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Large language model (LLM)-based coding agents achieve impressive results on controlled benchmarks yet routinely produce pull requests that real maintainers reject. The root cause is not functional incorrectness but a lack of organicity:…

Software Engineering · Computer Science 2026-03-30 Mo Li , L. H. Xu , Qitai Tan , Ting Cao , Yunxin Liu

Code reuse is an important part of software development. The adoption of code reuse practices is especially common among Node.js developers. The Node.js package manager, NPM, indexes over 1 Million packages and developers often seek out…

Software Engineering · Computer Science 2023-01-03 Brittany Reid , Marcelo d`Amorim , Markus Wagner , Christoph Treude

Context: Requirements prioritization is a challenging problem that is aimed to deliver the most suitable subset from a pool of candidate requirements. The problem is NP-hard when formulated as an optimization problem. Feedback from end…

Software Engineering · Computer Science 2026-03-31 Aurek Chattopadhyay , Nan Niu , Hui Liu , Jianzhang Zhang

The Age-of-Information is an important metric for investigating the timeliness performance in information-update systems. In this paper, we study the AoI minimization problem under a new Pull model with replication schemes, where a user…

Networking and Internet Architecture · Computer Science 2022-05-30 Fengjiao Li , Yu Sang , Zhongdong Liu , Bin Li , Huasen Wu , Bo Ji

Labels on platforms such as GitHub support triage and coordination, yet little is known about how well they align with code modifications or how such alignment affects collaboration across contributor experience levels. We present a case…

To advance understanding on how to engage readers, we advocate the novel task of automatic pull quote selection. Pull quotes are a component of articles specifically designed to catch the attention of readers with spans of text selected…

Computation and Language · Computer Science 2020-10-15 Tanner Bohn , Charles X. Ling

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

Large language models (LLMs) require alignment to effectively and safely follow user instructions. This process necessitates training an aligned version for every base model, resulting in significant computational overhead. In this work, we…

Computation and Language · Computer Science 2025-06-05 Yu Fei , Yasaman Razeghi , Sameer Singh

Modern code review is a critical and indispensable practice in a pull-request development paradigm that prevails in Open Source Software (OSS) development. Finding a suitable reviewer in projects with massive participants thus becomes an…

Software Engineering · Computer Science 2022-05-04 Guoping Rong , Yifan Zhang , Lanxin Yang , Fuli Zhang , Hongyu Kuang , He Zhang

Background. Pull requests are a common practice for contributing and reviewing contributions, and are employed both in open-source and industrial contexts. One of the main goals of code reviews is to find defects in the code, allowing…

Software Engineering · Computer Science 2019-08-27 Valentina Lenarduzzi , Vili Nikkola , Nyyti Saarimäki , Davide Taibi

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

Many startups and companies worldwide have been using project management software and tools to monitor, track and manage their projects. For software projects, the number of tasks from the beginning to the end is quite a large number that…

Information Retrieval · Computer Science 2022-05-13 Quynh Nguyen , Dac H. Nguyen , Son T. Huynh , Hoa K. Dam , Binh T. Nguyen

Background. From information theory, surprisal is a measurement of how unexpected an event is. Statistical language models provide a probabilistic approximation of natural languages, and because surprisal is constructed with the probability…

Computation and Language · Computer Science 2022-04-18 James Caddy , Markus Wagner , Christoph Treude , Earl T. Barr , Miltiadis Allamanis

Encountering outdated documentation is not a rare occurrence for developers and users in the software engineering community. To ensure that software documentation is up-to-date, developers often have to manually check whether the…

Software Engineering · Computer Science 2023-07-11 Wen Siang Tan , Markus Wagner , Christoph Treude

GitHub's Copilot for Pull Requests (PRs) is a promising service aiming to automate various developer tasks related to PRs, such as generating summaries of changes or providing complete walkthroughs with links to the relevant code. As this…

Software Engineering · Computer Science 2024-02-15 Tao Xiao , Hideaki Hata , Christoph Treude , Kenichi Matsumoto

With the urgent need to secure supply chains among Open Source libraries, attention has focused on mitigating vulnerabilities detected in these libraries. Although awareness has improved recently, most studies still report delays in the…

Software Engineering · Computer Science 2024-06-18 Ruksit Rojpaisarnkit , Hathaichanok Damrongsiri , Christoph Treude , Ali Ouni , Raula Gaikovina Kula

Procrastination causes student stress, reduced learning and performance, and results in very busy help sessions immediately before deadlines. A key challenge is encouraging students to complete assignments earlier rather than waiting until…

Computers and Society · Computer Science 2023-11-28 Kevin Wang , Ramon Lawrence

Code review is a common process that is used by developers, in which a reviewer provides useful comments or points out defects in the submitted source code changes via pull request. Code review has been widely used for both industry and…

Software Engineering · Computer Science 2019-12-23 JingKai Siow , Cuiyun Gao , Lingling Fan , Sen Chen , Yang Liu

It is known that user-centered approaches to requirements engineering in general lead to a better suited product for the end-users. LLM4RE provides promising approaches to support the requirements elicitation process (e.g. classification of…

Software Engineering · Computer Science 2026-05-14 Cedric Wellhausen , Laura Reinhardt , Kurt Schneider

Developer turnover is inevitable on software projects and leads to knowledge loss, a reduction in productivity, and an increase in defects. Mitigation strategies to deal with turnover tend to disrupt and increase workloads for developers.…

Software Engineering · Computer Science 2023-12-29 Fahimeh Hajari , Samaneh Malmir , Ehsan Mirsaeedi , Peter C. Rigby
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