Quick review of pedagogical experiences using GPT-3 in education
GPT-3 is a neuronal language model that performs tasks such as classification, question-answering and text summarization. Although chatbots like BlenderBot-3 work well in a conversational sense, and GPT-3 can assist experts in evaluating questions, they are quantifiably worse than real teachers in s...
| Autores: | , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2024 |
| País: | España |
| Institución: | Universitat Politècnica de Catalunya (UPC) |
| Repositorio: | UPCommons. Portal del coneixement obert de la UPC |
| Idioma: | inglés |
| OAI Identifier: | oai:upcommons.upc.edu:2117/410080 |
| Acceso en línea: | https://hdl.handle.net/2117/410080 https://dx.doi.org/10.3926/jotse.2111 |
| Access Level: | acceso abierto |
| Palabra clave: | Artificial intelligence -- Educational application IA GPT-3 ChatGPT Artificial intelligence Intel·ligència artificial -- Aplicacions a l'educació Àrees temàtiques de la UPC::Ensenyament i aprenentatge::TIC's aplicades a l'educació |
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Quick review of pedagogical experiences using GPT-3 in educationPrieto Andreu, Joel ManuelLabisa Palmeira, AntonioArtificial intelligence -- Educational applicationIAGPT-3ChatGPTArtificial intelligenceIntel·ligència artificial -- Aplicacions a l'educacióÀrees temàtiques de la UPC::Ensenyament i aprenentatge::TIC's aplicades a l'educacióGPT-3 is a neuronal language model that performs tasks such as classification, question-answering and text summarization. Although chatbots like BlenderBot-3 work well in a conversational sense, and GPT-3 can assist experts in evaluating questions, they are quantifiably worse than real teachers in several pedagogical dimensions. We present the first systematic literature review that analyzes the main contributions and uses of GPT-3 in the field of education. The protocols suggested in the PRISMA 2020 statement were followed for the drafting of the review. According to the results, 34 significant productions were identified through a systematic search in ISI Web of Science, SCOPUS and Google Scholar. GPT-3 has been considered in the academic, ethical and medical fields, in humanities and in computer science, in the formulation of questions and answers, and through cooperative educational dialogs. GPT-3 has been proven to have valuable applications in education, such as the automation of routine tasks, in making quick diagnoses of the students’ weaknesses and in the automatic generation of questions, but it still faces challenges and limitations that require additional investigation. We discuss the educational possibilities and the limitations to the use of GPT-3Peer ReviewedOmniaScience20242024-03-0120242024-06-17journal articlehttp://purl.org/coar/resource_type/c_6501NAhttp://purl.org/coar/version/c_be7fb7dd8ff6fe43info:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/410080https://dx.doi.org/10.3926/jotse.2111reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial 4.0 Internationalhttps://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/4100802026-05-27T15:37:01Z |
| dc.title.none.fl_str_mv |
Quick review of pedagogical experiences using GPT-3 in education |
| title |
Quick review of pedagogical experiences using GPT-3 in education |
| spellingShingle |
Quick review of pedagogical experiences using GPT-3 in education Prieto Andreu, Joel Manuel Artificial intelligence -- Educational application IA GPT-3 ChatGPT Artificial intelligence Intel·ligència artificial -- Aplicacions a l'educació Àrees temàtiques de la UPC::Ensenyament i aprenentatge::TIC's aplicades a l'educació |
| title_short |
Quick review of pedagogical experiences using GPT-3 in education |
| title_full |
Quick review of pedagogical experiences using GPT-3 in education |
| title_fullStr |
Quick review of pedagogical experiences using GPT-3 in education |
| title_full_unstemmed |
Quick review of pedagogical experiences using GPT-3 in education |
| title_sort |
Quick review of pedagogical experiences using GPT-3 in education |
| dc.creator.none.fl_str_mv |
Prieto Andreu, Joel Manuel Labisa Palmeira, Antonio |
| author |
Prieto Andreu, Joel Manuel |
| author_facet |
Prieto Andreu, Joel Manuel Labisa Palmeira, Antonio |
| author_role |
author |
| author2 |
Labisa Palmeira, Antonio |
| author2_role |
author |
| dc.subject.none.fl_str_mv |
Artificial intelligence -- Educational application IA GPT-3 ChatGPT Artificial intelligence Intel·ligència artificial -- Aplicacions a l'educació Àrees temàtiques de la UPC::Ensenyament i aprenentatge::TIC's aplicades a l'educació |
| topic |
Artificial intelligence -- Educational application IA GPT-3 ChatGPT Artificial intelligence Intel·ligència artificial -- Aplicacions a l'educació Àrees temàtiques de la UPC::Ensenyament i aprenentatge::TIC's aplicades a l'educació |
| description |
GPT-3 is a neuronal language model that performs tasks such as classification, question-answering and text summarization. Although chatbots like BlenderBot-3 work well in a conversational sense, and GPT-3 can assist experts in evaluating questions, they are quantifiably worse than real teachers in several pedagogical dimensions. We present the first systematic literature review that analyzes the main contributions and uses of GPT-3 in the field of education. The protocols suggested in the PRISMA 2020 statement were followed for the drafting of the review. According to the results, 34 significant productions were identified through a systematic search in ISI Web of Science, SCOPUS and Google Scholar. GPT-3 has been considered in the academic, ethical and medical fields, in humanities and in computer science, in the formulation of questions and answers, and through cooperative educational dialogs. GPT-3 has been proven to have valuable applications in education, such as the automation of routine tasks, in making quick diagnoses of the students’ weaknesses and in the automatic generation of questions, but it still faces challenges and limitations that require additional investigation. We discuss the educational possibilities and the limitations to the use of GPT-3 |
| publishDate |
2024 |
| dc.date.none.fl_str_mv |
2024 2024-03-01 2024 2024-06-17 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 NA http://purl.org/coar/version/c_be7fb7dd8ff6fe43 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://hdl.handle.net/2117/410080 https://dx.doi.org/10.3926/jotse.2111 |
| url |
https://hdl.handle.net/2117/410080 https://dx.doi.org/10.3926/jotse.2111 |
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Inglés eng |
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Inglés |
| language |
eng |
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open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial 4.0 International https://creativecommons.org/licenses/by-nc/4.0/ |
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info:eu-repo/semantics/openAccess |
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open access http://purl.org/coar/access_right/c_abf2 Attribution-NonCommercial 4.0 International https://creativecommons.org/licenses/by-nc/4.0/ |
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openAccess |
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application/pdf |
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OmniaScience |
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OmniaScience |
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reponame:UPCommons. Portal del coneixement obert de la UPC instname:Universitat Politècnica de Catalunya (UPC) |
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Universitat Politècnica de Catalunya (UPC) |
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UPCommons. Portal del coneixement obert de la UPC |
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