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Related papers: ReCodeAgent: A Multi-Agent Workflow for Language-a…

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Repository-aware code translation is critical for modernizing legacy systems, enhancing maintainability, and enabling interoperability across diverse programming languages. While recent advances in large language models (LLMs) have improved…

Software Engineering · Computer Science 2025-08-26 Ziqi Guan , Xin Yin , Zhiyuan Peng , Chao Ni

Code translation transforms source code from one programming language (PL) to another. Validating the functional equivalence of translation and repairing, if necessary, are critical steps in code translation. Existing automated validation…

Software Engineering · Computer Science 2025-12-22 Ali Reza Ibrahimzada , Brandon Paulsen , Reyhaneh Jabbarvand , Joey Dodds , Daniel Kroening

In this paper we introduce ResearchCodeAgent, a novel multi-agent system leveraging large language models (LLMs) agents to automate the codification of research methodologies described in machine learning literature. The system bridges the…

Software Engineering · Computer Science 2025-05-06 Shubham Gandhi , Dhruv Shah , Manasi Patwardhan , Lovekesh Vig , Gautam Shroff

Repository-level code translation refers to translating an entire code repository from one programming language to another while preserving the functionality of the source repository. Many benchmarks have been proposed to evaluate the…

Software Engineering · Computer Science 2025-12-17 Yanli Wang , Yanlin Wang , Suiquan Wang , Daya Guo , Jiachi Chen , John Grundy , Xilin Liu , Yuchi Ma , Mingzhi Mao , Hongyu Zhang , Zibin Zheng

Large Language Models (LLMs) have shown promise in automated code generation but typically excel only in simpler tasks such as generating standalone code units. Real-world software development, however, often involves complex code…

Software Engineering · Computer Science 2024-08-12 Kechi Zhang , Jia Li , Ge Li , Xianjie Shi , Zhi Jin

Code translation transforms code between programming languages while preserving functionality, which is critical in software development and maintenance. While traditional learning-based code translation methods have limited effectiveness…

Software Engineering · Computer Science 2026-04-08 Zhiqiang Yuan , Weitong Chen , Hanlin Wang , Xin Peng , Zhenpeng Chen , Yiling Lou

Code auditing is the process of reviewing code with the aim of identifying bugs. Large Language Models (LLMs) have demonstrated promising capabilities for this task without requiring compilation, while also supporting user-friendly…

Software Engineering · Computer Science 2025-06-02 Jinyao Guo , Chengpeng Wang , Xiangzhe Xu , Zian Su , Xiangyu Zhang

Modernizing large legacy systems remains a major challenge in enterprise environments, particularly when migration must preserve domain-specific logic while conforming to internal architectural frameworks and shared APIs. Direct application…

Software Engineering · Computer Science 2026-03-17 Zahra Moti , Heydar Soudani , Jonck van der Kogel

Code review, which aims at ensuring the overall quality and reliability of software, is a cornerstone of software development. Unfortunately, while crucial, Code review is a labor-intensive process that the research community is looking to…

Software Engineering · Computer Science 2024-09-26 Xunzhu Tang , Kisub Kim , Yewei Song , Cedric Lothritz , Bei Li , Saad Ezzini , Haoye Tian , Jacques Klein , Tegawende F. Bissyande

Large Language Models (LLMs) have substantially influenced various software engineering tasks. Indeed, in the case of software refactoring, traditional LLMs have shown the ability to reduce development time and enhance code quality.…

Software Engineering · Computer Science 2026-03-06 Khouloud Oueslati , Maxime Lamothe , Foutse Khomh

The advancement of natural language processing (NLP) has been significantly boosted by the development of transformer-based large language models (LLMs). These models have revolutionized NLP tasks, particularly in code generation, aiding…

Computation and Language · Computer Science 2024-05-27 Dong Huang , Jie M. Zhang , Michael Luck , Qingwen Bu , Yuhao Qing , Heming Cui

Writing code requires significant time and effort in software development. To automate this process, researchers have made substantial progress for code generation. Recently, large language models (LLMs) have demonstrated remarkable…

Software Engineering · Computer Science 2025-11-19 Jia Li , Xianjie Shi , Kechi Zhang , Ge Li , Zhi Jin , Lei Li , Huangzhao Zhang , Jia Li , Fang Liu , Yuwei Zhang , Zhengwei Tao , Yihong Dong , Yuqi Zhu , Chongyang Tao

Although large language models (LLMs) show promising potential in code translation, they still struggle to generate accurate translations using the commonly adopted direct code-to-code translation approach, which converts an original…

Software Engineering · Computer Science 2026-02-24 Songqiang Chen , Congying Xu , Jingyi Chen , Jialun Cao , Jiarong Wu , Shing-Chi Cheung

Code translation aims to convert source code from one programming language (PL) to another. Given the promising abilities of large language models (LLMs) in code synthesis, researchers are exploring their potential to automate code…

The evolution of AI coding agents has shifted the frontier from simple snippet completion to autonomous repository-level engineering. However, evaluating these agents remains ill-posed in general code repository generation, where the lack…

Software Engineering · Computer Science 2026-02-27 Xuefeng Li , Nir Ben-Israel , Yotam Raz , Belal Ahmed , Doron Serebro , Antoine Raux

Code translation aims to convert a program from one programming language (PL) to another. This long-standing software engineering task is crucial for modernizing legacy systems, ensuring cross-platform compatibility, enhancing performance,…

Software Engineering · Computer Science 2024-11-06 Marcos Macedo , Yuan Tian , Pengyu Nie , Filipe R. Cogo , Bram Adams

Recent advancements in large language models (LLMs) have demonstrated impressive capabilities in code translation, typically evaluated using benchmarks like CodeTransOcean and RepoTransBench. However, dependency-free benchmarks fail to…

Software Engineering · Computer Science 2025-10-20 Guangsheng Ou , Mingwei Liu , Yuxuan Chen , Yanlin Wang , Xin Peng , Zibin Zheng

Code translation transforms programs from one programming language (PL) to another. Several rule-based transpilers have been designed to automate code translation between different pairs of PLs. However, the rules can become obsolete as the…

Software Engineering · Computer Science 2025-06-23 Ali Reza Ibrahimzada , Kaiyao Ke , Mrigank Pawagi , Muhammad Salman Abid , Rangeet Pan , Saurabh Sinha , Reyhaneh Jabbarvand

Generative models have demonstrated considerable potential in software engineering, particularly in tasks such as code generation and debugging. However, their utilization in the domain of code documentation generation remains…

Computation and Language · Computer Science 2024-02-27 Qinyu Luo , Yining Ye , Shihao Liang , Zhong Zhang , Yujia Qin , Yaxi Lu , Yesai Wu , Xin Cong , Yankai Lin , Yingli Zhang , Xiaoyin Che , Zhiyuan Liu , Maosong Sun

Code generation aims to produce code that fulfills requirements written in natural languages automatically. Large language Models (LLMs) like ChatGPT have demonstrated promising effectiveness in this area. Nonetheless, these LLMs often fail…

Software Engineering · Computer Science 2025-01-15 Ruwei Pan , Hongyu Zhang , Chao Liu
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