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
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.23919/CISTI54924.2022.9820606
http://hdl.handle.net/11449/242073
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 SystemsArtificial intelligenceIntelligent tutoring systemsquestion generationTransformersOver 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.Computer Science and Statistics Dept São Paulo State University – UNESP, SPComputing Dept São Paulo State University – UNESP, SPHumber Institute of Technology and Advanced LearningComputer Science and Statistics Dept São Paulo State University – UNESP, SPComputing Dept São Paulo State University – UNESP, SPUniversidade Estadual Paulista (UNESP)Humber Institute of Technology and Advanced LearningSanti, Matheus [UNESP]Manacero, Aleardo [UNESP]Peronaglio, Fernanda F. [UNESP]Lobato, Renata S. [UNESP]Spolon, Roberta [UNESP]Cavenaghi, Marcos Antonio2023-03-02T08:37:14Z2023-03-02T08:37:14Z2022-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjecthttp://dx.doi.org/10.23919/CISTI54924.2022.9820606Iberian Conference on Information Systems and Technologies, CISTI, v. 2022-June.2166-07352166-0727http://hdl.handle.net/11449/24207310.23919/CISTI54924.2022.98206062-s2.0-85134830833Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengIberian Conference on Information Systems and Technologies, CISTIinfo:eu-repo/semantics/openAccess2024-04-23T16:11:19Zoai:repositorio.unesp.br:11449/242073Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T16:58:00.956627Repositório 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]
Artificial intelligence
Intelligent tutoring systems
question generation
Transformers
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
author_role author
author2 Manacero, Aleardo [UNESP]
Peronaglio, Fernanda F. [UNESP]
Lobato, Renata S. [UNESP]
Spolon, Roberta [UNESP]
Cavenaghi, Marcos Antonio
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (UNESP)
Humber Institute of Technology and Advanced 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
dc.subject.por.fl_str_mv Artificial intelligence
Intelligent tutoring systems
question generation
Transformers
topic Artificial intelligence
Intelligent tutoring systems
question generation
Transformers
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
2023-03-02T08:37:14Z
2023-03-02T08:37:14Z
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 http://dx.doi.org/10.23919/CISTI54924.2022.9820606
Iberian Conference on Information Systems and Technologies, CISTI, v. 2022-June.
2166-0735
2166-0727
http://hdl.handle.net/11449/242073
10.23919/CISTI54924.2022.9820606
2-s2.0-85134830833
url http://dx.doi.org/10.23919/CISTI54924.2022.9820606
http://hdl.handle.net/11449/242073
identifier_str_mv Iberian Conference on Information Systems and Technologies, CISTI, v. 2022-June.
2166-0735
2166-0727
10.23919/CISTI54924.2022.9820606
2-s2.0-85134830833
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 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.source.none.fl_str_mv Scopus
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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