Plur|POS=VERB, Case=Dat|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Fem|Number=Sing|POS=VERB|PronType=Prs|VerbForm=Inf, Number=Sing|POS=DET|PronType=Tot, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, NumType=Range|POS=NUM, Case=Dat|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Sub|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Rel, Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Cnd|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Fin, Case=Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Mood=Sub|Number=Sing|POS=AUX|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Fut|VerbForm=Fin, Case=Dat|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger, Case=Acc|Gender=Masc|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Int, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Imp|VerbForm=Fin, Number=Sing|POS=VERB|Person=1|VerbForm=Inf|Voice=Pass, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=SCONJ|PronType=Dem, NumType=Frac|POS=NUM, Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Dat|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADP|PronType=Ind, Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADV|PronType=Rel, Mood=Cnd|POS=VERB|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Cnd|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Prs, Gender=Masc|Number=Sing|POS=ADP|PronType=Ind, Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf|Voice=Pass, POS=VERB|VerbForm=Part|Voice=Pass, Case=Dat|Mood=Cnd|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, Number=Sing|POS=X, POS=PROPN, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Case=Acc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, Gender=Masc|Number=Sing|POS=ADV|PronType=Int, Case=Dat|Mood=Ind|Number=Sing|POS=AUX|Person=1,3|PronType=Prs|Tense=Past|VerbForm=Fin, Case=Acc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Acc|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin|Voice=Pass, Case=Dat|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc,Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Int, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pqp|VerbForm=Fin, Case=Acc|Gender=Masc|POS=AUX|PronType=Prs|VerbForm=Ger, Case=Acc|Gender=Fem|POS=AUX|PronType=Prs|VerbForm=Ger, Case=Acc|Gender=Fem|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Dat|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf, Case=Acc|Gender=Masc|Mood=Sub|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Case=Acc|Mood=Ind|Number=Plur,Sing|POS=VERB|Person=1,3|PronType=Prs|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Prs, Gender=Fem|Number=Plur|POS=X, Definite=Def|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel, Definite=Ind|Gender=Fem|POS=DET|PronType=Art, Case=Acc|Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, Mood=Ind|Number=Sing|POS=VERB|Tense=Pqp|VerbForm=Fin, Case=Dat|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin, Number=Sing|POS=NUM, Number=Plur|POS=PROPN, Case=Dat|POS=PRON|PronType=Prs, Gender=Masc|Number=Sing|POS=VERB, Case=Acc|Mood=Ind|Number=Sing|POS=VERB|Person=3|PronType=Prs|Tense=Pres|VerbForm=Fin|Voice=Pass, (truncated: full list in pipeline meta) |
parser |
ROOT, acl, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound, conj, cop, csubj, dep, det, discourse, expl, fixed, flat, flat:foreign, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, parataxis, punct, xcomp |
ner |
LOC, MISC, ORG, PER |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC |
100.00 |
TOKEN_P |
99.88 |
TOKEN_R |
99.95 |
TOKEN_F |
99.92 |
POS_ACC |
96.24 |
MORPH_ACC |
94.71 |
MORPH_MICRO_P |
97.38 |
MORPH_MICRO_R |
96.78 |
MORPH_MICRO_F |
97.08 |
SENTS_P |
92.75 |
SENTS_R |
94.91 |
SENTS_F |
92.77 |
DEP_UAS |
88.91 |
DEP_LAS |
84.44 |
LEMMA_ACC |
96.76 |
TAG_ACC |
88.80 |
ENTS_P |
87.94 |
ENTS_R |
88.01 |
ENTS_F |
87.98 |
Indonesian Roberta Base Posp Tagger
MIT
This is a POS tagging model fine-tuned based on the Indonesian RoBERTa model, trained on the indonlu dataset for Indonesian text POS tagging tasks.
Sequence Labeling
Transformers Other
Transformers OtherI
w11wo
2.2M
7
Bert Base NER
MIT
BERT fine-tuned named entity recognition model capable of identifying four entity types: Location (LOC), Organization (ORG), Person (PER), and Miscellaneous (MISC)
Sequence Labeling English
B
dslim
1.8M
592
Deid Roberta I2b2
MIT
This model is a sequence labeling model fine-tuned on RoBERTa, designed to identify and remove Protected Health Information (PHI/PII) from medical records.
Sequence Labeling Transformers Supports Multiple Languages
Transformers Supports Multiple LanguagesD
obi
1.1M
33
Ner English Fast
Flair's built-in fast English 4-class named entity recognition model, based on Flair embeddings and LSTM-CRF architecture, achieving an F1 score of 92.92 on the CoNLL-03 dataset.
Sequence Labeling
PyTorch English
PyTorch EnglishN
flair
978.01k
24
French Camembert Postag Model
French POS tagging model based on Camembert-base, trained using the free-french-treebank dataset
Sequence Labeling Transformers French
Transformers FrenchF
gilf
950.03k
9
Xlm Roberta Large Ner Spanish
A Spanish named entity recognition model fine-tuned based on the XLM-Roberta-large architecture, with excellent performance on the CoNLL-2002 dataset.
Sequence Labeling Transformers Spanish
Transformers SpanishX
MMG
767.35k
29
Nusabert Ner V1.3
MIT
Named entity recognition model fine-tuned on Indonesian NER tasks based on NusaBert-v1.3
Sequence Labeling Transformers Other
Transformers OtherN
cahya
759.09k
3
Ner English Large
Flair framework's built-in large English NER model for 4 entity types, utilizing document-level XLM-R embeddings and FLERT technique, achieving an F1 score of 94.36 on the CoNLL-03 dataset.
Sequence Labeling PyTorch English
PyTorch EnglishN
flair
749.04k
44
Punctuate All
MIT
A multilingual punctuation prediction model fine-tuned based on xlm-roberta-base, supporting automatic punctuation completion for 12 European languages
Sequence Labeling Transformers
TransformersP
kredor
728.70k
20
Xlm Roberta Ner Japanese
MIT
Japanese named entity recognition model fine-tuned based on xlm-roberta-base
Sequence Labeling Transformers Supports Multiple Languages
Transformers Supports Multiple LanguagesX
tsmatz
630.71k
25
Featured Recommended AI Models