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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

When programmers look for how to achieve certain programming tasks, Stack Overflow is a popular destination in search engine results. Over the years, Stack Overflow has accumulated an impressive knowledge base of snippets of code that are…

Software Engineering · Computer Science 2017-05-04 Di Yang , Pedro Martins , Vaibhav Saini , Cristina Lopes

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

Online programming discussion platforms such as Stack Overflow serve as a rich source of information for software developers. Available information include vibrant discussions and oftentimes ready-to-use code snippets. Anecdotes report that…

Cryptography and Security · Computer Science 2017-10-10 Felix Fischer , Konstantin Böttinger , Huang Xiao , Christian Stransky , Yasemin Acar , Michael Backes , Sascha Fahl

Developers frequently reuse Stack Overflow code snippets, yet the quality of these snippets remains unevenly understood, particularly across programming languages and geographic contexts. This study investigates code quality in Stack…

Software Engineering · Computer Science 2026-05-06 Elijah Zolduoarrati , Sherlock A. Licorish , Nigel Stanger

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

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

Developers often search for reusable code snippets on general-purpose web search engines like Google, Yahoo! or Microsoft Bing. But some of these code snippets may have poor quality in terms of readability or understandability. In this…

Software Engineering · Computer Science 2025-10-14 Carlos Eduardo C. Dantas , Marcelo A. Maia

Software developers often reuse code from online sources such as Stack Overflow within their projects. However, the process of searching for code snippets and integrating them within existing source code can be tedious. In order to improve…

Software Engineering · Computer Science 2021-01-05 Brittany Reid , Christoph Treude , Markus Wagner

Developers use Question and Answer (Q&A) websites to exchange knowledge and expertise. Stack Overflow is a popular Q&A website where developers discuss coding problems and share code examples. Although all Stack Overflow posts are free to…

Software Engineering · Computer Science 2017-03-14 Le An , Ons Mlouki , Foutse Khomh , Giuliano Antoniol

Nowadays, developers often turn to Stack Overflow for solutions to daily problems, however, these code snippets are partial code that cannot be tested and verified properly. One way to test these code snippets is to transform them into APIs…

Software Engineering · Computer Science 2025-04-22 Yubo Mai , Zhipeng Gao , Xing Hu , Lingfeng Bao , Jingyuan Chen , Jianling Sun

On the Stack Overflow (SO) Q&A site, users often request solutions to their code-related problems (e.g., errors, unexpected behavior). Unfortunately, they often miss required code snippets during their question submission, which could…

Software Engineering · Computer Science 2024-02-08 Saikat Mondal , Mohammad Masudur Rahman , Chanchal K. Roy

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 (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,…

Computation and Language · Computer Science 2018-03-28 Ziyu Yao , Daniel S. Weld , Wei-Peng Chen , Huan Sun

One problem when studying how to find and fix syntax errors is how to get natural and representative examples of syntax errors. Most syntax error datasets are not free, open, and public, or they are extracted from novice programmers and do…

Software Engineering · Computer Science 2019-07-19 Alexander William Wong , Amir Salimi , Shaiful Chowdhury , Abram Hindle

Choosing an appropriate software development technology (e.g., programming language) is challenging due to the proliferation of diverse options. The selection of inappropriate technologies for development may have a far-reaching effect on…

Software Engineering · Computer Science 2023-12-07 Saikat Mondal , Debajyoti Mondal , Chanchal K. Roy

Software developers share programming solutions in Q&A sites like Stack Overflow. The reuse of crowd-sourced code snippets can facilitate rapid prototyping. However, recent research shows that the shared code snippets may be of low quality…

Software Engineering · Computer Science 2021-01-21 Morteza Verdi , Ashkan Sami , Jafar Akhondali , Foutse Khomh , Gias Uddin , Alireza Karami Motlagh

Determining the programming language of a source code file has been considered in the research community; it has been shown that Machine Learning (ML) and Natural Language Processing (NLP) algorithms can be effective in identifying the…

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

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.…

Software Engineering · Computer Science 2022-04-15 Chaiyong Ragkhitwetsagul , Matheus Paixao

Online code clones are code fragments that are copied from software projects or online sources to Stack Overflow as examples. Due to an absence of a checking mechanism after the code has been copied to Stack Overflow, they can become toxic…

Software Engineering · Computer Science 2019-04-03 Chaiyong Ragkhitwetsagul , Jens Krinke , Matheus Paixao , Giuseppe Bianco , Rocco Oliveto
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