The study evaluated three Retrieval-Augmented Generation (RAG) systems: 1) a Standard Graph-RAG system where LLMs determine necessary data, retrieve it, and provide an answer; 2) KG-RAG (Sanmartin, 2024), which uses a Chain of Exploration to retrieve data step-by-step over three steps; and 3) the proposed KG-IRAG system.

Authors

• Person: Not available Organization: arXiv
  KG-IRAG: A Knowledge Graph-Based Iterative Retrieval-Augmented ...

Sources

• KG-IRAG: A Knowledge Graph-Based Iterative Retrieval-Augmented ... arxiv.org arXiv via serper

Referenced by nodes (3)

• Retrieval-Augmented Generation (RAG) concept
• KG-IRAG concept
• Chain of Exploration concept