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Peer code review locates common coding rule violations and simple logical errors in the early phases of software development, and thus reduces overall cost. However, in GitHub, identifying an appropriate code reviewer for a pull request is…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , Jason A. Collins

In pull-based development systems, code reviews and pull request comments play important roles in improving code quality. In such systems, reviewers attempt to carefully check a piece of code by different unit tests. Unfortunately,…

Software Engineering · Computer Science 2022-05-20 F. Khoshnoud , A. Rezaei Nasab , Z. Toudeji , A. Sami

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

Peer code reviews are crucial for maintaining the quality of the code in software repositories. Developers have introduced a number of software bots to help with the code review process. Despite the benefits of automating code review tasks,…

Software Engineering · Computer Science 2023-05-11 Nivishree Palvannan , Chris Brown

Code review is a widespread practice to improve software quality and transfer knowledge. It is often seen as time-consuming due to the need for manual effort and potential delays. Several AI-assisted tools, such as Qodo, GitHub Copilot, and…

Software quality is an important problem for technology companies, since it substantially impacts the efficiency, usefulness, and maintainability of the final product; hence, code review is a must-do activity for software developers. During…

Social and Information Networks · Computer Science 2022-10-11 Abduljaleel Al-Rubaye , Gita Sukthankar

As software development practices increasingly adopt AI-powered tools, ensuring that such tools can support secure coding has become critical. This study evaluates the effectiveness of GitHub Copilot's recently introduced code review…

Software Engineering · Computer Science 2025-09-18 Amena Amro , Manar H. Alalfi

The evolution of software testing from manual to automated methods has significantly influenced quality assurance (QA) practices. However, challenges persist in post-execution phases, particularly in result analysis and reporting.…

Software Engineering · Computer Science 2024-06-10 Yi Yao , Jun Wang , Yabai Hu , Lifeng Wang , Yi Zhou , Jack Chen , Xuming Gai , Zhenming Wang , Wenjun Liu

Autonomous coding agents increasingly contribute to software development by submitting pull requests on GitHub; yet, little is known about how these contributions integrate into human-driven review workflows. We present a large empirical…

Software Engineering · Computer Science 2026-02-24 Costain Nachuma , Minhaz Zibran

Autonomous coding agents are increasingly deployed as AI teammates in modern software engineering, independently authoring pull requests (PRs) that modify production code at scale. This study aims to systematically characterize how…

Cryptography and Security · Computer Science 2026-01-05 Mohammed Latif Siddiq , Xinye Zhao , Vinicius Carvalho Lopes , Beatrice Casey , Joanna C. S. Santos

Peer code review locates common coding standard violations and simple logical errors in the early phases of software development, and thus, reduces overall cost. Unfortunately, at GitHub, identifying an appropriate code reviewer for a pull…

Software Engineering · Computer Science 2018-07-12 Mohammad Masudur Rahman , Chanchal K. Roy , Jesse Redl , Jason A. Collins

Code review has evolved for decades, from informal peer checking to today's pull request (PR) workflows, yet it remains a largely manual, uneven, and cognitively demanding process. The rise of Artificial Intelligence (AI) coding assistants…

Software Engineering · Computer Science 2026-05-19 Hüseyin Özgür Kamalı , Erdem Tuna , Vahid Haratian , Eray Tüzün

This study investigates the implementation and efficacy of DeputyDev, an AI-powered code review assistant developed to address inefficiencies in the software development process. The process of code review is highly inefficient for several…

Software Engineering · Computer Science 2025-08-14 Vishal Khare , Vijay Saini , Deepak Sharma , Anand Kumar , Ankit Rana , Anshul Yadav

Large language models (LLMs) have recently gained prominence in the field of software development, significantly boosting productivity and simplifying teamwork. Although prior studies have examined task-specific applications, the…

Software Engineering · Computer Science 2025-11-14 Antonio Collante , Samuel Abedu , SayedHassan Khatoonabadi , Ahmad Abdellatif , Ebube Alor , Emad Shihab

Code review is an essential process to ensure the quality of software that identifies potential software issues at an early stage of software development. Among all software issues, security issues are the most important to identify, as…

Software Engineering · Computer Science 2025-10-15 Yun Peng , Kisub Kim , Linghan Meng , Kui Liu

The increasing demand for programming language education and growing class sizes require immediate and personalized feedback. However, traditional code review methods have limitations in providing this level of feedback. As the capabilities…

Software Engineering · Computer Science 2025-06-23 Lee Dong-Kyu

AI assistants for coding are on the rise. However one of the reasons developers and companies avoid harnessing their full potential is the questionable security of the generated code. This paper first reviews the current state-of-the-art…

Cryptography and Security · Computer Science 2024-03-20 Jakub Res , Ivan Homoliak , Martin Perešíni , Aleš Smrčka , Kamil Malinka , Petr Hanacek

Automatic Program Repair (APR) is a brilliant idea: when detecting a bug, also provide suggestions for correcting the program. Progress towards that goal is hindered by the absence of a common frame of reference for the multiplicity of APR…

Software Engineering · Computer Science 2025-02-28 Victoria Kananchuk , Ilgiz Mustafin , Bertrand Meyer

The rapid pace of large-scale software development places increasing demands on traditional testing methodologies, often leading to bottlenecks in efficiency, accuracy, and coverage. We propose a novel perspective on software testing by…

Software Engineering · Computer Science 2025-04-08 Yuchen Wang , Shangxin Guo , Chee Wei Tan

Large language models (LLMs) are increasingly being integrated into software development processes. The ability to generate code and submit pull requests with minimal human intervention, through the use of autonomous AI agents, is poised to…

Software Engineering · Computer Science 2026-02-10 Miku Watanabe , Hao Li , Yutaro Kashiwa , Brittany Reid , Hajimu Iida , Ahmed E. Hassan
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