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This paper investigates the quality of source code comments automatically generated by Large Language Models (LLMs). While AI-based comment generation has emerged as a promising solution to reduce developers' documentation effort, prior…

Software Engineering · Computer Science 2025-12-02 Ian Guelman , Arthur Gregório Leal , Laerte Xavier , Marco Tulio Valente

Refactoring is widely recognized as one of the efficient techniques to manage technical debt and maintain a healthy software project through enforcing best design practices or coping with design defects. Previous refactoring surveys have…

Software Engineering · Computer Science 2021-09-24 Eman Abdullah AlOmar , Anthony Peruma , Mohamed Wiem Mkaouer , Christian D. Newman , Ali Ouni

With the recent advancement of Artificial Intelligence (AI) and Large Language Models (LLMs), AI-based code generation tools become a practical solution for software development. GitHub Copilot, the AI pair programmer, utilizes machine…

Software Engineering · Computer Science 2024-09-04 Xiyu Zhou , Peng Liang , Beiqi Zhang , Zengyang Li , Aakash Ahmad , Mojtaba Shahin , Muhammad Waseem

Code reviews are one of the effective methods to estimate defectiveness in source code. However, the existing methods are dependent on experts or inefficient. In this paper, we improve the performance (in terms of speed and memory usage) of…

Software Engineering · Computer Science 2021-04-30 Ritu Kapur , Balwinder Sodhi , Poojith U Rao , Shipra Sharma

Programming question and answer (Q & A) websites, such as Quora, Stack Overflow, and Yahoo! Answer etc. helps us to understand the programming concepts easily and quickly in a way that has been tested and applied by many software…

Social and Information Networks · Computer Science 2015-08-17 Ranjitha R. K. , Sanjay Singh

Developers are increasingly using services such as Dependabot to automate dependency updates. However, recent research has shown that developers perceive such services as unreliable, as they heavily rely on test coverage to detect conflicts…

Software Engineering · Computer Science 2021-09-27 Joseph Hejderup , Georgios Gousios

We present a comprehensive dataset of Java vulnerability-fixing commits (VFCs) to advance research in Java vulnerability analysis. Our dataset, derived from thousands of open-source Java projects on GitHub, comprises two variants: JavaVFC…

Software Engineering · Computer Science 2024-09-10 Tan Bui , Yan Naing Tun , Yiran Cheng , Ivana Clairine Irsan , Ting Zhang , Hong Jin Kang

Fixing software faults contributes significantly to the cost of software maintenance and evolution. Techniques for reducing these costs require datasets of software faults, as well as an understanding of the faults, for optimal testing and…

Software Engineering · Computer Science 2025-08-13 Dylan Callaghan , Alexandra van der Spuy , Bernd Fischer

In this work, we developed an algorithm for detecting code quality issues in the templates of online programming tasks, validated it, and conducted an empirical study on the dataset of student solutions. The algorithm consists of analyzing…

Software Engineering · Computer Science 2023-04-26 Anastasiia Birillo , Elizaveta Artser , Yaroslav Golubev , Maria Tigina , Hieke Keuning , Nikolay Vyahhi , Timofey Bryksin

Norms are behavioral expectations in communities. Online communities are also expected to abide by the rules and regulations that are expressed in the code of conduct of a system. Even though community authorities continuously prompt their…

Social and Information Networks · Computer Science 2022-11-02 Jithin Cheriyan , Bastin Tony Roy Savarimuthu , Stephen Cranefield

On Stack Overflow, developers can not only browse question posts to solve their programming problems but also gain expertise from the question posts to help improve their programming skills. Therefore, improving the quality of question…

Software Engineering · Computer Science 2022-02-22 Ke Liu , Guang Yang , Xiang Chen , Chi Yu

Context: Software Engineering research makes use of collections of software artifacts (corpora) to derive empirical evidence from. Goal: To improve quality and reproducibility of research, we need to understand the characteristics of used…

Software Engineering · Computer Science 2013-04-04 Ekaterina Pek , Ralf Lämmel

Test-based automated program repair has been a prolific field of research in software engineering in the last decade. Many approaches have indeed been proposed, which leverage test suites as a weak, but affordable, approximation to program…

Context: Stack Overflow (SO) has won the intention from software engineers (e.g., architects) to learn, practice, and utilize development knowledge, such as Architectural Knowledge (AK). But little is known about AK communicated in SO,…

Software Engineering · Computer Science 2023-01-06 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin , Arif Ali Khan

Comments are an integral part of software development; they are natural language descriptions associated with source code elements. Understanding explicit associations can be useful in improving code comprehensibility and maintaining the…

Computation and Language · Computer Science 2019-12-17 Sheena Panthaplackel , Milos Gligoric , Raymond J. Mooney , Junyi Jessy Li

Developers spend 70% of their time understanding code. Code that is easy to read can save time, while hard-to-read code can lead to the introduction of bugs. However, it is difficult to establish what makes code more understandable.…

Software Engineering · Computer Science 2021-10-05 Delano Oliveira

"AI slop", that is, low-quality AI-generated content, is increasingly affecting software development, from generated code and pull requests to documentation and bug reports. However, there is limited empirical research on how developers…

Software Engineering · Computer Science 2026-03-31 Sebastian Baltes , Marc Cheong , Christoph Treude

Code super-optimization is the task of transforming any given program to a more efficient version while preserving its input-output behaviour. In some sense, it is similar to the paraphrase problem from natural language processing where the…

Machine Learning · Computer Science 2017-06-29 Rudy Bunel , Alban Desmaison , M. Pawan Kumar , Philip H. S. Torr , Pushmeet Kohli

Developers reuse programming-related knowledge on Q&A sites that functionally matches the programming problems they encounter in their development. Despite extensive research on Q&A sites, being a high-level and important type of…

Software Engineering · Computer Science 2025-05-20 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin

Software redesign preserves functionality while improving quality attributes, but manual reuse of code and tests is costly and error-prone, especially in crossrepository redesigns. Focusing on static analyzers where cross-repo redesign…

Software Engineering · Computer Science 2026-04-13 Xiaowen Zhang , Huaien Zhang , Shin Hwei Tan
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