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Suboptimal code is prevalent in software systems. Developers often write low-quality code due to factors like technical knowledge gaps, insufficient experience, time pressure, management decisions, or personal factors. Once integrated, the…

Software Engineering · Computer Science 2025-11-11 In-on Wiratsin , Chaiyong Ragkhitwetsagul , Matheus Paixao , Denis De Sousa , Pongpop Lapvikai , Peter Haddawy

Stack Overflow has been heavily used by software developers to seek programming-related information. More and more developers use Community Question and Answer forums, such as Stack Overflow, to search for code examples of how to accomplish…

Software Engineering · Computer Science 2022-10-31 Zhipeng Gao , Xin Xia , David Lo , John Grundy , Xindong Zhang , Zhenchang Xing

Code maintenance data sets typically consist of a before and after version of the code that contains the improvement or fix. Such data sets are important for software engineering support tools related to code maintenance, such as program…

Software Engineering · Computer Science 2021-01-27 Henry Tang , Sarah Nadi

Question-and-answer platforms such as Stack Overflow are an important way for software developers to share and retrieve knowledge. However, reusing poorly understood code can lead to serious problems, such as bugs or security…

Software Engineering · Computer Science 2025-09-16 Kathrin Figl , Maria Kirchner , Sebastian Baltes , Michael Felderer

Stack Overflow is one of the most popular technical Q&A sites used by software developers. Seeking help from Stack Overflow has become an essential part of software developers' daily work for solving programming-related questions. Although…

Software Engineering · Computer Science 2020-07-22 Zhipeng Gao , Xin Xia , David Lo , John Grundy , Yuan-Fang Li

An essential part of software maintenance and evolution, refactoring is performed by developers, regardless of technology or domain, to improve the internal quality of the system, and reduce its technical debt. However, choosing the…

Software Engineering · Computer Science 2021-10-26 Anthony Peruma , Steven Simmons , Eman Abdullah AlOmar , Christian D. Newman , Mohamed Wiem Mkaouer , Ali Ouni

Stack Overflow has been heavily used by software developers as a popular way to seek programming-related information from peers via the internet. The Stack Overflow community recommends users to provide the related code snippet when they…

Software Engineering · Computer Science 2021-07-06 Zhipeng Gao , Xin Xia , John Grundy , David Lo , Yuan-Fang Li

An important goal for programmers is to minimize cost of identifying and correcting defects in source code. Code review is commonly used for identifying programming defects. However, manual code review has some shortcomings: a) it is time…

Software Engineering · Computer Science 2018-09-13 Balwinder Sodhi , Shipra Sharma

As one of the most well-known programmer Q&A websites, Stack Overflow (i.e., SO) is serving tens of thousands of developers every day. Previous work has shown that many developers reuse the code snippets on SO when they find an answer (from…

Software Engineering · Computer Science 2022-04-28 Yuan Huang , Furen Xu , Haojie Zhou , Xiangping Chen , Xiaocong Zhou , Tong Wang

Utilizing code snippets on Stack Overflow (SO) is a common practice among developers for problem-solving. Although SO code snippets serve as valuable resources, it is important to acknowledge their imperfections, reusing problematic code…

Software Engineering · Computer Science 2024-08-20 Yubo Mai , Zhipeng Gao , Haoye Wang , Tingting Bi , Xing Hu , Xin Xia , Jianling Sun

To improve software engineering, software repositories have been mined for code snippets and bug fixes. Typically, this mining takes place at the level of files or commits. To be able to dig deeper and to extract insights at a higher…

Software Engineering · Computer Science 2020-05-07 Sebastian Baltes , Markus Wagner

Programming question and answer (Q & A) websites, such as Quora, Stack Overflow, and Yahoo! Answer etc. helps us to understand the programming concepts easily and quickly in a way that has been tested and applied by many software…

Social and Information Networks · Computer Science 2015-08-17 Ranjitha R. K. , Sanjay Singh

Software developers often submit questions to technical Q&A sites like Stack Overflow (SO) to resolve code-level problems. In practice, they include example code snippets with questions to explain the programming issues. Existing research…

Software Engineering · Computer Science 2024-07-16 Saikat Mondal , Banani Roy

High-quality answers in technical Q&A platforms like Stack Overflow (SO) are crucial as they directly influence software development practices. Poor-quality answers can introduce inefficiencies, bugs, and security vulnerabilities, and thus…

Software Engineering · Computer Science 2025-07-30 Saikat Mondal , Chanchal K. Roy

Recently, automatic code comment generation is proposed to facilitate program comprehension. Existing code comment generation techniques focus on describing the functionality of the source code. However, there are other aspects such as…

Software Engineering · Computer Science 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy , Iman Keivanloo

Software engineering is knowledge-intensive and requires software developers to continually search for knowledge, often on community question answering platforms such as Stack Overflow. Such information sharing platforms do not exist in…

Software Engineering · Computer Science 2020-03-17 Sebastian Baltes , Christoph Treude , Martin P. Robillard

Compiler error messages serve as an initial resource for programmers dealing with compilation errors. However, previous studies indicate that they often lack sufficient targeted information to resolve code issues. Consequently, programmers…

Software Engineering · Computer Science 2023-07-21 Patricia Widjojo , Christoph Treude

Stack Overflow is the most popular Q&A website among software developers. As a platform for knowledge sharing and acquisition, the questions posted in Stack Overflow usually contain a code snippet. Stack Overflow relies on users to properly…

Software Engineering · Computer Science 2018-09-24 Kamel Alreshedy , Dhanush Dharmaretnam , Daniel M. German , Venkatesh Srinivasan , T. Aaron Gulliver

Code comments are important for program comprehension, development, and maintenance tasks. Given the varying standards for code comments, and their unstructured or semi-structured nature, developers get easily confused (especially novice…

Software Engineering · Computer Science 2023-04-26 Pooja Rani , Mathias Birrer , Sebastiano Panichella , Mohammad Ghafari , Oscar Nierstrasz

Enriched by natural language texts, Stack Overflow code snippets are an invaluable code-centric knowledge base of small units of source code. Besides being useful for software developers, these annotated snippets can potentially serve as…

Software Engineering · Computer Science 2016-08-09 Di Yang , Aftab Hussain , Cristina Lopes
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