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An important goal for programmers is to minimize cost of identifying and correcting defects in source code. Code review is commonly used for identifying programming defects. However, manual code review has some shortcomings: a) it is time…

Software Engineering · Computer Science 2018-09-13 Balwinder Sodhi , Shipra Sharma

Successful open source communities are constantly looking for new members and helping them become active developers. A common approach for developer onboarding in open source projects is to let newcomers focus on relevant yet easy-to-solve…

Software Engineering · Computer Science 2018-08-17 Christoph Stanik , Lloyd Montgomery , Daniel Martens , Davide Fucci , Walid Maalej

Agent Skills have become a practical way to extend LLM agents by packaging metadata, natural-language instructions, and executable resources into reusable capability bundles. However, this growing Skill ecosystem introduces a new compliance…

Cryptography and Security · Computer Science 2026-05-08 Jiangrong Wu , Yuhong Nan , Yixi Lin , Huaijin Wang , Yuming Xiao , Shuai Wang , Zibin Zheng

Software issue localization, the task of identifying the precise code locations (files, classes, or functions) relevant to a natural language issue description (e.g., bug report, feature request), is a critical yet time-consuming aspect of…

Software Engineering · Computer Science 2026-04-23 Revanth Gangi Reddy , Tarun Suresh , JaeHyeok Doo , Ye Liu , Xuan Phi Nguyen , Yingbo Zhou , Semih Yavuz , Caiming Xiong , Heng Ji , Shafiq Joty

Automatically resolving software issues is crucial for software development in practice, impacting the software quality and user experience. The process of resolving real-world issues encompasses tasks such as question-answering (QA), fault…

Software Engineering · Computer Science 2024-11-28 Ruida Hu , Chao Peng , Jingyi Ren , Bo Jiang , Xiangxin Meng , Qinyun Wu , Pengfei Gao , Xinchen Wang , Cuiyun Gao

[Background] In large open-source software projects, development knowledge is often fragmented across multiple artefacts and contributors such that individual stakeholders are generally unaware of the full breadth of the product features.…

Software Engineering · Computer Science 2024-08-05 Tim Puhlfürß , Lloyd Montgomery , Walid Maalej

Effective prioritization of issue reports in software engineering helps to optimize resource allocation and information recovery. However, manual issue classification is laborious and lacks scalability. As an alternative, many open source…

Software Engineering · Computer Science 2025-06-03 Gabriel Aracena , Kyle Luster , Fabio Santos , Igor Steinmacher , Marco A. Gerosa

How can instructors facilitate spreading out the work in a software engineering or computer science capstone course across time and among team members? Currently teams often compromise the quality of their learning experience by frantically…

Software Engineering · Computer Science 2024-10-17 Spencer Smith , Christopher William Schankula , Lucas Dutton , Christopher Kumar Anand

Many studies have shown the benefits of introducing open-source projects into teaching Software Engineering (SE) courses. However, there are several limitations of existing studies that limit the wide adaptation of open-source projects in a…

Software Engineering · Computer Science 2021-02-16 Shin Hwei Tan , Chunfeng Hu , Ziqiang Li , Xiaowen Zhang , Ying Zhou

In today's digital landscape, the importance of timely and accurate vulnerability detection has significantly increased. This paper presents a novel approach that leverages transformer-based models and machine learning techniques to…

Software Engineering · Computer Science 2025-01-10 Daniele Cipollone , Changjie Wang , Mariano Scazzariello , Simone Ferlin , Maliheh Izadi , Dejan Kostic , Marco Chiesa

Background: The OpenSSF Scorecard is widely used to assess the security posture of open-source software repositories, with the Maintained metric serving as a key indicator of recent maintenance activities, helping users identify actively…

Software Engineering · Computer Science 2026-05-01 Alexandros Tsakpinis , Efe Berk Ergüleç , Emil Schwenger , Alexander Pretschner

Beyond scratch coding, exploiting large-scale code repositories (e.g., GitHub) for practical tasks is vital in real-world software development, yet current benchmarks rarely evaluate code agents in such authentic, workflow-driven scenarios.…

Predictive models for software projects' characteristics have been traditionally based on project-level metrics, employing only little developer-level information, or none at all. In this work we suggest novel metrics that capture temporal…

Software Engineering · Computer Science 2016-12-01 Stanislav Levin , Amiram Yehudai

The ability of an Open Source Software (OSS) project to attract, onboard, and retain any newcomer is vital to its livelihood. Although, evidence suggests an upsurge in novice developers joining social coding platforms (such as GitHub), the…

Software Engineering · Computer Science 2022-04-07 IFraz Rehman , Dong Wang , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Software developed on public platform is a source of data that can be used to make predictions about those projects. While the individual developing activity may be random and hard to predict, the developing behavior on project level can be…

Software Engineering · Computer Science 2022-03-21 Tianpei Xia , Wei Fu , Rui Shu , Rishabh Agrawal , Tim Menzies

This paper illustrates an empirical study of the working efficiency of machine learning techniques in classifying code review text by semantic meaning. The code review comments from the source control repository in GitHub were extracted for…

Software Engineering · Computer Science 2025-08-25 Shadikur Rahman , Umme Ayman Koana , Hasibul Karim Shanto , Mahmuda Akter , Chitra Roy , Aras M. Ismael

Open Source Software (OSS) project success relies on crowd contributions. When an issue arises in pull-request based systems, @-mentions are used to call on people to task; previous studies have shown that @-mentions in discussions are…

Software Engineering · Computer Science 2018-06-25 David Kavaler , Premkumar Devanbu , Vladimir Filkov

GitHub is the world's largest host of source code, with more than 150M repositories. However, most of these repositories are not labeled or inadequately so, making it harder for users to find relevant projects. There have been various…

Software Engineering · Computer Science 2023-11-21 Cezar Sas , Andrea Capiluppi , Claudio Di Sipio , Juri Di Rocco , Davide Di Ruscio

The GitHub issue resolution task aims to resolve issues reported in repositories automatically. With advances in large language models (LLMs), this task has gained increasing attention, and several benchmarks are proposed to evaluate the…

Software Engineering · Computer Science 2025-05-08 Lianghong Guo , Wei Tao , Runhan Jiang , Yanlin Wang , Jiachi Chen , Xilin Liu , Yuchi Ma , Mingzhi Mao , Hongyu Zhang , Zibin Zheng

Conversational large-language models are extensively used for issue resolution tasks. However, not all developer-LLM conversations are useful for effective issue resolution. In this paper, we analyze 686 developer-ChatGPT conversations…

Software Engineering · Computer Science 2025-11-25 Ramtin Ehsani , Sakshi Pathak , Esteban Parra , Sonia Haiduc , Preetha Chatterjee