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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…

软件工程 · 计算机科学 2020-05-07 Sebastian Baltes , Markus Wagner

Background: Sub-optimal code is prevalent in software systems. Developers may write low-quality code due to many reasons, such as lack of technical knowledge, lack of experience, time pressure, management decisions, and even unhappiness.…

软件工程 · 计算机科学 2022-04-15 Chaiyong Ragkhitwetsagul , Matheus Paixao

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…

软件工程 · 计算机科学 2025-09-16 Kathrin Figl , Maria Kirchner , Sebastian Baltes , Michael Felderer

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…

软件工程 · 计算机科学 2024-08-20 Yubo Mai , Zhipeng Gao , Haoye Wang , Tingting Bi , Xing Hu , Xin Xia , Jianling Sun

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…

软件工程 · 计算机科学 2018-07-09 Mohammad Masudur Rahman , Chanchal K. Roy , Iman Keivanloo

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…

软件工程 · 计算机科学 2018-09-13 Balwinder Sodhi , Shipra Sharma

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…

软件工程 · 计算机科学 2022-10-31 Zhipeng Gao , Xin Xia , David Lo , John Grundy , Xindong Zhang , Zhenchang Xing

A central function of code review is to increase understanding; helping reviewers understand a code change aids in knowledge transfer and finding bugs. Comments in code largely serve a similar purpose, helping future readers understand the…

软件工程 · 计算机科学 2022-04-04 Nikitha Rao , Jason Tsay , Martin Hirzel , Vincent J. Hellendoorn

Stack Overflow (SO) has been a great source of natural language questions and their code solutions (i.e., question-code pairs), which are critical for many tasks including code retrieval and annotation. In most existing research,…

计算与语言 · 计算机科学 2018-03-28 Ziyu Yao , Daniel S. Weld , Wei-Peng Chen , Huan Sun

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…

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…

软件工程 · 计算机科学 2023-04-26 Pooja Rani , Mathias Birrer , Sebastiano Panichella , Mohammad Ghafari , Oscar Nierstrasz

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…

软件工程 · 计算机科学 2021-07-06 Zhipeng Gao , Xin Xia , John Grundy , David Lo , Yuan-Fang Li

Stack Overflow has become an essential technical resource for developers. However, given the vast amount of knowledge available on Stack Overflow, finding the right information that is relevant for a given task is still challenging,…

软件工程 · 计算机科学 2022-04-04 Akalanka Galappaththi , Sarah Nadi , Christoph Treude

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…

软件工程 · 计算机科学 2016-08-09 Di Yang , Aftab Hussain , Cristina Lopes

Stack Overflow hosts valuable programming-related knowledge with 11,926,354 links that reference to the third-party websites. The links that reference to the resources hosted outside the Stack Overflow websites extend the Stack Overflow…

软件工程 · 计算机科学 2022-02-15 Jiakun Liu , Xin Xia , David Lo , Haoxiang Zhang , Ying Zou , Ahmed E. Hassan , Shanping Li

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…

软件工程 · 计算机科学 2025-07-30 Saikat Mondal , Chanchal K. Roy

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…

软件工程 · 计算机科学 2022-04-28 Yuan Huang , Furen Xu , Haojie Zhou , Xiangping Chen , Xiaocong Zhou , Tong Wang

Background: With the proliferation of crowd-sourced developer forums, software developers are increasingly sharing more coding solutions to programming problems with others in forums. The decentralized nature of knowledge sharing on sites…

软件工程 · 计算机科学 2022-10-03 Madhu Selvaraj , Gias Uddin

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…

软件工程 · 计算机科学 2020-03-17 Sebastian Baltes , Christoph Treude , Martin P. Robillard

Although peer code review is widely adopted in both commercial and open source development, existing studies suggest that such code reviews often contain a significant amount of non-useful review comments. Unfortunately, to date, no tools…

软件工程 · 计算机科学 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy , Raula G. Kula
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