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Newcomers are critical for the success and continuity of open source software (OSS) projects. To attract newcomers and facilitate their onboarding, many OSS projects recommend tasks for newcomers, such as good first issues (GFIs). Previous…

软件工程 · 计算机科学 2023-02-13 Xin Tan , Yiran Chen , Haohua Wu , Minghui Zhou , Li Zhang

Newcomers onboarding to Open Source Software (OSS) projects face many challenges. Large Language Models (LLMs), like ChatGPT, have emerged as potential resources for answering questions and providing guidance, with many developers now…

软件工程 · 计算机科学 2025-02-12 Italo Santos , Katia Romero Felizardo , Igor Steinmacher , Marco A. Gerosa

Open Source Software (OSS) projects follow diverse lifecycle trajectories shaped by evolving patterns of contribution, coordination, and community engagement. Understanding these trajectories is essential for stakeholders seeking to assess…

软件工程 · 计算机科学 2026-02-16 S M Rakib Ul Karim , Wenyi Lu , Enock Kasaadha , Sean Goggins

GitHub and GitLab are widely used collaborative platforms whose issue-tracking systems contain large volumes of unstructured text, including logs, code snippets, and configuration examples. This creates a significant risk of accidental…

密码学与安全 · 计算机科学 2026-04-09 Md Nafiu Rahman , Sadif Ahmed , Zahin Wahab , Gias Uddin , Rifat Shahriyar

Open source software (OSS) licenses regulate the conditions under which users can reuse, modify, and distribute the software legally. However, there exist various OSS licenses in the community, written in a formal language, which are…

软件工程 · 计算机科学 2023-09-25 Linyu Li , Sihan Xu , Yang Liu , Ya Gao , Xiangrui Cai , Jiarun Wu , Wenli Song , Zheli Liu

Existing innovation metrics inadequately capture software innovation, creating blind spots for researchers and policymakers seeking to understand and foster technological innovation in an increasingly software-defined economy. This paper…

We propose a novel software service recommendation model to help users find their suitable repositories in GitHub. Our model first designs a novel context-induced repository graph embedding method to leverage rich contextual information of…

信息检索 · 计算机科学 2021-12-21 Mingwei Zhang , Jiayuan Liu , Weipu Zhang , Ke Deng , Hai Dong , Ying Liu

Language models have outpaced our ability to evaluate them effectively, but for their future development it is essential to study the frontier of their capabilities. We find real-world software engineering to be a rich, sustainable, and…

计算与语言 · 计算机科学 2024-11-13 Carlos E. Jimenez , John Yang , Alexander Wettig , Shunyu Yao , Kexin Pei , Ofir Press , Karthik Narasimhan

Issue assignment plays a critical role in open-source software (OSS) maintenance, which involves recommending the most suitable developers to address the reported issues. Given the high volume of issue reports in large-scale projects,…

软件工程 · 计算机科学 2025-06-11 Chunying Zhou , Xiaoyuan Xie , Gong Chen , Peng He , Bing Li

Creating large-scale verifiable training datasets for issue-resolving tasks is a critical yet notoriously difficult challenge. Existing methods on automating the Gym environment setup process for real-world issues suffer from low success…

软件工程 · 计算机科学 2025-09-11 Junhao Wang , Daoguang Zan , Shulin Xin , Siyao Liu , Yurong Wu , Kai Shen

More and more users and developers are using Issue Tracking Systems (ITSs) to report issues, including bugs, feature requests, enhancement suggestions, etc. Different information, however, is gathered from users when issues are reported on…

软件工程 · 计算机科学 2019-09-04 Yuxiang Zhu , Minxue Pan , Yu Pei , Tian Zhang

Large language models (LLMs) are increasingly embedded in open-source software (OSS) ecosystems, creating complex interactions among natural language prompts, probabilistic model outputs, and execution-capable components. However, it…

密码学与安全 · 计算机科学 2026-04-16 Fariha Tanjim Shifat , Hariswar Baburaj , Ce Zhou , Jaydeb Sarker , Mia Mohammad Imran

In the rapidly evolving landscape of software development, addressing security vulnerabilities in open-source software (OSS) has become critically important. However, existing research and tools from both academia and industry mainly relied…

软件工程 · 计算机科学 2025-04-01 Lyuye Zhang , Jiahui Wu , Chengwei Liu , Kaixuan Li , Xiaoyu Sun , Lida Zhao , Chong Wang , Yang Liu

In the dynamic landscape of open source software (OSS) development, understanding and addressing incivility within issue discussions is crucial for fostering healthy and productive collaborations. This paper presents a curated dataset of…

软件工程 · 计算机科学 2024-02-07 Ramtin Ehsani , Mia Mohammad Imran , Robert Zita , Kostadin Damevski , Preetha Chatterjee

Context: GitHub hosts an impressive number of high-quality OSS projects. However, selecting "the right tool for the job" is a challenging task, because we do not have precise information about those high-quality projects. Objective: In this…

软件工程 · 计算机科学 2020-03-11 Jailton Coelho , Marco Tulio Valente , Luciano Milen , Luciana L. Silva

Large language models (LLMs) have displayed massive improvements in reasoning and decision-making skills and can hold natural conversations with users. Many recent works seek to augment LLM-based assistants with external tools so they can…

计算与语言 · 计算机科学 2023-11-21 Nicholas Farn , Richard Shin

Large Language Models (LLMs) have advanced rapidly in recent years, with their applications in software engineering expanding to more complex repository-level tasks. GitHub issue resolving is a key challenge among these tasks. While recent…

GitHub plays a critical role in modern software supply chains, making its security an important research concern. Existing studies have primarily focused on CI/CD automation, collaboration patterns, and community management, while abuse…

软件工程 · 计算机科学 2026-04-21 Yuli Cheng , Xiaoyu Zhang , Jiongchi Yu , Shiqing Ma , Chao Shen , Yang Liu

Scientific open-source software (Sci-OSS) projects are critical for advancing research, yet sustaining these projects long-term remains a major challenge. This paper explores the sustainability of Sci-OSS hosted on GitHub, focusing on two…

软件工程 · 计算机科学 2025-11-12 Sharif Ahmed , Addi Malviya Thakur , Gregory R. Watson , Nasir U. Eisty

Accurate project localization (e.g., files and functions) for issue resolution is a critical first step in software maintenance. However, existing benchmarks for issue localization, such as SWE-Bench and LocBench, are limited. They focus…

软件工程 · 计算机科学 2025-10-01 Zejun Zhang , Jian Wang , Qingyun Yang , Yifan Pan , Yi Tang , Yi Li , Zhenchang Xing , Tian Zhang , Xuandong Li , Guoan Zhang