PetroBERT: A Domain Adaptation Language Model for Oil and Gas Applications in Portuguese

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MetadadosDescriçãoIdioma
Autor(es): dc.contributorUniversidade Estadual Paulista (UNESP)-
Autor(es): dc.contributorPetróleo Brasileiro S.A. - Petrobras-
Autor(es): dc.contributorCentro de Pesquisas da Petróleo Brasileiro S.A. - CENPES/Petrobras-
Autor(es): dc.creatorRodrigues, Rafael B. M.-
Autor(es): dc.creatorPrivatto, Pedro I. M.-
Autor(es): dc.creatorde Sousa, Gustavo José-
Autor(es): dc.creatorMurari, Rafael P.-
Autor(es): dc.creatorAfonso, Luis C. S.-
Autor(es): dc.creatorPapa, João P.-
Autor(es): dc.creatorPedronette, Daniel C. G.-
Autor(es): dc.creatorGuilherme, Ivan R.-
Autor(es): dc.creatorPerrout, Stephan R.-
Autor(es): dc.creatorRiente, Aliel F.-
Data de aceite: dc.date.accessioned2025-08-21T15:16:14Z-
Data de disponibilização: dc.date.available2025-08-21T15:16:14Z-
Data de envio: dc.date.issued2022-05-01-
Data de envio: dc.date.issued2022-05-01-
Data de envio: dc.date.issued2021-12-31-
Fonte completa do material: dc.identifierhttp://dx.doi.org/10.1007/978-3-030-98305-5_10-
Fonte completa do material: dc.identifierhttp://hdl.handle.net/11449/234320-
Fonte: dc.identifier.urihttp://educapes.capes.gov.br/handle/11449/234320-
Descrição: dc.descriptionThis work proposes the PetroBERT, which is a BERT-based model adapted to the oil and gas exploration domain in Portuguese. PetroBERT was pre-trained using the Petrolês corpus and a private daily drilling report corpus over BERT multilingual and BERTimbau. The proposed model was evaluated in the NER and sentence classification tasks and achieved interesting results, which shows its potential for such a domain. To the best of our knowledge, this is the first BERT-based model to the oil and gas context.-
Descrição: dc.descriptionUNESP - São Paulo State University School of Technology and Sciences-
Descrição: dc.descriptionUNESP - São Paulo State University Institute of Geosciences and Exact Sciences-
Descrição: dc.descriptionUNESP - São Paulo State University School of Sciences-
Descrição: dc.descriptionPetróleo Brasileiro S.A. - Petrobras-
Descrição: dc.descriptionCentro de Pesquisas da Petróleo Brasileiro S.A. - CENPES/Petrobras-
Descrição: dc.descriptionUNESP - São Paulo State University School of Technology and Sciences-
Descrição: dc.descriptionUNESP - São Paulo State University Institute of Geosciences and Exact Sciences-
Descrição: dc.descriptionUNESP - São Paulo State University School of Sciences-
Formato: dc.format101-109-
Idioma: dc.languageen-
Relação: dc.relationLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)-
???dc.source???: dc.sourceScopus-
Palavras-chave: dc.subjectBERT-
Palavras-chave: dc.subjectDomain adaption-
Palavras-chave: dc.subjectOil and gas-
Título: dc.titlePetroBERT: A Domain Adaptation Language Model for Oil and Gas Applications in Portuguese-
Tipo de arquivo: dc.typeaula digital-
Aparece nas coleções:Repositório Institucional - Unesp

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