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模型:

PlanTL-GOB-ES/es_anonimization_core_lg

任务:

标记分类

类库:

spaCy

语言:

es ca

其他:

Eval Results

许可:

mit
模型介绍 文件清单
中文

This is a Spacy multilingual (Catalan & Spanish) anonimization model, for use with BSC's AnonymizationPipeline at:

https://github.com/TeMU-BSC/AnonymizationPipeline .

pip install https://huggingface.co/PlanTL-GOB-ES/es_anonimization_core_lg/resolve/main/es_anonimization_core_lg-any-py3-none-any.whl

The anonymization pipeline is a library for performing sensitive data identification and ultimately anonymization of the detected data in Spanish and Catalan user generated plain text.

This is not a standalone model and is meant to work within the pipeline.

The model can detect the following entities: EMAIL , FINANCIAL , ID , LOC , MISC , ORG , PER , TELEPHONE , VEHICLE , ZIP

Feature Description
Name ca_anonimization_core_lg
Version 1.0.0
spaCy >=3.2.3,<4.0.0
Default Pipeline tok2vec , morphologizer , parser , attribute_ruler , lemmatizer , ner
Components tok2vec , morphologizer , parser , attribute_ruler , lemmatizer , ner
Vectors 500000 keys, 500000 unique vectors (300 dimensions)
Sources n/a
License MIT
Author Joaquin Silveira

