The GraphRAG-FI method achieves an average improvement of 4.78% in Hit and 3.95% in F1 compared to similarity-based filtering when used with the ROG retriever across both the WebQSP and CWQ datasets.

Authors

• Person: Not available Organization: arXiv
  Empowering GraphRAG with Knowledge Filtering and Integration

Sources

• Empowering GraphRAG with Knowledge Filtering and Integration arxiv.org arXiv via serper

Referenced by nodes (3)

• ComplexWebQuestions concept
• GraphRAG-FI concept
• WebQSP concept