A Comparative Study on Knowledge Graph-based RAG Models for Improving Multi-hop Reasoning in Administrative Regulations: Focusing on University Regulation QA Systems
This study constructs and comparatively analyzes Retrieval-Augmented Generation (RAG) and GraphRAG (RAPTOR RAG, Community-GraphRAG, HippoRAG2) systems based on university regulations to enhance administrative efficiency and knowledge management. Utilizing the Llama-3.1-8B language model and the text-embedding-ada-002 e...