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Testing is a critical practice for ensuring software correctness and long-term maintainability. As agentic coding tools increasingly submit pull requests (PRs), it becomes essential to understand how testing appears in these agent-driven…

Software Engineering · Computer Science 2026-01-08 Sabrina Haque , Sarvesh Ingale , Christoph Csallner

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

[This paper has been withdrawn by the author due to updated research available on arXiv (arXiv:1811.01918)] As the modern open-source paradigm makes it easier to contribute to software projects, the number of developers involved in these…

Software Engineering · Computer Science 2020-04-14 Filipe Falcão , Caio Barbosa , Baldoino Fonseca , Alessandro Garcia , Márcio Ribeiro

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

Developers build all the software artifacts in development. Existing work has studied the social behavior in software repositories. In one of the most important software repositories, a bug repository, developers create and update bug…

Software Engineering · Computer Science 2017-04-18 Jifeng Xuan , He Jiang , Zhilei Ren , Weiqin Zou

The rapid adoption of large language models (LLMs) like ChatGPT has introduced new dynamics in software development, particularly within pull request workflows. While prior research has examined the quality of AI-generated code, less is…

Software Engineering · Computer Science 2026-04-07 Daniel Ogenrwot , John Businge

Project based learning (PBL) for software development (we call it software development PBL) has garnered attention as a practical educational method. A number of studies have reported on the introduction of social coding tools such as…

Software Engineering · Computer Science 2020-02-07 Yutsuki Miyashita , Yuki Yamada , Hiroaki Hashiura , Atsuo Hazeyama

AI coding agents increasingly submit pull requests (Agentic-PRs) to open-source repositories, yet their performance is commonly assessed using merge and rejection outcomes alone. We hypothesized that these outcome labels do not reliably…

Coding agents are becoming increasingly capable of completing end-to-end software engineering workflows that previously required a human developer, including raising pull requests (PRs) to propose their changes. However, we still know…

Software Engineering · Computer Science 2026-01-28 Lukas Twist , Jie M. Zhang

Modern programming languages like Java require runtime systems to support the implementation and deployment of software applications in diverse computing platforms and operating systems. These runtime systems are normally developed in…

Software Engineering · Computer Science 2023-10-25 Salma Begum Tamanna , Gias Uddin , Lan Xia , Longyu Zhang

The development of Open-Source Software (OSS) projects relies on the collaborative work of contributors, generally scattered around the world. To enable this collaboration, OSS projects are hosted on social-coding platforms like GitHub,…

Software Engineering · Computer Science 2025-03-10 Sergio Cobos , Javier Luis Cánovas Izquierdo

With the rise of the pull request mechanism in software development, the quality of pull requests has gained more attention. Prior works focus on improving the quality of pull request descriptions and several approaches have been proposed…

Software Engineering · Computer Science 2022-08-09 Ivana Clairine Irsan , Ting Zhang , Ferdian Thung , David Lo , Lingxiao Jiang

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

Background: Evolution of open source projects frequently depends on a small number of core developers. The loss of such core developers might be detrimental for projects and even threaten their entire continuation. However, it is possible…

Software Engineering · Computer Science 2019-06-20 Guilherme Avelino , Eleni Constantinou , Marco Tulio Valente , Alexander Serebrenik

Pull requests are a key part of the collaborative software development and code review process today. However, pull requests can also slow down the software development process when the reviewer(s) or the author do not actively engage with…

Software Engineering · Computer Science 2022-07-05 Chandra Maddila , Sai Surya Upadrasta , Chetan Bansal , Nachiappan Nagappan , Georgios Gousios , Arie van Deursen

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

The use of free and open source software is gaining momentum due to the ever increasing availability and use of the Internet. Organizations are also now adopting open source software, despite some reservations in particular regarding the…

Software Engineering · Computer Science 2015-12-02 Faheem Ahmed , Piers Campbell , Ahmad Jaffar , Luiz Fernando Capretz

Large Language Model (LLM) Agents are advancing quickly, with the increasing leveraging of LLM Agents to assist in development tasks such as code generation. While LLM Agents accelerate code generation, studies indicate they may introduce…

Software Engineering · Computer Science 2026-01-30 Haoming Huang , Pongchai Jaisri , Shota Shimizu , Lingfeng Chen , Sota Nakashima , Gema Rodríguez-Pérez

Open source projects play a significant role in software production. Most of the software projects reuse and build upon the existing open source projects and libraries. While reusing is a time and cost-saving strategy, some of the key…

Software Engineering · Computer Science 2022-08-03 Javad Ghofrani , Paria Heravi , Kambiz A. Babaei , Mohammad Soorati

Ensuring compliance with the General Data Protection Regulation (GDPR) is a crucial aspect of software development. This task, due to its time-consuming nature and requirement for specialized knowledge, is often deferred or delegated to…

Software Engineering · Computer Science 2023-09-13 Feiyang Tang , Bjarte M. Østvold , Magiel Bruntink