Large language models for qualitative research in software engineering: exploring opportunities and challenges

The recent surge in the integration of Large Language Models (LLMs) like ChatGPT into qualitative research in software engineering, much like in other professional domains, demands a closer inspection. This vision paper seeks to explore the opportunities of using LLMs in qualitative research to addr...

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Main Authors: BANO, Muneera, HODA, Rashina, ZOWGHI, Didar, TREUDE, Christoph
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/8761
https://ink.library.smu.edu.sg/context/sis_research/article/9764/viewcontent/hoda.pdf
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Institution: Singapore Management University
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spelling sg-smu-ink.sis_research-97642024-05-23T05:41:45Z Large language models for qualitative research in software engineering: exploring opportunities and challenges BANO, Muneera HODA, Rashina ZOWGHI, Didar TREUDE, Christoph The recent surge in the integration of Large Language Models (LLMs) like ChatGPT into qualitative research in software engineering, much like in other professional domains, demands a closer inspection. This vision paper seeks to explore the opportunities of using LLMs in qualitative research to address many of its legacy challenges as well as potential new concerns and pitfalls arising from the use of LLMs. We share our vision for the evolving role of the qualitative researcher in the age of LLMs and contemplate how they may utilize LLMs at various stages of their research experience. 2024-05-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/8761 info:doi/10.1007/s10515-023-00407-8 https://ink.library.smu.edu.sg/context/sis_research/article/9764/viewcontent/hoda.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Large language models LLMs Qualitative research Software engineering Programming Languages and Compilers Software Engineering
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Large language models
LLMs
Qualitative research
Software engineering
Programming Languages and Compilers
Software Engineering
spellingShingle Large language models
LLMs
Qualitative research
Software engineering
Programming Languages and Compilers
Software Engineering
BANO, Muneera
HODA, Rashina
ZOWGHI, Didar
TREUDE, Christoph
Large language models for qualitative research in software engineering: exploring opportunities and challenges
description The recent surge in the integration of Large Language Models (LLMs) like ChatGPT into qualitative research in software engineering, much like in other professional domains, demands a closer inspection. This vision paper seeks to explore the opportunities of using LLMs in qualitative research to address many of its legacy challenges as well as potential new concerns and pitfalls arising from the use of LLMs. We share our vision for the evolving role of the qualitative researcher in the age of LLMs and contemplate how they may utilize LLMs at various stages of their research experience.
format text
author BANO, Muneera
HODA, Rashina
ZOWGHI, Didar
TREUDE, Christoph
author_facet BANO, Muneera
HODA, Rashina
ZOWGHI, Didar
TREUDE, Christoph
author_sort BANO, Muneera
title Large language models for qualitative research in software engineering: exploring opportunities and challenges
title_short Large language models for qualitative research in software engineering: exploring opportunities and challenges
title_full Large language models for qualitative research in software engineering: exploring opportunities and challenges
title_fullStr Large language models for qualitative research in software engineering: exploring opportunities and challenges
title_full_unstemmed Large language models for qualitative research in software engineering: exploring opportunities and challenges
title_sort large language models for qualitative research in software engineering: exploring opportunities and challenges
publisher Institutional Knowledge at Singapore Management University
publishDate 2024
url https://ink.library.smu.edu.sg/sis_research/8761
https://ink.library.smu.edu.sg/context/sis_research/article/9764/viewcontent/hoda.pdf
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