Stepwise Contrastive Reasoning for Retrieval-Augmented Generation over Knowledge Graphs
Retrieval-augmented generation (RAG) enhances the reasoning capabilities of large language models (LLMs) by incorporating external knowledge. Among available sources, knowledge graphs (KGs) offer a structured and reliable foundation for factual information, making them increasingly popular in effort