CodeRefine: A Pipeline for Enhancing LLM-Generated Code Implementations of Research Papers

CodeRefine is a new AI framework that automatically converts research paper methodologies into functional code using Large Language Models. The system creates knowledge graphs from papers and uses retrieval-augmented generation to produce more accurate code implementations than traditional zero-shot prompting methods.