English
Related papers

Related papers: Does AI Code Review Lead to Code Changes? A Case S…

200 papers

The increasing use of Generative Artificial Intelligence (GAI) tools in education highlights the need to understand their influence on individuals' thinking processes and agency. This research explored 20 university students' interaction…

Human-Computer Interaction · Computer Science 2024-12-02 Tianlong Zhong , Gaoxia Zhu , Kang You Lim , Yew Soon Ong

The rapid advancements in Generative AI (GenAI) tools, such as ChatGPT and GitHub Copilot, are transforming software engineering by automating code generation tasks. While these tools improve developer productivity, they also present…

Software Engineering · Computer Science 2024-09-04 Alyssia Chen , Timothy Huo , Yunhee Nam , Dan Port , Anthony Peruma

While recent research has explored AI tools' ability to classify the quality of mathematical tasks (arXiv:2603.03512), little is known about their capacity to increase the quality of existing tasks. This study investigated whether AI tools…

Artificial Intelligence · Computer Science 2026-04-15 Danielle S. Fox , Brenda L. Robles , Elizabeth DiPietro Brovey , Christian D. Schunn

AI-based code assistants are increasingly popular as a means to enhance productivity and improve code quality. This study compares four AI-based code assistants, GitHub Copilot, Tabnine, ChatGPT, and Google Bard, in method generation tasks,…

Software Engineering · Computer Science 2024-02-15 Vincenzo Corso , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

Automation of code reviews using AI models has garnered substantial attention in the software engineering community as a strategy to reduce the cost and effort associated with traditional peer review processes. These models are typically…

Software Engineering · Computer Science 2025-04-24 Leonardo Centellas-Claros , Juan J. Alonso-Lecaros , Juan Pablo Sandoval Alcocer , Andres Neyem

This paper explores a novel method for enhancing binary classification models that assess code comment quality, leveraging Generative Artificial Intelligence to elevate model performance. By integrating 1,437 newly generated code-comment…

Software Engineering · Computer Science 2024-10-30 Seetharam Killivalavan , Durairaj Thenmozhi

Code review is one of the key processes in the software development lifecycle and is essential to maintain code quality. However, manual code review is subjective and time consuming. Given its rule-based nature, code review is well suited…

Software Engineering · Computer Science 2025-07-25 Busra Icoz , Goksel Biricik

We present an approach for estimating the fraction of text in a large corpus which is likely to be substantially modified or produced by a large language model (LLM). Our maximum likelihood model leverages expert-written and AI-generated…

The advent of strong generative AI has a considerable impact on various software engineering tasks such as code repair, test generation, or language translation. While tools like GitHub Copilot are already in widespread use in interactive…

Software Engineering · Computer Science 2025-12-03 Martin Weiss , Jesko Hecking-Harbusch , Jochen Quante , Matthias Woehrle

Readability models and tools have been proposed to measure the effort to read code. However, these models are not completely able to capture the quality improvements in code as perceived by developers. To investigate possible features for…

Software Engineering · Computer Science 2023-09-07 Carlos Eduardo C. Dantas , Adriano M. Rocha , Marcelo A. Maia

Software engineering agents have shown significant promise in writing code. As AI agents permeate code writing, and generate huge volumes of code automatically -- the matter of code quality comes front and centre. As the automatically…

Software Engineering · Computer Science 2026-04-08 Yuntong Zhang , Zhiyuan Pan , Imam Nur Bani Yusuf , Haifeng Ruan , Ridwan Shariffdeen , Abhik Roychoudhury

Large Language Models (LLMs) are increasingly relevant in Software Engineering research and practice, with Automated Bug Fixing (ABF) being one of their key applications. ABF involves transforming a buggy method into its fixed equivalent. A…

Software Engineering · Computer Science 2026-02-02 Antonio Vitale , Emanuela Guglielmi , Simone Scalabrino , Rocco Oliveto

Appropriate comments of code snippets provide insight for code functionality, which are helpful for program comprehension. However, due to the great cost of authoring with the comments, many code projects do not contain adequate comments.…

Artificial Intelligence · Computer Science 2017-11-28 Wenhao Zheng , Hong-Yu Zhou , Ming Li , Jianxin Wu

The increasing use of large language model (LLM)-powered code generation tools, such as GitHub Copilot, is transforming software engineering practices. This paper investigates how developers validate and repair code generated by Copilot and…

Software Engineering · Computer Science 2024-05-28 Ningzhi Tang , Meng Chen , Zheng Ning , Aakash Bansal , Yu Huang , Collin McMillan , Toby Jia-Jun Li

AI coding agents are reshaping software development through both autonomous and human-mediated pull requests (PRs). When developers use AI agents to generate code under their own accounts, code authorship attribution becomes critical for…

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

Recent advancements in large language models, including GPT-4 and its variants, and Generative AI-assisted coding tools like GitHub Copilot, ChatGPT, and Tabnine, have significantly transformed software development. This paper analyzes how…

Software Engineering · Computer Science 2024-11-05 Vijay Joshi , Iver Band

Despite the popularity and importance of modern code review, the understanding of the cognitive processes that enable reviewers to analyze code and provide meaningful feedback is lacking. To address this gap, we observed and interviewed ten…

Software Engineering · Computer Science 2025-03-28 Pavlína Wurzel Gonçalves , Pooja Rani , Margaret-Anne Storey , Diomidis Spinellis , Alberto Bacchelli

We formulate the novel task of automatically updating an existing natural language comment based on changes in the body of code it accompanies. We propose an approach that learns to correlate changes across two distinct language…

Computation and Language · Computer Science 2020-04-29 Sheena Panthaplackel , Pengyu Nie , Milos Gligoric , Junyi Jessy Li , Raymond J. Mooney

Code comments are important for program comprehension, development, and maintenance tasks. Given the varying standards for code comments, and their unstructured or semi-structured nature, developers get easily confused (especially novice…

Software Engineering · Computer Science 2023-04-26 Pooja Rani , Mathias Birrer , Sebastiano Panichella , Mohammad Ghafari , Oscar Nierstrasz

Code review is a critical practice in modern software engineering, helping developers detect defects early, improve code quality, and facilitate knowledge sharing. With the rapid advancement of large language models (LLMs), a growing body…

Software Engineering · Computer Science 2026-02-17 Taufiqul Islam Khan , Shaowei Wang , Haoxiang Zhang , Tse-Hsun Chen