AnswerBot: An answer summary generation tool based on stack overflow
The prevalence of questions and answers on domainspecific Q&A sites like Stack Overflow constitutes a core knowledge asset for software engineering domain. Although search engines can return a list of questions relevant to a user query of some technical question, the abundance of relevant posts...
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sg-smu-ink.sis_research-54912024-05-31T07:22:05Z AnswerBot: An answer summary generation tool based on stack overflow CAI, Liang WANG, Haoye XU, Bowen HUANG, Qiao XIA, Xin LO, David XING, Zhenchang The prevalence of questions and answers on domainspecific Q&A sites like Stack Overflow constitutes a core knowledge asset for software engineering domain. Although search engines can return a list of questions relevant to a user query of some technical question, the abundance of relevant posts and the sheer amount of information in them makes it difficult for developers to digest them and find the most needed answers to their questions. In this work, we aim to help developers who want to quickly capture the key points of several answer posts relevant to a technical question before they read the details of the posts. We formulate our task as a query-focused multianswer-posts summarization task for a given technical question. Our proposed approach AnswerBot contains three main steps : 1) relevant question retrieval, 2) useful answer paragraph selection, 3) diverse answer summary generation. To evaluate our approach, we build a repository of 228,817 Java questions and their corresponding answers from Stack Overflow. We conduct user studies with 100 randomly selected Java questions (not in the question repository) to evaluate the quality of the answer summaries generated by our approach, and the effectiveness of its relevant question retrieval and answer paragraph selection components. The user study results demonstrate that answer summaries generated by our approach are relevant, useful and diverse; moreover, the two components are able to effectively retrieve relevant questions and select salient answer paragraphs for summarization 2019-08-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/4488 info:doi/10.1145/3338906.3341186 https://ink.library.smu.edu.sg/context/sis_research/article/5491/viewcontent/AnswerBot_2019_pv.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 summary generation question retrieval stack overflow Software Engineering |
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summary generation question retrieval stack overflow Software Engineering CAI, Liang WANG, Haoye XU, Bowen HUANG, Qiao XIA, Xin LO, David XING, Zhenchang AnswerBot: An answer summary generation tool based on stack overflow |
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The prevalence of questions and answers on domainspecific Q&A sites like Stack Overflow constitutes a core knowledge asset for software engineering domain. Although search engines can return a list of questions relevant to a user query of some technical question, the abundance of relevant posts and the sheer amount of information in them makes it difficult for developers to digest them and find the most needed answers to their questions. In this work, we aim to help developers who want to quickly capture the key points of several answer posts relevant to a technical question before they read the details of the posts. We formulate our task as a query-focused multianswer-posts summarization task for a given technical question. Our proposed approach AnswerBot contains three main steps : 1) relevant question retrieval, 2) useful answer paragraph selection, 3) diverse answer summary generation. To evaluate our approach, we build a repository of 228,817 Java questions and their corresponding answers from Stack Overflow. We conduct user studies with 100 randomly selected Java questions (not in the question repository) to evaluate the quality of the answer summaries generated by our approach, and the effectiveness of its relevant question retrieval and answer paragraph selection components. The user study results demonstrate that answer summaries generated by our approach are relevant, useful and diverse; moreover, the two components are able to effectively retrieve relevant questions and select salient answer paragraphs for summarization |
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CAI, Liang WANG, Haoye XU, Bowen HUANG, Qiao XIA, Xin LO, David XING, Zhenchang |
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CAI, Liang WANG, Haoye XU, Bowen HUANG, Qiao XIA, Xin LO, David XING, Zhenchang |
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CAI, Liang |
title |
AnswerBot: An answer summary generation tool based on stack overflow |
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AnswerBot: An answer summary generation tool based on stack overflow |
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AnswerBot: An answer summary generation tool based on stack overflow |
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AnswerBot: An answer summary generation tool based on stack overflow |
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AnswerBot: An answer summary generation tool based on stack overflow |
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answerbot: an answer summary generation tool based on stack overflow |
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Institutional Knowledge at Singapore Management University |
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2019 |
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https://ink.library.smu.edu.sg/sis_research/4488 https://ink.library.smu.edu.sg/context/sis_research/article/5491/viewcontent/AnswerBot_2019_pv.pdf |
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