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相关论文: Towards Realistic Evaluation of Commit Message Gen…

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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 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

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

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

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 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 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

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 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 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 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 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

Rerunning a metric-based evaluation should be more straightforward, and results should be closer, than in a human-based evaluation, especially where code and model checkpoints are made available by the original authors. As this report of…

计算与语言 · 计算机科学 2024-05-14 Michela Lorandi , Anya Belz

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 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

A critical challenge in recommender systems is to establish reliable relationships between offline and online metrics that predict real-world performance. Motivated by recent advances in Pareto front approximation, we introduce a pragmatic…

信息检索 · 计算机科学 2025-07-15 Timo Wilm , Philipp Normann

Social media companies as well as authorities make extensive use of artificial intelligence (AI) tools to monitor postings of hate speech, celebrations of violence or profanity. Since AI software requires massive volumes of data to train…

计算与语言 · 计算机科学 2021-09-30 Hadeel Saadany , Constantin Orasan

Real-world evaluation of perception-based planning models for robotic systems, such as autonomous vehicles, can be safely and inexpensively conducted offline, i.e. by computing model prediction error over a pre-collected validation dataset…

机器人学 · 计算机科学 2025-11-11 Animikh Aich , Adwait Kulkarni , Eshed Ohn-Bar

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

In translating text where sentiment is the main message, human translators give particular attention to sentiment-carrying words. The reason is that an incorrect translation of such words would miss the fundamental aspect of the source…

计算与语言 · 计算机科学 2021-10-06 Hadeel Saadany , Constantin Orasan , Emad Mohamed , Ashraf Tantawy
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