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Assessing code comment quality is known to be a difficult problem. A number of coding style guidelines have been created with the aim to encourage writing of informative, readable, and consistent comments. However, it is not clear from the…

软件工程 · 计算机科学 2023-04-26 Pooja Rani , Suada Abukar , Nataliia Stulova , Alexandre Bergel , Oscar Nierstrasz

Comments play an important role in updating Stack Overflow (SO) posts. They are used to point out a problem (e.g., obsolete answer and buggy code) in a SO answer or ask for more details about a proposed answer. We refer to this type of…

软件工程 · 计算机科学 2023-04-18 Mohammad Sadegh Sheikhaei , Yuan Tian , Shaowei Wang

Good comments help developers understand software faster and provide better maintenance. However, comments are often missing, generally inaccurate, or out of date. Many of these problems can be avoided by automatic comment generation. This…

软件工程 · 计算机科学 2018-10-17 Sergey Matskevich , Colin S. Gordon

Software comments are critical for human understanding of software, and as such many comment generation techniques have been proposed. However, we find that a systematic evaluation of the factual accuracy of generated comments is rare; only…

软件工程 · 计算机科学 2024-06-24 Sungmin Kang , Louis Milliken , Shin Yoo

Background: Despite the widespread use of automated security defect detection tools, software projects still contain many security defects that could result in serious damage. Such tools are largely context-insensitive and may not cover all…

软件工程 · 计算机科学 2023-07-06 Jiaxin Yu , Liming Fu , Peng Liang , Amjed Tahir , Mojtaba Shahin

Code comments are important artifacts in software systems and play a paramount role in many software engineering (SE) tasks related to maintenance and program comprehension. However, while it is widely accepted that high quality matters in…

Code comments are important for program comprehension, development, and maintenance tasks. Given the varying standards for code comments, and their unstructured or semi-structured nature, developers get easily confused (especially novice…

软件工程 · 计算机科学 2023-04-26 Pooja Rani , Mathias Birrer , Sebastiano Panichella , Mohammad Ghafari , Oscar Nierstrasz

The code review comment (CRC) is pivotal in the process of modern code review. It provides reviewers with the opportunity to identify potential bugs, offer constructive feedback, and suggest improvements. Clear and concise code review…

软件工程 · 计算机科学 2025-04-25 Junkai Chen , Zhenhao Li , Qiheng Mao , Xing Hu , Kui Liu , Xin Xia

Most software maintenance and evolution tasks require developers to understand the source code of their software systems. Software developers usually inspect class comments to gain knowledge about program behavior, regardless of the…

软件工程 · 计算机科学 2023-04-26 Pooja Rani , Sebastiano Panichella , Manuel Leuenberger , Andrea Di Sorbo , Oscar Nierstrasz

Code comments are the primary means to document implementation and facilitate program comprehension. Thus, their quality should be a primary concern to improve program maintenance. While much effort has been dedicated to detecting bad…

软件工程 · 计算机科学 2021-08-26 Arianna Blasi , Nataliia Stulova , Alessandra Gorla , Oscar Nierstrasz

When changing code, developers sometimes neglect updating the related comments, bringing inconsistent or outdated comments. These comments increase the cost of program understanding and greatly reduce software maintainability. Researchers…

软件工程 · 计算机科学 2022-05-03 Hongquan Zhu , Xincheng He , Lei Xu

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

软件工程 · 计算机科学 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

Open-source code development has become widespread in recent years. As a result, open-source software platforms have also become popular, and millions of developers from diverse locations are able to contribute to the same projects. On…

软件工程 · 计算机科学 2021-01-22 Abdulkadir Şeker , Banu Diri , Halil Arslan

We formulate the novel task of automatically updating an existing natural language comment based on changes in the body of code it accompanies. We propose an approach that learns to correlate changes across two distinct language…

计算与语言 · 计算机科学 2020-04-29 Sheena Panthaplackel , Pengyu Nie , Milos Gligoric , Junyi Jessy Li , Raymond J. Mooney

Although peer code review is widely adopted in both commercial and open source development, existing studies suggest that such code reviews often contain a significant amount of non-useful review comments. Unfortunately, to date, no tools…

软件工程 · 计算机科学 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy , Raula G. Kula

Comment updating is an emerging task in software evolution that aims to automatically revise source code comments in accordance with code changes. This task plays a vital role in maintaining code-comment consistency throughout software…

软件工程 · 计算机科学 2025-12-11 Qingyuan Liang , Zeyu Sun , Qihao Zhu , Junhao Hu , Yifan Zhao , Yakun Zhang , Lu Zhang

A source code difference (diff) indicates changes made by comparing new and old source codes, and it can be utilized in code reviews to help developers understand the changes made to the code. Although many diff generation methods have been…

软件工程 · 计算机科学 2024-09-27 Tsukasa Yagi , Shinpei Hayashi

As a software system evolves, its architecture tends to degrade, and gradually impedes software maintenance and evolution activities and negatively impacts the quality attributes of the system. The main root cause behind architecture…

软件工程 · 计算机科学 2023-08-07 Ruiyin Li , Peng Liang , Paris Avgeriou

Code cloning is not only assumed to inflate maintenance costs but also considered defect-prone as inconsistent changes to code duplicates can lead to unexpected behavior. Consequently, the identification of duplicated code, clone detection,…

软件工程 · 计算机科学 2017-11-15 Elmar Juergens , Florian Deissenboeck , Benjamin Hummel , Stefan Wagner

Large Language Models are essential coding assistants, yet their training is predominantly English-centric. In this study, we evaluate the performance of code language models in non-English contexts, identifying challenges in their adoption…