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Community Question Answering platforms such as Stack Overflow help a wide range of users solve their challenges online. As the popularity of these communities has grown over the years, both the number of members and posts have escalated.…

Software Engineering · Computer Science 2020-06-02 Mohammadrezar Tavakoli , Maliheh Izadi , Abbas Heydarnoori

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…

Software Engineering · Computer Science 2019-04-01 Haoxiang Zhang , Shaowei Wang , Tse-Hsun , Chen , Ying Zou , Ahmed E. Hassan

A fast and effective approach to obtain information regarding software development problems is to search them to find similar solved problems or post questions on community question answering (CQA) websites. Solving coding problems in a…

Software Engineering · Computer Science 2021-03-23 Mohamad Yazdaninia , David Lo , Ashkan Sami

The wealth of information available through the Internet and social media is unprecedented. Within computing fields, websites such as Stack Overflow are considered important sources for users seeking solutions to their computing and…

Computation and Language · Computer Science 2024-04-24 Mohammad Al-Ramahi , Izzat Alsmadi , Abdullah Wahbeh

Since programming concepts do not match their syntactic representations, code search is a very tedious task. For instance in Java or C, array doesn't match [], so using "array" as a query, one cannot find what they are looking for. Often…

Information Retrieval · Computer Science 2019-04-01 Deepak Thukral , Darvesh Punia

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

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

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

In source code search, a common information-seeking strategy involves providing a short initial query with a broad meaning, and then iteratively refining the query using terms gleaned from the results of subsequent searches. This strategy…

Software Engineering · Computer Science 2022-01-26 Zachary Eberhart , Collin McMillan

Code generation, defined as automatically writing a piece of code to solve a given problem for which an evaluation function exists, is a classic hard AI problem. Its general form, writing code using a general language used by human…

Artificial Intelligence · Computer Science 2020-07-29 Jacques Basaldúa

Stack Overflow (SO) platform has a huge dataset of questions and answers driven by interactions between users. But the count of unanswered questions is continuously rising. This issue is common across various community Question & Answering…

Software Engineering · Computer Science 2021-07-07 Abhishek Kumar , Deep Ghadiyali , Sridhar Chimalakonda

Stack Overflow and other similar forums are used commonly by developers to seek answers for their software development as well as privacy-related concerns. Recently, ChatGPT has been used as an alternative to generate code or produce…

Software Engineering · Computer Science 2024-06-13 Zack Delile , Sean Radel , Joe Godinez , Garrett Engstrom , Theo Brucker , Kenzie Young , Sepideh Ghanavati

Software developers frequently issue generic natural language queries for code search while using code search engines (e.g., GitHub native search, Krugle). Such queries often do not lead to any relevant results due to vocabulary mismatch…

Software Engineering · Computer Science 2018-07-25 Mohammad Masudur Rahman , Chanchal K. Roy

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,…

Software Engineering · Computer Science 2022-04-04 Akalanka Galappaththi , Sarah Nadi , Christoph Treude

Automated insight generation is a common tactic for helping knowledge workers, such as data scientists, to quickly understand the potential value of new and unfamiliar data. Unfortunately, automated insights produced by large-language…

Software Engineering · Computer Science 2024-05-06 Ananya Singha , Bhavya Chopra , Anirudh Khatry , Sumit Gulwani , Austin Z. Henley , Vu Le , Chris Parnin , Mukul Singh , Gust Verbruggen

Well established libraries typically have API documentation. However, they frequently lack examples and explanations, possibly making difficult their effective reuse. Stack Overflow is a question-and-answer website oriented to issues…

Code search and comprehension have become more difficult in recent years due to the rapid expansion of available source code. Current tools lack a way to label arbitrary code at scale while maintaining up-to-date representations of new…

Machine Learning · Computer Science 2019-06-05 Ben Gelman , Bryan Hoyle , Jessica Moore , Joshua Saxe , David Slater

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,…

Stack Overflow is a popular Q&A platform where users ask technical questions and receive answers from a community of experts. Recently, there has been a significant increase in the number of answers generated by ChatGPT, which can lead to…

Software Engineering · Computer Science 2026-02-05 Suyu Ma , Chunyang Chen , Hourieh Khalajzadeh , John Grundy

React is a popular JavaScript framework in modern web application development. Due to its high performance and efficiency, many developers use this framework. Although React library offers many advantages, it is not without its challenges.…

Software Engineering · Computer Science 2025-07-08 Vanesya Aura Ardity , Yusuf Sulistyo Nugroho , Syful Islam