TransAgent: Enhancing LLM-Based Code Translation via Fine-Grained Execution Alignment

arXiv:2409.19894v5 Announce Type: replace-cross Abstract: 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 due to the lack of sufficient parallel training data, Large Language Models (LLMs) have recently advanced this field with their strong code generation and comprehension capabilities. However, code transl