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The field of deep learning has witnessed significant breakthroughs, spanning various applications, and fundamentally transforming current software capabilities. However, alongside these advancements, there have been increasing concerns…

Machine Learning · Computer Science 2025-05-07 Nikita Ravi , Abhinav Goel , James C. Davis , George K. Thiruvathukal

LLMs show strong performance in code generation, but their outputs lack correctness guarantees. Sample-based uncertainty estimators address this by generating multiple candidate programs and measuring their disagreement. However, existing…

Software Engineering · Computer Science 2026-05-12 Weilin He , Arindam Sharma , Cristina David

The availability of open-source projects facilitates developers to contribute and collaborate on a wide range of projects. As a result, the developer community contributing to such open-source projects is also increasing. Many of the…

Software Engineering · Computer Science 2021-03-02 Akhila Sri Manasa Venigalla , Sridhar Chimalakonda

Several closed-source LLMs have consistently outperformed open-source alternatives in program repair tasks, primarily due to their superior reasoning capabilities and extensive pre-training. This paper introduces Repairity, a novel…

Software Engineering · Computer Science 2025-06-05 Xunzhu Tang , Jacques Klein , Tegawendé F. Bissyandé

Large Language Models (LLMs) are increasingly deployed to resolve real-world GitHub issues. However, despite their potential, the specific failure modes of these models in complex repair tasks remain poorly understood. To characterize how…

Software Engineering · Computer Science 2026-05-13 Yanjie Jiang , Yian Huang , Guancheng Wang , Junjie Chen , Hui Liu , Lionel Briand

Pre-Requirement Specification traceability is the activity of capturing relations between requirements and their sources, in particular user needs. Requirements are formal technical specifications in the solution space; needs are natural…

Software Engineering · Computer Science 2007-05-23 Ramya Ravichandar , James D. Arthur , Manuel Pérez-Quiñones

Traceability approves trace links among software artifacts based on whether two artifacts are related by system functionalities. The traces are valuable for software development, but are difficult to obtain manually. To cope with the costly…

Software Engineering · Computer Science 2022-09-07 Hui Gao , Hongyu Kuang , Kexin Sun , Xiaoxing Ma , Alexander Egyed , Patrick Mäder , Guoping Rong , Dong Shao , He Zhang

Safety-critical system's failure or malfunction can cause loss of human lives or damage to the physical environment; therefore, continuous safety assessment is crucial for such systems. In many domains this includes the use of Safety…

Software Engineering · Computer Science 2023-07-17 Ankit Agrawal , Jane Cleland-Huang

Software testing is crucial for ensuring the correctness and reliability of software systems. Automated generation of issue reproduction tests from natural language issue descriptions enhances developer productivity by simplifying root…

Software Engineering · Computer Science 2026-01-21 Aditya Bharat Soni , Rajat Ghosh , Vaishnavi Bhargava , Valerie Chen , Debojyoti Dutta

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…

Software Engineering · Computer Science 2025-11-12 Sharif Ahmed , Addi Malviya Thakur , Gregory R. Watson , Nasir U. Eisty

An essential part of research and scientific communication is researchers' ability to reproduce the results of others. While there have been increasing standards for authors to make data and code available, many of these files are hard to…

Digital Libraries · Computer Science 2021-09-23 Layan Bahaidarah , Ethan Hung , Andreas F. De Melo Oliveira , Jyotsna Penumaka , Lukas Rosario , Ana Trisovic

An issue documents discussions around required changes in issue-tracking systems, while a commit contains the change itself in the version control systems. Recovering links between issues and commits can facilitate many software evolution…

Software Engineering · Computer Science 2021-07-06 Pooya Rostami Mazrae , Maliheh Izadi , Abbas Heydarnoori

Open source software (OSS) generates trillions of dollars in economic value and has become essential to the technical infrastructures that power organizations worldwide. As these systems increasingly depend on OSS, understanding the…

Software Engineering · Computer Science 2026-01-06 Elijah Kayode Adejumo , Mariam Guizani , Brittany Johnson

Large Language Models (LLMs) are widely used in software development tasks nowadays. Unlike reusing code taken from the Web, for LLMs' generated code, developers are concerned about its lack of trustworthiness and possible copyright or…

Software Engineering · Computer Science 2025-10-02 Daniele Bifolco , Guido Annicchiarico , Pierluigi Barbiero , Massimiliano Di Penta , Fiorella Zampetti

Large Language Models (LLMs) have gained attention for addressing coding problems, but their effectiveness in fixing code maintainability remains unclear. This study evaluates LLMs capability to resolve 127 maintainability issues from 10…

Software Engineering · Computer Science 2025-02-05 Henrique Nunes , Eduardo Figueiredo , Larissa Rocha , Sarah Nadi , Fischer Ferreira , Geanderson Esteves

Software projects frequently use automation tools to perform repetitive activities in the distributed software development process. Recently, GitHub introduced GitHub Actions, a feature providing automated workflows for software projects.…

Software Engineering · Computer Science 2024-01-24 Mairieli Wessel , Joseph Vargovich , Marco A. Gerosa , Christoph Treude

The current Web has no general mechanisms to make digital artifacts --- such as datasets, code, texts, and images --- verifiable and permanent. For digital artifacts that are supposed to be immutable, there is moreover no commonly accepted…

Cryptography and Security · Computer Science 2015-07-08 Tobias Kuhn , Michel Dumontier

Large language models (LLMs) have demonstrated strong performance on function-level code generation benchmarks, yet real-world software development increasingly demands class-level implementations that integrate multiple methods,…

Software Engineering · Computer Science 2025-11-06 Musfiqur Rahman , SayedHassan Khatoonabadi , Emad Shihab

Identifying medication discontinuations in electronic health records (EHRs) is vital for patient safety but is often hindered by information being buried in unstructured notes. This study aims to evaluate the capabilities of advanced…

Computation and Language · Computer Science 2025-11-10 Chong Shao , Douglas Snyder , Chiran Li , Bowen Gu , Kerry Ngan , Chun-Ting Yang , Jiageng Wu , Richard Wyss , Kueiyu Joshua Lin , Jie Yang

In a wave of growth, open-source projects need to modernize and change how they deal with processes, methods, and communication with their contributors. We could observe that open-source projects are constantly evolving to improve their…

Software Engineering · Computer Science 2021-10-05 Joselito Júnior , Gláucya Boechat , Ivan Machado