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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 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 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 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 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 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 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 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

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 explain code changes in a commit and facilitate collaboration among developers. Several commit message generation approaches have been proposed; however, they exhibit limited success in capturing the context of code changes.…

软件工程 · 计算机科学 2024-02-06 Abhinav Reddy Mandli , Saurabhsingh Rajput , Tushar Sharma

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 message generation (CMG) is a challenging task in automated software engineering that aims to generate natural language descriptions of code changes for commits. Previous methods all start from the modified code snippets, outputting…

软件工程 · 计算机科学 2023-09-29 Liran Wang , Xunzhu Tang , Yichen He , Changyu Ren , Shuhua Shi , Chaoran Yan , Zhoujun Li

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

Large language models (LLMs) have rapidly advanced natural language processing, driving significant breakthroughs in tasks such as text generation, machine translation, and domain-specific reasoning. The field now faces a critical dilemma…

计算与语言 · 计算机科学 2025-10-15 Jiya Manchanda , Laura Boettcher , Matheus Westphalen , Jasser Jasser

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

Large language models (LLMs) have shown great potential for the automatic generation of feedback in a wide range of computing contexts. However, concerns have been voiced around the privacy and ethical implications of sending student work…

计算与语言 · 计算机科学 2024-05-09 Charles Koutcheme , Nicola Dainese , Sami Sarsa , Arto Hellas , Juho Leinonen , Paul Denny

Large language models (LLMs) are increasingly capable and prevalent, and can be used to produce creative content. The quality of content is influenced by the prompt used, with more specific prompts that incorporate examples generally…

计算与语言 · 计算机科学 2023-08-28 Samuel Rhys Cox , Ashraf Abdul , Wei Tsang Ooi

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

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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