Training Transformers for Question Generation Task in Intelligent Tutoring Systems

Detalhes bibliográficos
Autor(a) principal: Santi, Matheus [UNESP]
Data de Publicação: 2022
Outros Autores: Manacero, Aleardo [UNESP], Peronaglio, Fernanda F. [UNESP], Lobato, Renata S. [UNESP], Spolon, Roberta [UNESP], Cavenaghi, Marcos Antonio, Rocha, A., Bordel, B., Penalvo, F. G., Goncalves, R.
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://hdl.handle.net/11449/245457
Resumo: Over the last few years, natural language processing (NLP) technologies have largely evolved, allowing their application in new scenarios with much more significant results. With the introduction of NLP into intelligent tutoring systems, several automation techniques could be used to improve the teaching process, among them, question generation, which allows the automated creation of interpretative questions from textual sources. This work explores the application of Transformers neural networks in the Question Generation task, developing several models and comparing their initial results.
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spelling Training Transformers for Question Generation Task in Intelligent Tutoring Systemsquestion generationtransformersartificial intelligenceintelligent tutoring systemsOver the last few years, natural language processing (NLP) technologies have largely evolved, allowing their application in new scenarios with much more significant results. With the introduction of NLP into intelligent tutoring systems, several automation techniques could be used to improve the teaching process, among them, question generation, which allows the automated creation of interpretative questions from textual sources. This work explores the application of Transformers neural networks in the Question Generation task, developing several models and comparing their initial results.Sao Paulo State Univ UNESP, Comp Sci & Stat Dept, Sao Jose Do Rio Preto, SP, BrazilSao Paulo State Univ UNESP, Comp Dept, Bauru, SP, BrazilHumber Inst Technol & Adv Learning, Toronto, ON, CanadaSao Paulo State Univ UNESP, Comp Sci & Stat Dept, Sao Jose Do Rio Preto, SP, BrazilSao Paulo State Univ UNESP, Comp Dept, Bauru, SP, BrazilIeeeUniversidade Estadual Paulista (UNESP)Humber Inst Technol & Adv LearningSanti, Matheus [UNESP]Manacero, Aleardo [UNESP]Peronaglio, Fernanda F. [UNESP]Lobato, Renata S. [UNESP]Spolon, Roberta [UNESP]Cavenaghi, Marcos AntonioRocha, A.Bordel, B.Penalvo, F. G.Goncalves, R.2023-07-29T11:55:36Z2023-07-29T11:55:36Z2022-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObject62022 17th Iberian Conference on Information Systems and Technologies (cisti). New York: IEEE, 6 p., 2022.2166-0727http://hdl.handle.net/11449/245457WOS:000848616300361Web of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPeng2022 17th Iberian Conference On Information Systems And Technologies (cisti)info:eu-repo/semantics/openAccess2023-07-29T11:55:36Zoai:repositorio.unesp.br:11449/245457Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T20:15:24.088128Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Training Transformers for Question Generation Task in Intelligent Tutoring Systems
title Training Transformers for Question Generation Task in Intelligent Tutoring Systems
spellingShingle Training Transformers for Question Generation Task in Intelligent Tutoring Systems
Santi, Matheus [UNESP]
question generation
transformers
artificial intelligence
intelligent tutoring systems
title_short Training Transformers for Question Generation Task in Intelligent Tutoring Systems
title_full Training Transformers for Question Generation Task in Intelligent Tutoring Systems
title_fullStr Training Transformers for Question Generation Task in Intelligent Tutoring Systems
title_full_unstemmed Training Transformers for Question Generation Task in Intelligent Tutoring Systems
title_sort Training Transformers for Question Generation Task in Intelligent Tutoring Systems
author Santi, Matheus [UNESP]
author_facet Santi, Matheus [UNESP]
Manacero, Aleardo [UNESP]
Peronaglio, Fernanda F. [UNESP]
Lobato, Renata S. [UNESP]
Spolon, Roberta [UNESP]
Cavenaghi, Marcos Antonio
Rocha, A.
Bordel, B.
Penalvo, F. G.
Goncalves, R.
author_role author
author2 Manacero, Aleardo [UNESP]
Peronaglio, Fernanda F. [UNESP]
Lobato, Renata S. [UNESP]
Spolon, Roberta [UNESP]
Cavenaghi, Marcos Antonio
Rocha, A.
Bordel, B.
Penalvo, F. G.
Goncalves, R.
author2_role author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (UNESP)
Humber Inst Technol & Adv Learning
dc.contributor.author.fl_str_mv Santi, Matheus [UNESP]
Manacero, Aleardo [UNESP]
Peronaglio, Fernanda F. [UNESP]
Lobato, Renata S. [UNESP]
Spolon, Roberta [UNESP]
Cavenaghi, Marcos Antonio
Rocha, A.
Bordel, B.
Penalvo, F. G.
Goncalves, R.
dc.subject.por.fl_str_mv question generation
transformers
artificial intelligence
intelligent tutoring systems
topic question generation
transformers
artificial intelligence
intelligent tutoring systems
description Over the last few years, natural language processing (NLP) technologies have largely evolved, allowing their application in new scenarios with much more significant results. With the introduction of NLP into intelligent tutoring systems, several automation techniques could be used to improve the teaching process, among them, question generation, which allows the automated creation of interpretative questions from textual sources. This work explores the application of Transformers neural networks in the Question Generation task, developing several models and comparing their initial results.
publishDate 2022
dc.date.none.fl_str_mv 2022-01-01
2023-07-29T11:55:36Z
2023-07-29T11:55:36Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv 2022 17th Iberian Conference on Information Systems and Technologies (cisti). New York: IEEE, 6 p., 2022.
2166-0727
http://hdl.handle.net/11449/245457
WOS:000848616300361
identifier_str_mv 2022 17th Iberian Conference on Information Systems and Technologies (cisti). New York: IEEE, 6 p., 2022.
2166-0727
WOS:000848616300361
url http://hdl.handle.net/11449/245457
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 2022 17th Iberian Conference On Information Systems And Technologies (cisti)
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 6
dc.publisher.none.fl_str_mv Ieee
publisher.none.fl_str_mv Ieee
dc.source.none.fl_str_mv Web of Science
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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