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Related papers: CoMRAT: Commit Message Rationale Analysis Tool

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Chat messages of development teams play an increasingly significant role in software development, having replaced emails in some cases. Chat messages contain information about discussed issues, considered alternatives and argumentation…

Software Engineering · Computer Science 2017-04-28 Rana Alkadhi , Teodora Lata , Emitza Guzman , Bernd Bruegge

Understanding the reasons behind past code changes is critical for many software engineering tasks, including refactoring and reviewing code, diagnosing bugs, and implementing new features. Unfortunately, locating and reconstructing this…

Software Engineering · Computer Science 2026-04-14 Mehedi Sun , Antu Saha , Nadeeshan De Silva , Antonio Mastropaolo , Oscar Chaparro

We present ComSum, a data set of 7 million commit messages for text summarization. When documenting commits, software code changes, both a message and its summary are posted. We gather and filter those to curate developers' work…

Computation and Language · Computer Science 2021-08-25 Leshem Choshen , Idan Amit

Code commit messages can contain useful information on why a developer has made a change. However, the presence and structure of rationale in real-world code commit messages is not well studied. Here, we detail the creation of a labelled…

Software Engineering · Computer Science 2024-03-29 Mouna Dhaouadi , Bentley James Oakes , Michalis Famelis

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…

Software Engineering · Computer Science 2023-09-29 Liran Wang , Xunzhu Tang , Yichen He , Changyu Ren , Shuhua Shi , Chaoran Yan , Zhoujun Li

Extracting rationale information from commit messages allows developers to better understand a system and its past development. Here we present our ongoing work on the Kantara end-to-end rationale reconstruction pipeline to a) structure…

Software Engineering · Computer Science 2023-11-08 Mouna Dhaouadi , Bentley James Oakes , Michalis Famelis

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…

Computation and Language · Computer Science 2021-06-01 Tae-Hwan Jung

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…

Software Engineering · Computer Science 2024-01-17 Linghao Zhang , Jingshu Zhao , Chong Wang , Peng Liang

Commit messages are valuable resources for describing why code changes are committed to repositories in version control systems (e.g., Git). They effectively help developers understand code changes and better perform software maintenance…

Software Engineering · Computer Science 2025-09-22 Hongyu Kuang , Ning Zhang , Hui Gao , Xin Zhou , Wesley K. G. Assunção , Xiaoxing Ma , Dong Shao , Guoping Rong , He Zhang

Automated predictions require explanations to be interpretable by humans. One type of explanation is a rationale, i.e., a selection of input features such as relevant text snippets from which the model computes the outcome. However, a…

Computation and Language · Computer Science 2021-05-12 Diego Antognini , Boi Faltings

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…

Software Engineering · Computer Science 2025-07-16 Qunhong Zeng , Yuxia Zhang , Zexiong Ma , Bo Jiang , Ningyuan Sun , Klaas-Jan Stol , Xingyu Mou , Hui Liu

Software maintenance constitutes a substantial portion of the total lifetime costs of software, with a significant portion attributed to code comprehension. Software comprehension is eased by documentation such as comments that summarize…

Software Engineering · Computer Science 2024-07-19 Skyler Grandel , Scott Thomas Andersen , Yu Huang , Kevin Leach

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…

Software Engineering · Computer Science 2022-02-08 Yingchen Tian , Yuxia Zhang , Klaas-Jan Stol , Lin Jiang , Hui Liu

Commit messages are a valuable resource in comprehension of software evolution, since they provide a record of changes such as feature additions and bug repairs. Unfortunately, programmers often neglect to write good commit messages.…

Software Engineering · Computer Science 2017-09-01 Siyuan Jiang , Ameer Armaly , Collin McMillan

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.…

Software Engineering · Computer Science 2024-02-06 Abhinav Reddy Mandli , Saurabhsingh Rajput , Tushar Sharma

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…

Software Engineering · Computer Science 2021-07-27 Wei Tao , Yanlin Wang , Ensheng Shi , Lun Du , Shi Han , Hongyu Zhang , Dongmei Zhang , Wenqiang Zhang

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…

Software Engineering · Computer Science 2025-03-19 Jiawei Li , David Faragó , Christian Petrov , Iftekhar Ahmed

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.…

Software Engineering · Computer Science 2019-11-27 S. R. P. van Hal , M. Post , K. Wendel

We present the Code Documentation and Analysis Tool (CoDAT). CoDAT is a tool designed to maintain consistency between the various levels of code documentation, e.g. if a line in a code sketch is changed, the comment that documents the…

Software Engineering · Computer Science 2024-07-17 Paul Attie , Anas Obeidat , Nathaniel Oh , Ian Yelle

Contributors to open source software must deeply understand a project's history to make coherent decisions which do not conflict with past reasoning. However, inspecting all related changes to a proposed contribution requires intensive…

Software Engineering · Computer Science 2025-06-16 Mouna Dhaouadi , Bentley Oakes , Michalis Famelis
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