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Docker allows for the packaging of applications and dependencies, and its instructions are described in Dockerfiles. Nowadays, version pinning is recommended to avoid unexpected changes in the latest version of a package. However, version…

Software Engineering · Computer Science 2023-05-08 Takeru Tanaka , Hideaki Hata , Bodin Chinthanet , Raula Gaikovina Kula , Kenichi Matsumoto

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…

Software Engineering · Computer Science 2025-09-11 Junhao Wang , Daoguang Zan , Shulin Xin , Siyao Liu , Yurong Wu , Kai Shen

Background: Machine Learning (ML) systems rely on data to make predictions, the systems have many added components compared to traditional software systems such as the data processing pipeline, serving pipeline, and model training. Existing…

Software Engineering · Computer Science 2022-09-22 Tuan Dung Lai , Anj Simmons , Scott Barnett , Jean-Guy Schneider , Rajesh Vasa

Software packages developed and distributed through package managers extensively depend on other packages. These dependencies are regularly updated, for example to add new features, resolve bugs or fix security issues. In order to take full…

Software Engineering · Computer Science 2018-06-14 Alexandre Decan , Tom Mens , Eleni Constantinou

Bug reports provide critical insights into software quality, yet existing datasets often suffer from limited scope, outdated content, or insufficient metadata for machine learning. To address these limitations, we present GitBugs-a…

Software Engineering · Computer Science 2026-04-30 Avinash Patil , Siru Tao , Aryan Jadon

Software quality is considered as one of the most important challenges in software engineering. It has many dimensions which differ from users' point of view that depend on their requirements. Therefore, those dimensions lead to difficulty…

Software Engineering · Computer Science 2019-06-21 Anas Shatnawi

Background: Data mining and analyzing of public Git software repositories is a growing research field. The tools used for studies that investigate a single project or a group of projects have been refined, but it is not clear whether the…

Software Engineering · Computer Science 2020-08-18 Adam Tutko , Austin Henley , Audris Mockus

Relying on dependency packages accelerates software development, but it also increases the exposure to security vulnerabilities that may be present in dependencies. While developers have full control over which dependency packages (and…

Software Engineering · Computer Science 2023-10-13 Abbas Javan Jafari , Diego Elias Costa , Ahmad Abdellatif , Emad Shihab

Online collaboration platforms such as GitHub have provided software developers with the ability to easily reuse and share code between repositories. With clone-and-own and forking becoming prevalent, maintaining these shared files is…

Software Engineering · Computer Science 2021-02-15 Hideaki Hata , Raula Gaikovina Kula , Takashi Ishio , Christoph Treude

A risk in adopting third-party dependencies into an application is their potential to serve as a doorway for malicious code to be injected (most often unknowingly). While many initiatives from both industry and research communities focus on…

Software Engineering · Computer Science 2023-09-11 Supatsara Wattanakriengkrai , Raula Gaikovina Kula , Christoph Treude , Kenichi Matsumoto

Git is used as the distributed version control system for many open-source software projects. One Git-based service, GitHub, is the most common code hosting and repository service for open-source software projects. For researchers that…

Software Engineering · Computer Science 2021-01-22 Abdulkadir Şeker , Banu Diri , Halil Arslan , Mehmet Fatih Amasyalı

Third-party libraries (TPLs) are frequently reused in software to reduce development cost and the time to market. However, external library dependencies may introduce vulnerabilities into host applications. The issue of library dependency…

Software Engineering · Computer Science 2022-09-21 Wei Tang , Zhengzi Xu , Chengwei Liu , Jiahui Wu , Shouguo Yang , Yi Li , Ping Luo , Yang Liu

Large organizations have diverse product offerings to meet various business needs. To increase revenue, its common these days to offer software products as integrated product suite(s) rather than individual products. Creating and…

Software Engineering · Computer Science 2017-10-03 Sai Anirudh Karre , Y. Raghu Reddy

Cross-community collaboration can exploit the expertise and knowledges of crowds in different communities. Recently increasing users in open source software (OSS) community like GitHub attempt to gather software requirements from question…

Software Engineering · Computer Science 2020-08-07 Hao Huang , Yao Lu , Xinjun Mao

Software systems rely heavily on open source software (OSS) libraries, which offer benefits but also pose risks. When vulnerabilities arise, the OSS community may struggle to address them due to inactivity or lack of resources. Research…

Software Engineering · Computer Science 2025-08-07 Alexandros Tsakpinis , Alexander Pretschner

Retrieval-Augmented Generation allows to enhance Large Language Models with external knowledge. In response to the recent popularity of generative LLMs, many RAG approaches have been proposed, which involve an intricate number of different…

Computation and Language · Computer Science 2024-07-02 David Rau , Hervé Déjean , Nadezhda Chirkova , Thibault Formal , Shuai Wang , Vassilina Nikoulina , Stéphane Clinchant

Third party libraries are used to integrate existing solutions for common problems and help speed up development. The use of third party libraries, however, can carry risks, for example through vulnerabilities in these libraries. Studying…

Software Engineering · Computer Science 2022-06-14 Kristiina Rahkema , Dietmar Pfahl

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

Two large, open source software systems are analyzed from the vantage point of complex adaptive systems theory. For both systems, the full dependency graphs are constructed and their properties are shown to be consistent with the assumption…

Adaptation and Self-Organizing Systems · Physics 2010-01-19 G. A. Kohring

The issue-resolving task, where a model generates patches to fix real-world bugs, has emerged as a critical benchmark for evaluating the capabilities of large language models (LLMs). While SWE-bench and its variants have become standard in…