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Related papers: Automated Code Editing with Search-Generate-Modify

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Knowledge editing aims to modify outdated knowledge in language models efficiently while retaining their original capabilities. Mainstream datasets for knowledge editing are predominantly static and fail to keep in pace with the evolving…

Computation and Language · Computer Science 2026-04-24 Chenming Tang , Yutong Yang , Kexue Wang , Yunfang Wu

Generative models have become adept at producing artifacts such as images, videos, and prose at human-like levels of proficiency. New generative techniques, such as unsupervised neural machine translation (NMT), have recently been applied…

Human-Computer Interaction · Computer Science 2021-04-09 Justin D. Weisz , Michael Muller , Stephanie Houde , John Richards , Steven I. Ross , Fernando Martinez , Mayank Agarwal , Kartik Talamadupula

The automatic generation of computer programs is one of the main applications with practical relevance in the field of evolutionary computation. With program synthesis techniques not only software developers could be supported in their…

Neural and Evolutionary Computing · Computer Science 2021-08-30 Dominik Sobania , Dirk Schweim , Franz Rothlauf

The advent of large language models (LLMs) has significantly advanced the field of code translation, enabling automated translation between programming languages. However, these models often struggle with complex translation tasks due to…

Artificial Intelligence · Computer Science 2024-07-30 Manish Bhattarai , Javier E. Santos , Shawn Jones , Ayan Biswas , Boian Alexandrov , Daniel O'Malley

The rapid advancements in Generative AI (GenAI) tools, such as ChatGPT and GitHub Copilot, are transforming software engineering by automating code generation tasks. While these tools improve developer productivity, they also present…

Software Engineering · Computer Science 2024-09-04 Alyssia Chen , Timothy Huo , Yunhee Nam , Dan Port , Anthony Peruma

Model transformations play a fundamental role in model-driven software development. They can be used to solve or support central tasks, such as creating models, handling model co-evolution, and model merging. In the past, various…

Software Engineering · Computer Science 2021-08-06 Christof Tinnes , Timo Kehrer , Mitchell Joblin , Uwe Hohenstein , Andreas Biesdorf , Sven Apel

This survey reviews how large language models (LLMs) are transforming synthetic training data generation in both natural language and code domains. By producing artificial but task-relevant examples, these models can significantly augment…

Computation and Language · Computer Science 2025-11-21 Mihai Nadas , Laura Diosan , Andreea Tomescu

While open-source video generation and editing models have made significant progress, individual models are typically limited to specific tasks, failing to meet the diverse needs of users. Effectively coordinating these models can unlock a…

Computer Vision and Pattern Recognition · Computer Science 2024-12-02 Rong-Cheng Tu , Wenhao Sun , Zhao Jin , Jingyi Liao , Jiaxing Huang , Dacheng Tao

Fixing software bugs and adding new features are two of the major maintenance tasks. Software bugs and features are reported as change requests. Developers consult these requests and often choose a few keywords from them as an ad hoc query.…

Software Engineering · Computer Science 2023-06-12 Mohammad Masudur Rahman , Chanchal K. Roy

When the world changes, so does the text that humans write about it. How do we build language models that can be easily updated to reflect these changes? One popular approach is retrieval-augmented generation, in which new documents are…

Computation and Language · Computer Science 2024-06-18 Belinda Z. Li , Emmy Liu , Alexis Ross , Abbas Zeitoun , Graham Neubig , Jacob Andreas

The modern code review process is an integral part of the current software development practice. Considerable effort is given here to inspect code changes, find defects, suggest an improvement, and address the suggestions of the reviewers.…

Software Engineering · Computer Science 2021-10-27 Md. Khairul Islam , Toufique Ahmed , Rifat Shahriyar , Anindya Iqbal , Gias Uddin

Plagiarism is a commonly encountered problem in the academia. While there are several tools and techniques to efficiently determine plagiarism in text, the same cannot be said about source code plagiarism. To make the existing systems more…

Information Retrieval · Computer Science 2019-02-08 Vasishtha Sriram Jayapati , Ajay Venkitaraman

This study examined code issue detection and revision automation by integrating Large Language Models (LLMs) such as OpenAI's GPT-3.5 Turbo and GPT-4o into software development workflows. A static code analysis framework detects issues such…

Software Engineering · Computer Science 2025-06-13 Seyed Moein Abtahi , Akramul Azim

Code retrieval is allowing software engineers to search codes through a natural language query, which relies on both natural language processing and software engineering techniques. There have been several attempts on code retrieval from…

Software Engineering · Computer Science 2021-10-19 Mehdi Bahrami , N. C. Shrikanth , Yuji Mizobuchi , Lei Liu , Masahiro Fukuyori , Wei-Peng Chen , Kazuki Munakata

Automatic code generation is to generate the program code according to the given natural language description. The current mainstream approach uses neural networks to encode natural language descriptions, and output abstract syntax trees…

Software Engineering · Computer Science 2022-02-16 Maosheng Zhong , Gen Liu , Hongwei Li , Jiangling Kuang , Jinshan Zeng , Mingwen Wang

This paper presents a study of using large language models (LLMs) in modifying existing code. While LLMs for generating code have been widely studied, their role in code modification remains less understood. Although "prompting" serves as…

Software Engineering · Computer Science 2025-08-05 Ningzhi Tang , Emory Smith , Yu Huang , Collin McMillan , Toby Jia-Jun Li

Code translation is a crucial process in software development and migration projects, enabling interoperability between different programming languages and enhancing software adaptability and thus longevity. Traditional automated…

Artificial Intelligence · Computer Science 2025-07-23 Shreya Saxena , Siva Prasad , Zishan Ahmad , Vishal Vaddina

Code review is an essential activity for ensuring the quality and maintainability of software projects. However, it is a time-consuming and often error-prone task that can significantly impact the development process. Recently, ChatGPT, a…

Software Engineering · Computer Science 2023-09-18 Qi Guo , Junming Cao , Xiaofei Xie , Shangqing Liu , Xiaohong Li , Bihuan Chen , Xin Peng

Performance is one of the most important qualities of software. Several techniques have thus been proposed to improve it, such as program transformations, optimisation of software parameters, or compiler flags. Many automated software…

Software Engineering · Computer Science 2022-08-05 Aymeric Blot , Justyna Petke

Automation of code reviews using AI models has garnered substantial attention in the software engineering community as a strategy to reduce the cost and effort associated with traditional peer review processes. These models are typically…

Software Engineering · Computer Science 2025-04-24 Leonardo Centellas-Claros , Juan J. Alonso-Lecaros , Juan Pablo Sandoval Alcocer , Andres Neyem