Code Repair

Code repair research focuses on automatically fixing bugs in software, aiming to improve software quality and security. Current efforts leverage large language models (LLMs) like Code Llama and Mistral, often employing novel techniques such as interactive repair chains and neural-symbolic edit grammars to enhance accuracy and efficiency. These advancements are crucial for mitigating vulnerabilities in increasingly complex software systems and improving developer productivity, though challenges remain in evaluating model performance and ensuring robustness across diverse codebases.