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Crowdsourcing and data mining can be used to effectively reduce the effort associated with the partial replication and enhancement of qualitative studies. For example, in a primary study, other researchers explored factors influencing the…

Software Engineering · Computer Science 2019-02-13 Di Chen , Kathyrn Stolee , Tim Menzies

When graduates of computing degree programs enter the software industry, they will most likely join teams working on legacy code bases developed by people other than themselves. In these so-called brownfield software development settings,…

Software Engineering · Computer Science 2025-06-13 Md Istiak Hossain Shihab , Christopher Hundhausen , Ahsun Tariq , Summit Haque , Yunhan Qiao , Brian Mulanda

Automated test generation has a substantial body of work, yet most studies focus on generating tests for complete software units, such as classes, and rely on metrics such as code coverage for assessment. In contrast, modern software…

Software Engineering · Computer Science 2026-05-26 Vahid Haratian , Atakan Akar , Berk Çakar , Eray Tüzün

Context: Pull-based development model is widely used in open source, leading the trends in distributed software development. One aspect which has garnered significant attention is studies on pull request decision - identifying factors for…

Software Engineering · Computer Science 2021-05-31 Xunhui Zhang , Yue Yu , Georgios Gousios , Ayushi Rastogi

GitHub Copilot is an AI-enabled tool that automates program synthesis. It has gained significant attention since its launch in 2021. Recent studies have extensively examined Copilot's capabilities in various programming tasks, as well as…

Software Engineering · Computer Science 2024-02-05 Kei Koyanagi , Dong Wang , Kotaro Noguchi , Masanari Kondo , Alexander Serebrenik , Yasutaka Kamei , Naoyasu Ubayashi

The use of generative AI (GenAI) tools has fundamentally transformed software development. Central to this shift is prompt engineering, the practice of crafting textual prompts to guide GenAI tools in generating useful content. Although…

Software Engineering · Computer Science 2026-01-26 Daniel Otten , Trevor Stalnaker , Nathan Wintersgill , Oscar Chaparro , Denys Poshyvanyk

The development of Natural Language Generation models has led to the creation of powerful Artificial Intelligence-assisted writing tools. These tools are capable of predicting users' needs and actively providing suggestions as they write.…

Human-Computer Interaction · Computer Science 2023-06-30 Carlos Alves Pereira , Tanay Komarlu , Wael Mobeirek

There is burgeoning interest in designing AI-based systems to assist humans in designing computing systems, including tools that automatically generate computer code. The most notable of these comes in the form of the first self-described…

Cryptography and Security · Computer Science 2021-12-17 Hammond Pearce , Baleegh Ahmad , Benjamin Tan , Brendan Dolan-Gavitt , Ramesh Karri

The benefit claims of a product is a critical driver of consumers' purchase behavior. Creating product claims is an intense task that requires substantial time and funding. We have developed the $\textbf{Claim Advisor}$ web application to…

Artificial Intelligence · Computer Science 2025-09-29 Po-Yu Liang , Yong Zhang , Tatiana Hwa , Aaron Byers

GitHub Copilot is an artificially intelligent programming assistant used by many developers. While a few studies have evaluated the security risks of using Copilot, there has not been any study to show if it aids developers in producing…

Software Engineering · Computer Science 2024-12-13 Daniel Erhabor , Sreeharsha Udayashankar , Meiyappan Nagappan , Samer Al-Kiswany

Test code is indispensable in software development, ensuring the correctness of production code and supporting maintainability. Nonetheless, errors or omissions in the test code can conceal production defects. While code review is widely…

Software Engineering · Computer Science 2026-03-18 Hui Sun , Yinan Wu , Wesley K. G. Assunção , Kathryn T. Stolee

AI agents are increasingly used in software development, yet their interaction with CI/CD configurations is not well studied. We analyze 8,031 agentic pull requests (PRs) from 1,605 GitHub repositories where AI agents touch YAML…

Software Engineering · Computer Science 2026-01-27 Taher A. Ghaleb

AI-based code review tools automatically review and comment on pull requests to improve code quality. Despite their growing presence, little is known about their actual impact. We present a large-scale empirical study of 16 popular AI-based…

Software Engineering · Computer Science 2026-04-28 Kexin Sun , Hongyu Kuang , Sebastian Baltes , Xin Zhou , He Zhang , Xiaoxing Ma , Guoping Rong , Dong Shao , Christoph Treude

Automated tools are frequently used in social coding repositories to perform repetitive activities that are part of the distributed software development process. Recently, GitHub introduced GitHub Actions, a feature providing automated…

Software Engineering · Computer Science 2024-01-24 Timothy Kinsman , Mairieli Wessel , Marco A. Gerosa , Christoph Treude

Explainability has become a crucial non-functional requirement to enhance transparency, build user trust, and ensure regulatory compliance. However, translating explanation needs expressed in user feedback into structured requirements and…

Artificial Intelligence (AI) tools such as GitHub Copilot and ChatGPT are increasingly used in software engineering (SE) for tasks such as code, test, and documentation generation. However, engineers often face uncertainty about when to…

Software Engineering · Computer Science 2026-03-24 Vahid Garousi , Zafar Jafarov , Aytan Mövsümova , Atif Namazov

Automated code generation can be a powerful technique for software development, significantly reducing developers' efforts and time required to create new code by generating it automatically based on requirements. Recently, OpenAI's…

Software Engineering · Computer Science 2023-05-16 Chao Liu , Xuanlin Bao , Hongyu Zhang , Neng Zhang , Haibo Hu , Xiaohong Zhang , Meng Yan

Context: AI-assisted code generation tools have become increasingly prevalent in software engineering, offering the ability to generate code from natural language prompts or partial code inputs. Notable examples of these tools include…

Software Engineering · Computer Science 2023-10-24 Burak Yetiştiren , Işık Özsoy , Miray Ayerdem , Eray Tüzün

AI coding agents are increasingly integrated into modern software engineering workflows, actively collaborating with human developers to create pull requests (PRs) in open-source repositories. Although coding agents improve developer…

Software Engineering · Computer Science 2026-03-31 K M Ferdous , Dipayan Banik , Kowshik Chowdhury , Shazibul Islam Shamim

AI coding agents are rapidly transforming software engineering by performing tasks such as feature development, debugging, and testing. Despite their growing impact, the research community lacks a comprehensive dataset capturing how these…

Software Engineering · Computer Science 2026-02-11 Hao Li , Haoxiang Zhang , Ahmed E. Hassan