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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

Context: Navigating the knowledge of Stack Overflow (SO) remains challenging. To make the posts vivid to users, SO allows users to write and edit posts with Markdown or HTML so that users can leverage various formatting styles (e.g., bold,…

Computation and Language · Computer Science 2024-04-29 Shahla Shaan Ahmed , Shaowei Wang , Yuan Tian , Tse-Hsun , Chen , Haoxiang Zhang

For tasks like code synthesis from natural language, code retrieval, and code summarization, data-driven models have shown great promise. However, creating these models require parallel data between natural language (NL) and code with…

Computation and Language · Computer Science 2018-05-24 Pengcheng Yin , Bowen Deng , Edgar Chen , Bogdan Vasilescu , Graham Neubig

The tremendous success of Stack Overflow has accumulated an extensive corpus of software engineering knowledge, thus motivating researchers to propose various solutions for analyzing its content.The performance of such solutions hinges…

Software Engineering · Computer Science 2024-04-10 Junda He , Zhou Xin , Bowen Xu , Ting Zhang , Kisub Kim , Zhou Yang , Ferdian Thung , Ivana Irsan , David Lo

In this paper, we present Sosed, a tool for discovering similar software projects. We use fastText to compute the embeddings of subtokens into a dense space for 120,000 GitHub repositories in 200 languages. Then, we cluster embeddings to…

Software Engineering · Computer Science 2020-07-07 Egor Bogomolov , Yaroslav Golubev , Artyom Lobanov , Vladimir Kovalenko , Timofey Bryksin

Context: Software developers often ask questions on Technical Q&A forums like Stack Overflow (SO) to seek solutions to their programming-related problems (e.g., errors and unexpected behavior of code). Problem: Many questions miss required…

Software Engineering · Computer Science 2025-04-24 Saikat Mondal , Chanchal K. Roy

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

Using online Q&A forums, such as Stack Overflow (SO), for guidance to resolve program bugs, among other development issues, is commonplace in modern software development practice. Runtime exceptions (RE) is one such important class of bugs…

Software Engineering · Computer Science 2020-09-23 Sonal Mahajan , Negarsadat Abolhassani , Mukul R. Prasad

Smart contract developers frequently seek solutions to developmental challenges on Q&A platforms such as Stack Overflow (SO). Although community responses often provide viable solutions, the embedded code snippets can also contain hidden…

Software Engineering · Computer Science 2024-07-24 Jiachi Chen , Chong Chen , Jiang Hu , John Grundy , Yanlin Wang , Ting Chen , Zibin Zheng

Git is used as the distributed version control system for many open-source software projects. One Git-based service, GitHub, is the most common code hosting and repository service for open-source software projects. For researchers that…

Software Engineering · Computer Science 2021-01-22 Abdulkadir Şeker , Banu Diri , Halil Arslan , Mehmet Fatih Amasyalı

Large Language Models (LLMs) are widely used for automated code generation. Their reliance on infrequently updated pretraining data leaves them unaware of newly discovered vulnerabilities and evolving security standards, making them prone…

Software Engineering · Computer Science 2026-03-03 Manisha Mukherjee , Vincent J. Hellendoorn

The online technical Q&A site Stack Overflow (SO) is popular among developers to support their coding and diverse development needs. To address shortcomings in API official documentation resources, several research has thus focused on…

Software Engineering · Computer Science 2021-02-18 Gias Uddin , Foutse Khomh , Chanchal K Roy

Q&A platforms have been crucial for the online help-seeking behavior of programmers. However, the recent popularity of ChatGPT is altering this trend. Despite this popularity, no comprehensive study has been conducted to evaluate the…

Software Engineering · Computer Science 2024-05-22 Samia Kabir , David N. Udo-Imeh , Bonan Kou , Tianyi Zhang

React is a JavaScript library used to build user interfaces for single-page applications. Although recent studies have shown the popularity and advantages of React in web development, the specific challenges users face remain unknown. Thus,…

Software engineers have historically relied on human-powered Q&A platforms like Stack Overflow (SO) as coding aids. With the rise of generative AI, developers have started to adopt AI chatbots, such as ChatGPT, in their software development…

Human-Computer Interaction · Computer Science 2025-02-24 Jiachen Li , Elizabeth Mynatt , Varun Mishra , Jonathan Bell

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

The analysis of sentimental posts about software testing on Stack Overflow reveals that motivation and commitment of developers to use software testing methods is not only influenced by tools and technology. Rather, attitudes are also…

Software Engineering · Computer Science 2023-04-25 Mark Swillus , Andy Zaidman

Stack Overflow is a prominent Q and A forum, supporting developers in seeking suitable resources on programming-related matters. Having high-quality question titles is an effective means to attract developers' attention. Unfortunately, this…

Software Engineering · Computer Science 2024-06-25 Duc Anh Le , Anh M. T. Bui , Phuong T. Nguyen , Davide Di Ruscio

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

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…

Software Engineering · Computer Science 2022-02-15 Jiakun Liu , Xin Xia , David Lo , Haoxiang Zhang , Ying Zou , Ahmed E. Hassan , Shanping Li