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In collaborative software development, program merging is the mechanism to integrate changes from multiple programmers. Merge algorithms in modern version control systems report a conflict when changes interfere textually. Merge conflicts…

Software Engineering · Computer Science 2021-09-08 Elizabeth Dinella , Todd Mytkowicz , Alexey Svyatkovskiy , Christian Bird , Mayur Naik , Shuvendu K. Lahiri

This paper applies machine learning to the difficult and important task of version control merging. (1) We constructed a dataset, Merge-Bench, of 7938 real-world merge conflict hunks from 1439 GitHub repositories. The ground truth is the…

Machine Learning · Computer Science 2026-05-26 Benedikt Schesch , Michael D. Ernst

Consistent and holistic expression of software requirements is important for the success of software projects. In this study, we aim to enhance the efficiency of the software development processes by automatically identifying conflicting…

Software Engineering · Computer Science 2024-07-31 Garima Malik , Savas Yildirim , Mucahit Cevik , Ayse Bener , Devang Parikh

Developers create software branches for tentative feature addition and bug fixing, and periodically merge branches to release software with new features or repairing patches. When the program edits from different branches textually overlap…

Software Engineering · Computer Science 2021-03-04 Bowen Shen , Cihan Xiao , Na Meng , Fei He

Background. During collaborative software development, developers often use branches to add features or fix bugs. When merging changes from two branches, conflicts may occur if the changes are inconsistent. Developers need to resolve these…

Software Engineering · Computer Science 2019-07-16 Moein Owhadi-Kareshk , Sarah Nadi , Julia Rubin

Merge conflicts created by software team members working on the same code can be costly to resolve, and adversely affect productivity. In this work, we suggest the approach of fine-grained merge conflict awareness, where software team…

Software Engineering · Computer Science 2015-08-11 Stanislav Levin , Amiram Yehudai

Program merging is standard practice when developers integrate their individual changes to a common code base. When the merge algorithm fails, this is called a merge conflict. The conflict either manifests in textual merge conflicts where…

Software Engineering · Computer Science 2021-11-24 Jialu Zhang , Todd Mytkowicz , Mike Kaufman , Ruzica Piskac , Shuvendu K. Lahiri

Multi-task model merging offers a promising paradigm for integrating multiple expert models into a unified model without additional training. Existing state-of-the-art techniques, such as Task Arithmetic and its variants, merge models by…

Artificial Intelligence · Computer Science 2025-05-15 Wenju Sun , Qingyong Li , Yangli-ao Geng , Boyang Li

Merge conflicts often arise when developers integrate changes from different software branches. The conflicts can result from overlapping edits in programs (i.e., textual conflicts) or cause build and test errors (i.e., build and test…

Software Engineering · Computer Science 2026-02-13 Sheikh Shadab Towqir , Fei He , Todd Mytkowicz , Na Meng

Dealing with merge conflicts in version control systems is a challenging task for software developers. Resolving merge conflicts is a time-consuming and error-prone process, which distracts developers from important tasks. Recent work shows…

Software Engineering · Computer Science 2022-08-11 Max Ellis , Sarah Nadi , Danny Dig

Forking structure is widespread in the open-source repositories and that causes a significant number of merge conflicts. In this paper, we study the problem of textual merge conflicts from the perspective of Microsoft Edge, a large, highly…

Software Engineering · Computer Science 2021-03-04 Rangeet Pan , Vu Le , Nachiappan Nagappan , Sumit Gulwani , Shuvendu Lahiri , Mike Kaufman

Merging other branches into the current working branch is common in collaborative software development. However, developers still heavily rely on the textual merge tools to handle the complicated merge tasks. The latent semantic merge…

Software Engineering · Computer Science 2020-03-03 Tao Ji , Liqian Chen , Xiaoguang Mao , Xin Yi , Jiahong Jiang

Resolving conflicts from merging different software versions is a challenging task. To reduce the overhead of manual merging, researchers develop various program analysis-based tools which only solve specific types of conflicts and have a…

Software Engineering · Computer Science 2024-09-24 Qingyu Zhang , Liangcai Su , Kai Ye , Chenxiong Qian

Recent advances in deep learning have led to a surge of open-source models across diverse domains. While model merging offers a promising way to combine their strengths, existing approaches often suffer from parameter conflicts that degrade…

Machine Learning · Computer Science 2025-10-28 Yunfei Liang

Developing complex software requires that multiple views and versions of the software can be developed in parallel and merged as supported by views and managed by version control systems. In this context, this paper considers monitoring…

Software Engineering · Computer Science 2022-07-12 Matthias Barkowsky , Holger Giese

A version control system, such as Git, requires a way to integrate changes from different developers or branches. Given a merge scenario, a merge tool either outputs a clean integration of the changes, or it outputs a conflict for manual…

Software Engineering · Computer Science 2024-10-15 Benedikt Schesch , Ryan Featherman , Kenneth J. Yang , Ben R. Roberts , Michael D. Ernst

Merging multiple expert models offers a promising approach for performing multi-task learning without accessing their original data. Existing methods attempt to alleviate task conflicts by sparsifying task vectors or promoting orthogonality…

Machine Learning · Computer Science 2025-05-27 Yongxian Wei , Anke Tang , Li Shen , Zixuan Hu , Chun Yuan , Xiaochun Cao

Modern software development necessitates efficient version-oriented collaboration among developers. While Git is the most popular version control system, it generates unsatisfactory version merging results due to textual-based workflow,…

Software Engineering · Computer Science 2024-07-04 Qingyu Zhang , Junzhe Li , Jiayi Lin , Jie Ding , Lanteng Lin , Chenxiong Qian

Context: The resolution of software merge conflicts is being reshaped by two competing paradigms: generative approaches based on Large Language Models (LLMs) and optimization approaches from Search-Based Software Engineering (SBSE). While…

Software Engineering · Computer Science 2026-05-19 Heleno de Souza Campos Junior , Leonardo Gresta Paulino Murta

In collaborative software development, multiple contributors frequently change the source code in parallel to implement new features, fix bugs, refactor existing code, and make other changes. These simultaneous changes need to be merged…

Software Engineering · Computer Science 2023-05-11 Andre Oliveira , Vania Neves , Alexandre Plastino , Ana Carla Bibiano , Alessandro Garcia , Leonardo Murta
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