Label Scheme

View label scheme (322 labels for 3 components)
Component Labels
morphologizer Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art , POS=PROPN , POS=PUNCT|PunctSide=Ini|PunctType=Brck , POS=PUNCT|PunctSide=Fin|PunctType=Brck , Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin , Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part , Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art , Gender=Fem|Number=Sing|POS=NOUN , POS=ADP , NumType=Card|Number=Plur|POS=NUM , Gender=Masc|Number=Plur|POS=NOUN , Number=Sing|POS=ADJ , POS=CCONJ , Gender=Fem|Number=Sing|POS=DET|PronType=Ind , NumForm=Digit|NumType=Card|POS=NUM , NumForm=Digit|POS=NOUN , Gender=Masc|Number=Plur|POS=ADJ , POS=PUNCT|PunctType=Comm , POS=AUX|VerbForm=Inf , Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes , Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art , POS=PRON|PronType=Rel , Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin , Gender=Fem|Number=Sing|POS=DET|PronType=Art , Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs , Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art , Gender=Fem|Number=Plur|POS=NOUN , Gender=Fem|Number=Plur|POS=ADJ , POS=VERB|VerbForm=Inf , Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs , Number=Plur|POS=ADJ , POS=PUNCT|PunctType=Peri , Number=Sing|POS=PRON|PronType=Rel , Gender=Masc|Number=Sing|POS=NOUN , Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin , Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part , POS=SCONJ , Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin , Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Definite=Def|Number=Sing|POS=DET|PronType=Art , Gender=Masc|Number=Sing|POS=DET|PronType=Ind , Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part , Gender=Masc|Number=Sing|POS=DET|PronType=Dem , POS=VERB|VerbForm=Ger , POS=NOUN , Gender=Fem|NumType=Card|Number=Sing|POS=NUM , Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part , Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ , POS=SYM , Gender=Masc|Number=Sing|POS=ADJ , Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part , Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin , Gender=Fem|Number=Sing|POS=DET|PronType=Dem , POS=ADV|Polarity=Neg , POS=ADV , Number=Sing|POS=PRON|PronType=Dem , Number=Sing|POS=NOUN , Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin , Number=Plur|POS=NOUN , Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin , Gender=Fem|Number=Sing|POS=ADJ , Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin , Gender=Masc|Number=Sing|POS=PRON|PronType=Tot , Case=Loc|POS=PRON|Person=3|PronType=Prs , Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ , Degree=Cmp|POS=ADV , Gender=Fem|Number=Plur|POS=DET|PronType=Art , Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs , Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin , Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ , Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin , NumType=Card|POS=NUM , Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin , Number=Sing|POS=PRON|PronType=Ind , Gender=Masc|Number=Sing|POS=DET|PronType=Art , Number=Plur|POS=DET|PronType=Ind , Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin , Gender=Masc|Number=Plur|POS=DET|PronType=Dem , Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin , Gender=Masc|NumType=Card|Number=Sing|POS=NUM , Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin , Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs , Number=Sing|POS=DET|PronType=Ind , POS=PUNCT , Number=Sing|POS=DET|PronType=Rel , Case=Gen|POS=PRON|Person=3|PronType=Prs , Gender=Fem|NumType=Card|Number=Plur|POS=NUM , Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin , POS=DET|PronType=Ind , POS=AUX , Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs , Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs , Degree=Cmp|Number=Sing|POS=ADJ , Number=Sing|POS=VERB , Gender=Masc|Number=Plur|POS=PRON|PronType=Ind , Gender=Fem|Number=Plur|POS=DET|PronType=Dem , Gender=Masc|Number=Plur|POS=DET|PronType=Art , Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs , Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs , Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part , Gender=Masc|Number=Sing|POS=PRON|PronType=Ind , Gender=Fem|Number=Plur|POS=PRON|PronType=Ind , Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin , Number=Plur|POS=PRON|PronType=Rel , Gender=Masc|Number=Plur|POS=DET|PronType=Int , Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin , AdvType=Tim|POS=NOUN , Gender=Masc|Number=Plur|POS=DET|PronType=Ind , Gender=Fem|Number=Plur|POS=DET|PronType=Ind , Gender=Masc|Number=Sing|POS=DET|PronType=Int , Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin , Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin , Number=Sing|POS=DET|PronType=Art , Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs , Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs , Gender=Masc|Number=Sing|POS=PRON|PronType=Int , POS=PUNCT|PunctType=Semi , Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin , Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs , Gender=Masc|NumType=Card|Number=Plur|POS=NUM , Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin , Gender=Fem|Number=Sing|POS=PRON|PronType=Ind , Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin , NumForm=Digit|POS=SYM , Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part , Gender=Fem|Number=Sing|POS=PRON|PronType=Int , Gender=Fem|Number=Sing|POS=DET|PronType=Int , POS=PRON|PronType=Int , Gender=Fem|Number=Plur|POS=DET|PronType=Int , Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin , Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin , POS=PART , Gender=Fem|Number=Sing|POS=PRON|PronType=Dem , Gender=Masc|Number=Sing|POS=DET|PronType=Tot , Gender=Masc|Number=Plur|POS=PRON|PronType=Dem , POS=ADJ , Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs , Degree=Cmp|Number=Plur|POS=ADJ , POS=PUNCT|PunctType=Dash , Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin , Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs , Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin , Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part , Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs , Gender=Masc|POS=NOUN , Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin , Gender=Fem|Number=Plur|POS=PRON|PronType=Int , Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ , Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin , POS=PUNCT|PunctType=Colo , Gender=Masc|NumType=Card|POS=NUM , Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs , Number=Sing|POS=PRON|PronType=Int , POS=PUNCT|PunctType=Quot , Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin , Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs , Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin , POS=AUX|VerbForm=Ger , Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs , Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin , Number=Plur|POS=PRON|PronType=Ind , Gender=Masc|Number=Sing|POS=PRON|PronType=Dem , Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs , Gender=Masc|Number=Plur|POS=PRON|PronType=Int , Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin , NumForm=Digit|NumType=Frac|POS=NUM , POS=VERB , Gender=Fem|Number=Plur|POS=PRON|PronType=Dem , Gender=Fem|POS=NOUN , Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs , Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin , Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin , Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin , Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin , Number=Plur|POS=PRON|Person=1|PronType=Prs , Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin , Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs , POS=X , Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin , Number=Sing|POS=DET|PronType=Dem , POS=DET , Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin , Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin , POS=DET|PronType=Art , Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs , NumType=Ord|Number=Sing|POS=ADJ , Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part , Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs , Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part , Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part , Number=Plur|POS=PRON|PronType=Dem , Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin , POS=PRON|PronType=Ind , Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin , Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin , Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs , Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs , Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin , Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin , POS=PUNCT|PunctSide=Fin|PunctType=Qest , NumForm=Digit|NumType=Ord|POS=ADJ , Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes , NumForm=Digit|NumType=Frac|POS=SYM , Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin , Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin , POS=PUNCT|PunctSide=Ini|PunctType=Qest , NumType=Card|Number=Sing|POS=NUM , Foreign=Yes|POS=PRON|PronType=Int , Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin , Foreign=Yes|POS=ADP , Gender=Masc|Number=Sing|POS=PROPN , POS=PUNCT|PunctSide=Ini|PunctType=Excl , POS=PUNCT|PunctSide=Fin|PunctType=Excl , Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin , Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs , Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin , POS=PUNCT|PunctSide=Ini|PunctType=Comm , POS=PUNCT|PunctSide=Fin|PunctType=Comm , Number=Plur|POS=PRON|Person=2|PronType=Prs , Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin , Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs , Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin , Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin , Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin , Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art , Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs , Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs , Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin , POS=VERB|Tense=Past|VerbForm=Part , Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin , Case=Nom|POS=PRON|Person=3|PronType=Prs , Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin , Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Gender=Masc|Number=Sing|POS=PRON|PronType=Rel , Definite=Ind|Number=Sing|POS=DET|PronType=Art , Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs , Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs , POS=AUX|Tense=Past|VerbForm=Part , Gender=Fem|NumType=Card|POS=NUM , Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin , Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin , Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin , Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin , AdvType=Tim|Degree=Cmp|POS=ADV , Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs , POS=DET|PronType=Rel , Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art , Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin , POS=INTJ , Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin , POS=VERB|VerbForm=Fin , Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin , Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art , Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin , Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs , Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin , Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes , Foreign=Yes|POS=NOUN , Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin , Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs , Foreign=Yes|POS=SCONJ , Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art , Gender=Masc|POS=SYM , Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs , Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs , Gender=Fem|Number=Sing|POS=PROPN , Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin , Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art , Foreign=Yes|POS=VERB , Foreign=Yes|POS=ADJ , Foreign=Yes|POS=DET , Foreign=Yes|POS=ADV , POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck , Degree=Cmp|POS=ADJ , AdvType=Tim|POS=SYM , Number=Plur|POS=DET|PronType=Dem , Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin
parser ROOT , acl , advcl , advmod , amod , appos , aux , case , cc , ccomp , compound , conj , cop , csubj , dep , det , expl:pass , fixed , flat , iobj , mark , nmod , nsubj , nummod , obj , obl , parataxis , punct , xcomp
ner EMAIL , FINANCIAL , ID , LOC , MISC , ORG , PER , TELEPHONE , VEHICLE , ZIP

Accuracy

Type Score
ENTS_F 69.12
ENTS_P 74.60
ENTS_R 64.38
NER_LOSS 26573.78

作者:

Plan de Tecnologías del Lenguaje - Gobierno de España

数据集大小:

1.16 GB

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