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A commit message describes the main code changes in a commit and plays a crucial role in software maintenance. Existing commit message generation (CMG) approaches typically frame it as a direct mapping which inputs a code diff and produces…

软件工程 · 计算机科学 2025-07-24 Bo Xiong , Linghao Zhang , Chong Wang , Peng Liang

Commit Message Generation (CMG) approaches aim to automatically generate commit messages based on given code diffs, which facilitate collaboration among developers and play a critical role in Open-Source Software (OSS). Very recently, Large…

软件工程 · 计算机科学 2024-11-07 Pengyu Xue , Linhao Wu , Zhongxing Yu , Zhi Jin , Zhen Yang , Xinyi Li , Zhenyu Yang , Yue Tan

Commit message is one of the most important textual information in software development and maintenance. However, it is time-consuming to write commit messages manually. Commit Message Generation (CMG) has become a research hotspot.…

软件工程 · 计算机科学 2024-10-04 Linghao Zhang , Hongyi Zhang , Chong Wang , Peng Liang

Commit messages are crucial for documenting software changes, aiding in program comprehension and maintenance. However, creating effective commit messages is often overlooked by developers due to time constraints and varying levels of…

软件工程 · 计算机科学 2025-04-18 Varun Kumar Palakodeti , Abbas Heydarnoori

Commit messages are crucial in software development, supporting maintenance tasks and communication among developers. While Large Language Models (LLMs) have advanced Commit Message Generation (CMG) using various software contexts, some…

软件工程 · 计算机科学 2025-03-19 Jiawei Li , David Faragó , Christian Petrov , Iftekhar Ahmed

Commit messages are explanations of changes made to a codebase that are stored in version control systems. They help developers understand the codebase as it evolves. However, writing commit messages can be tedious and inconsistent among…

软件工程 · 计算机科学 2024-02-05 Cristina V. Lopes , Vanessa I. Klotzman , Iris Ma , Iftekar Ahmed

A commit message is a textual description of the code changes in a commit, which is a key part of the Git version control system (VCS). It captures the essence of software updating. Therefore, it can help developers understand code…

软件工程 · 计算机科学 2024-01-17 Linghao Zhang , Jingshu Zhao , Chong Wang , Peng Liang

Commit messages are natural language descriptions of code changes, which are important for program understanding and maintenance. However, writing commit messages manually is time-consuming and laborious, especially when the code is updated…

软件工程 · 计算机科学 2021-07-27 Wei Tao , Yanlin Wang , Ensheng Shi , Lun Du , Shi Han , Hongyu Zhang , Dongmei Zhang , Wenqiang Zhang

A key issue in collaborative software development is communication among developers. One modality of communication is a commit message, in which developers describe the changes they make in a repository. As such, commit messages serve as an…

软件工程 · 计算机科学 2022-02-08 Yingchen Tian , Yuxia Zhang , Klaas-Jan Stol , Lin Jiang , Hui Liu

Commit messages are crucial to software development, allowing developers to track changes and collaborate effectively. Despite their utility, most commit messages lack important information since writing high-quality commit messages is…

软件工程 · 计算机科学 2023-08-16 Aleksandra Eliseeva , Yaroslav Sokolov , Egor Bogomolov , Yaroslav Golubev , Danny Dig , Timofey Bryksin

Commit messages are crucial in software development, supporting maintenance tasks and communication among developers. While Large Language Models (LLMs) have advanced Commit Message Generation (CMG) using various software contexts, some…

软件工程 · 计算机科学 2025-01-20 Jiawei Li , David Faragó , Christian Petrov , Iftekhar Ahmed

Commit message is a document that summarizes source code changes in natural language. A good commit message clearly shows the source code changes, so this enhances collaboration between developers. Therefore, our work is to develop a model…

计算与语言 · 计算机科学 2021-06-01 Tae-Hwan Jung

Commit messages play an important role in several software engineering tasks such as program comprehension and understanding program evolution. However, programmers neglect to write good commit messages. Hence, several Commit Message…

软件工程 · 计算机科学 2022-04-21 Samanta Dey , Venkatesh Vinayakarao , Monika Gupta , Sampath Dechu

When a Commit Message Generation (CMG) system is integrated into the IDEs and other products at JetBrains, we perform online evaluation based on user acceptance of the generated messages. However, performing online experiments with every…

Commit messages concisely describe code changes in natural language and are important for software maintenance. Several approaches have been proposed to automatically generate commit messages, but they still suffer from critical…

软件工程 · 计算机科学 2025-02-27 Yifan Wu , Yunpeng Wang , Ying Li , Wei Tao , Siyu Yu , Haowen Yang , Wei Jiang , Jianguo Li

Commit messages aid developers in their understanding of a continuously evolving codebase. However, developers not always document code changes properly. Automatically generating commit messages would relieve this burden on developers.…

软件工程 · 计算机科学 2019-11-27 S. R. P. van Hal , M. Post , K. Wendel

Commit messages are essential in software development as they serve to document and explain code changes. Yet, their quality often falls short in practice, with studies showing significant proportions of empty or inadequate messages. While…

软件工程 · 计算机科学 2025-07-16 Qunhong Zeng , Yuxia Zhang , Zexiong Ma , Bo Jiang , Ningyuan Sun , Klaas-Jan Stol , Xingyu Mou , Hui Liu

Commit messages play a key role in documenting the intent behind code changes. However, they are often low-quality, vague, or incomplete, limiting their usefulness. Commit Message Generation (CMG) aims to automatically generate descriptive…

软件工程 · 计算机科学 2026-04-28 Bo Xiong , Linghao Zhang , Zongen Ren , Chong Wang , Peng Liang

High-quality commit messages are critical for maintaining software projects, yet ensuring their consistency and informativeness remains a practical challenge. While the Conventional Commits Specification (CCS) provides a structured format…

软件工程 · 计算机科学 2026-05-05 Zirui Wan , Zhaonan Wu , Xinyi Hou , Yanjie Zhao , Pengcheng Xia , Haoyu Wang

Changes in source code are an inevitable part of software development. They are the results of indispensable activities such as fixing bugs or improving functionality. Descriptions for code changes (commit messages) help people better…

软件工程 · 计算机科学 2023-06-27 Thanh Trong Vu , Thanh-Dat Do , Hieu Dinh Vo
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