Automatic question generation about introductory programming code
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Tipo de documento: | Dissertação |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10071/23611 |
Resumo: | Many students who learn to program end up writing code they do not understand. Most of the available code evaluation systems evaluate the submitted solution functionally and not the knowledge of the person who submitted it. This dissertation proposes a system that generates questions about the code submitted by the student, analyses their answers and returns the correct answers. In this way, students reflect about the code they have written and the teachers of the programming courses can better pinpoint their difficulties. We carried out an experiment with undergraduate and master's students in Computer Science degrees in order to understand their difficulties and test the prototype's robustness. We concluded that most students, although understanding simple details of the code they write, do not understand the behaviour of the program entirely, especially with respect to program state. Improvements to the prototype and how to conduct future experiments are also suggested. |
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Automatic question generation about introductory programming codeIntroductory programmingPedagogical toolIntelligent tutoring systemsIntrodução à programaçãoFerramenta pedagógicaSistemas de tutoria inteligentesMany students who learn to program end up writing code they do not understand. Most of the available code evaluation systems evaluate the submitted solution functionally and not the knowledge of the person who submitted it. This dissertation proposes a system that generates questions about the code submitted by the student, analyses their answers and returns the correct answers. In this way, students reflect about the code they have written and the teachers of the programming courses can better pinpoint their difficulties. We carried out an experiment with undergraduate and master's students in Computer Science degrees in order to understand their difficulties and test the prototype's robustness. We concluded that most students, although understanding simple details of the code they write, do not understand the behaviour of the program entirely, especially with respect to program state. Improvements to the prototype and how to conduct future experiments are also suggested.Muitos alunos que aprendem a programar acabam por escrever código que não entendem. A maior parte dos sistemas de avaliação de código disponíveis avaliam a solução submetida funcionalmente e não o conhecimento da pessoa que o submeteu. Esta dissertação propõe um sistema que gera questões sobre o código submetido pelo aluno, analisa as suas respostas e devolve as respostas corretas. Desta forma, os alunos refletem sobre o código que escreveram e os professores das unidades curriculares de programação conseguem identificar melhor as suas dificuldades. Conduzimos uma experiência com alunos de licenciatura e mestrado em Engenharia Informática e cursos relacionados de forma a perceber quais as suas dificuldades e testar a robustez do protótipo. Concluímos que a maior parte dos alunos, embora entendam detalhes simples do código que escrevem, não entendem o comportamento do programa na sua totalidade e o estado que este possui num determinado momento. São também sugeridas melhorias ao protótipo e à condução de futuras experiências.2021-11-30T18:57:49Z2021-10-21T00:00:00Z2021-10-21info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/10071/23611TID:202782727engSoares, Tiago Filipe Martinhoinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-09T17:40:17Zoai:repositorio.iscte-iul.pt:10071/23611Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:18:38.544040Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Automatic question generation about introductory programming code |
title |
Automatic question generation about introductory programming code |
spellingShingle |
Automatic question generation about introductory programming code Soares, Tiago Filipe Martinho Introductory programming Pedagogical tool Intelligent tutoring systems Introdução à programação Ferramenta pedagógica Sistemas de tutoria inteligentes |
title_short |
Automatic question generation about introductory programming code |
title_full |
Automatic question generation about introductory programming code |
title_fullStr |
Automatic question generation about introductory programming code |
title_full_unstemmed |
Automatic question generation about introductory programming code |
title_sort |
Automatic question generation about introductory programming code |
author |
Soares, Tiago Filipe Martinho |
author_facet |
Soares, Tiago Filipe Martinho |
author_role |
author |
dc.contributor.author.fl_str_mv |
Soares, Tiago Filipe Martinho |
dc.subject.por.fl_str_mv |
Introductory programming Pedagogical tool Intelligent tutoring systems Introdução à programação Ferramenta pedagógica Sistemas de tutoria inteligentes |
topic |
Introductory programming Pedagogical tool Intelligent tutoring systems Introdução à programação Ferramenta pedagógica Sistemas de tutoria inteligentes |
description |
Many students who learn to program end up writing code they do not understand. Most of the available code evaluation systems evaluate the submitted solution functionally and not the knowledge of the person who submitted it. This dissertation proposes a system that generates questions about the code submitted by the student, analyses their answers and returns the correct answers. In this way, students reflect about the code they have written and the teachers of the programming courses can better pinpoint their difficulties. We carried out an experiment with undergraduate and master's students in Computer Science degrees in order to understand their difficulties and test the prototype's robustness. We concluded that most students, although understanding simple details of the code they write, do not understand the behaviour of the program entirely, especially with respect to program state. Improvements to the prototype and how to conduct future experiments are also suggested. |
publishDate |
2021 |
dc.date.none.fl_str_mv |
2021-11-30T18:57:49Z 2021-10-21T00:00:00Z 2021-10-21 |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10071/23611 TID:202782727 |
url |
http://hdl.handle.net/10071/23611 |
identifier_str_mv |
TID:202782727 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
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RCAAP |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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