An Empirical Study of Obsolete Answers on Stack Overflow
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Abstract (arXiv)
Stack Overflow accumulates an enormous amount of software engineering knowledge. However, as time passes, certain knowledge in answers may become obsolete. Such obsolete answers, if not identified or documented clearly, may mislead answer seekers and cause unexpected problems (e.g., using an out-dated security protocol). In this paper, we investigate how the knowledge in answers becomes obsolete and identify the characteristics of such obsolete answers. We find that: 1) More than half of the obsolete answers (58.4%) were probably already obsolete when they were first posted. 2) When an obsolete answer is observed, only a small proportion (20.5%) of such answers are ever updated. 3) Answers to questions in certain tags (e.g., node.js, ajax, android, and objective-c) are more likely to become obsolete. Our findings suggest that Stack Overflow should develop mechanisms to encourage the whole community to maintain answers (to avoid obsolete answers) and answer seekers are encouraged to carefully go through all information (e.g., comments) in answer threads.
Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Mar 2019.
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Citing papers per year: 2021: 2; 2022: 0; 2023: 3; 2024: 3; 2025: 2; 2026: 4.
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- 2024Exploring and Unleashing the Power of Large Language Models in Automated Code Translationcited by 57
- 2023Trustworthy and Synergistic Artificial Intelligence for Software Engineering: Vision and Roadmapscited by 19
- 2021Natural Language-Guided Programmingcited by 4
- 2026Beyond Code Snippets: Benchmarking LLMs on Repository-Level Question Answeringcited by 3
- 2024Studying and Recommending Information Highlighting in Stack Overflow Answerscited by 2
- 2024A Comprehensive Framework for Evaluating API-oriented Code Generation in Large Language Modelscited by 2
- 2023Evaluating the Ebb and Flow: An In-depth Analysis of Question-Answering Trends across Diverse Platformscited by 1
- 2025Large-Scale Analysis of Online Questions Related to Opioid Use Disorder on Redditcited by 1
- 2025Why Attention Fails: A Taxonomy of Faults in Attention-Based Neural Networkscited by 1
- 2026RAG-Reflect: Agentic Retrieval-Augmented Generation with Reflections for Comment-Driven Code Maintenance on Stack Overflowcited by 1
- 2021On the Feasibility of Predicting Questions being Forgotten in Stack Overflowcited by 0
- 2023Skill over Scale: The Case for Medium, Domain-Specific Models for SEcited by 0
- 2026RAG-Reflect: Agentic Retrieval-Augmented Generation with Reflections for Comment-Driven Code Maintenance on Stack Overflow24 Apr 2026
- 2026"I Just Need GPT to Refine My Prompts": Rethinking Onboarding and Help-Seeking with Generative 3D Modeling Tools31 Mar 2026
- 2026Beyond Code Snippets: Benchmarking LLMs on Repository-Level Question Answering27 Mar 2026
- 2026Human-Aligned Enhancement of Programming Answers with LLMs Guided by User Feedback24 Jan 2026
- 2025Why Attention Fails: A Taxonomy of Faults in Attention-Based Neural Networks6 Aug 2025
- 2025Large-Scale Analysis of Online Questions Related to Opioid Use Disorder on Reddit10 Apr 2025
- 2024A Comprehensive Framework for Evaluating API-oriented Code Generation in Large Language Models23 Sep 2024
- 2024Exploring and Unleashing the Power of Large Language Models in Automated Code Translation23 Apr 2024
- 2024Studying and Recommending Information Highlighting in Stack Overflow Answers3 Jan 2024
- 2023Evaluating the Ebb and Flow: An In-depth Analysis of Question-Answering Trends across Diverse Platforms12 Sep 2023
- 2023Trustworthy and Synergistic Artificial Intelligence for Software Engineering: Vision and Roadmaps8 Sep 2023
- 2023Skill over Scale: The Case for Medium, Domain-Specific Models for SE5 Jun 2023
2 more
- 2021On the Feasibility of Predicting Questions being Forgotten in Stack Overflow29 Oct 2021
- 2021Natural Language-Guided Programming11 Aug 2021
- 2024Exploring and Unleashing the Power of Large Language Models in Automated Code Translationcited by 57
- 2023Trustworthy and Synergistic Artificial Intelligence for Software Engineering: Vision and Roadmapscited by 19
- 2021Natural Language-Guided Programmingcited by 4
- 2026Beyond Code Snippets: Benchmarking LLMs on Repository-Level Question Answeringcited by 3
- 2024Studying and Recommending Information Highlighting in Stack Overflow Answerscited by 2
- 2024A Comprehensive Framework for Evaluating API-oriented Code Generation in Large Language Modelscited by 2
- 2023Evaluating the Ebb and Flow: An In-depth Analysis of Question-Answering Trends across Diverse Platformscited by 1
- 2025Large-Scale Analysis of Online Questions Related to Opioid Use Disorder on Redditcited by 1
- 2025Why Attention Fails: A Taxonomy of Faults in Attention-Based Neural Networkscited by 1
- 2021On the Feasibility of Predicting Questions being Forgotten in Stack Overflowcited by 0
- 2023Skill over Scale: The Case for Medium, Domain-Specific Models for SEcited by 0
- 2026Human-Aligned Enhancement of Programming Answers with LLMs Guided by User Feedbackcited by 0
- 2026Beyond Code Snippets: Benchmarking LLMs on Repository-Level Question Answering27 Mar 2026
- 2026Human-Aligned Enhancement of Programming Answers with LLMs Guided by User Feedback24 Jan 2026
- 2025Why Attention Fails: A Taxonomy of Faults in Attention-Based Neural Networks6 Aug 2025
- 2025Large-Scale Analysis of Online Questions Related to Opioid Use Disorder on Reddit10 Apr 2025
- 2024A Comprehensive Framework for Evaluating API-oriented Code Generation in Large Language Models23 Sep 2024
- 2024Exploring and Unleashing the Power of Large Language Models in Automated Code Translation23 Apr 2024
- 2024Studying and Recommending Information Highlighting in Stack Overflow Answers3 Jan 2024
- 2023Evaluating the Ebb and Flow: An In-depth Analysis of Question-Answering Trends across Diverse Platforms12 Sep 2023
- 2023Trustworthy and Synergistic Artificial Intelligence for Software Engineering: Vision and Roadmaps8 Sep 2023
- 2023Skill over Scale: The Case for Medium, Domain-Specific Models for SE5 Jun 2023
- 2021On the Feasibility of Predicting Questions being Forgotten in Stack Overflow29 Oct 2021
- 2021Natural Language-Guided Programming11 Aug 2021