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With the rising demand for code quality assurance, developers are not only utilizing existing static code checkers but also seeking custom checkers to satisfy their specific needs. Nowadays, various code-checking frameworks provide…

Software Engineering · Computer Science 2025-07-18 Jun Liu , Yuanyuan Xie , Jiwei Yan , Jinhao Huang , Jun Yan , Jian Zhang

We present an evaluation update (or simply, update) algorithm for a full-featured functional programming language, which synthesizes program changes based on output changes. Intuitively, the update algorithm retraces the steps of the…

Programming Languages · Computer Science 2018-10-22 Mikaël Mayer , Viktor Kunčak , Ravi Chugh

A crucial activity in software maintenance and evolution is the comprehension of the changes performed by developers, when they submit a pull request and/or perform a commit on the repository. Typically, code changes are represented in the…

Software Engineering · Computer Science 2025-02-26 Lei Chen , Michele Lanza , Shinpei Hayashi

With little to no parallel data available for programming languages, unsupervised methods are well-suited to source code translation. However, the majority of unsupervised machine translation approaches rely on back-translation, a method…

Software Engineering · Computer Science 2022-02-17 Baptiste Roziere , Jie M. Zhang , Francois Charton , Mark Harman , Gabriel Synnaeve , Guillaume Lample

Generative machine learning models have recently been applied to source code, for use cases including translating code between programming languages, creating documentation from code, and auto-completing methods. Yet, state-of-the-art…

Code changes are an integral part of the software development process. Many code changes are meant to improve the code without changing its functional behavior, e.g., refactorings and performance improvements. Unfortunately, validating…

Software Engineering · Computer Science 2025-02-25 Lars Gröninger , Beatriz Souza , Michael Pradel

Fine-tuning large language models for code editing has typically relied on mining commits and pull requests. The working hypothesis has been that commit messages describe human intent in natural language, and patches to code describe the…

Software Engineering · Computer Science 2026-03-30 Yangtian Zi , Zixuan Wu , Aleksander Boruch-Gruszecki , Jonathan Bell , Arjun Guha

Large language models (LLMs) are increasingly being integrated into software development processes. The ability to generate code and submit pull requests with minimal human intervention, through the use of autonomous AI agents, is poised to…

Software Engineering · Computer Science 2026-02-10 Miku Watanabe , Hao Li , Yutaro Kashiwa , Brittany Reid , Hajimu Iida , Ahmed E. Hassan

Unit testing is critical for ensuring software quality and software system stability. The current practice of manually maintaining unit tests suffers from low efficiency and the risk of delayed or overlooked fixes. Therefore, an automated…

Software Engineering · Computer Science 2025-09-30 Yuanhe Zhang , Zhiquan Yang , Shengyi Pan , Zhongxin Liu

Source code repositories allow developers to manage multiple versions (or branches) of a software system. Pull-requests are used to modify a branch, and backporting is a regular activity used to port changes from a current development…

Software Engineering · Computer Science 2022-04-11 Debasish Chakroborti , Kevin A. Schneider , Chanchal K. Roy

We introduce API Pack, a massive multi-programming language dataset containing over one million instruction-API calls for improving the API call generation capabilities of large language models. Our evaluation highlights three key findings:…

Computation and Language · Computer Science 2025-02-17 Zhen Guo , Adriana Meza Soria , Wei Sun , Yikang Shen , Rameswar Panda

Maintenance is a critical stage in the software lifecycle, ensuring that post-release systems remain reliable, efficient, and adaptable. However, manual software maintenance is labor-intensive, time-consuming, and error-prone, which…

Software Engineering · Computer Science 2026-02-17 Zirui Chen , Xing Hu , Xin Xia , Xiaohu Yang

With the advancement of automated software engineering, research focus is increasingly shifting toward practical tasks reflecting the day-to-day work of software engineers. Among these tasks, software migration, a critical process of…

Software Engineering · Computer Science 2026-04-29 Ryo Fujii , Makoto Morishita , Kazuki Yano , Jun Suzuki

Coding agents powered by large language models are increasingly expected to perform realistic software maintenance tasks beyond isolated issue resolution. Existing benchmarks have shifted toward realistic software evolution, but they rarely…

Software Engineering · Computer Science 2026-05-15 Man Ho Lam , Chaozheng Wang , Hange Liu , Jingyu Xiao , Haau-sing Li , Jen-tse Huang , Terry Yue Zhuo , Michael R. Lyu

The use of Large Language Models (LLMs) for autonomous code generation is gaining attention in emerging technologies. As LLM capabilities expand, they offer new possibilities such as code refactoring, security enhancements, and legacy…

[Background/Context] AI assistants like GitHub Copilot are transforming software engineering; several studies have highlighted productivity improvements. However, their impact on code quality, particularly in terms of maintainability,…

Software Engineering · Computer Science 2024-08-21 Markus Borg , Dave Hewett , Donald Graham , Noric Couderc , Emma Söderberg , Luke Church , Dave Farley

Program translation refers to migrating source code from one programming language to another. It has tremendous practical value in software development, as porting software across languages is time-consuming and costly. Automating program…

Software Engineering · Computer Science 2023-05-08 Wasi Uddin Ahmad , Md Golam Rahman Tushar , Saikat Chakraborty , Kai-Wei Chang

Software engineers who collaborate to develop software in teams often have to manually merge changes they made to a module (e.g. a class), because the change conflicts with one that has just been made by another engineer to the same or…

Software Engineering · Computer Science 2015-04-28 Stanislav Levin , Amiram Yehudai

Re-using open-source software (OSS) can avoid reinventing the wheel, but failing to keep it up-to-date can lead to missing new features and persistent bugs or vulnerabilities that have already been resolved. The use of outdated OSS…

Software Engineering · Computer Science 2025-11-11 Rui Lu , Lyuye Zhang , Kaixuan Li , Min Zhang , Yixiang Chen

Large Language Models (LLMs) have emerged as promising tools in software development, enabling automated code generation and analysis. However, their knowledge is limited to a fixed cutoff date, making them prone to generating code…

Cryptography and Security · Computer Science 2025-12-01 Minjae Seo , Wonwoo Choi , Myoungsung You , Seungwon Shin
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