In experiments on the WebQSP and CWQ datasets, the GNN-RAG + GraphRAG-FI method achieved the highest performance, with a Hit rate of 91.89% and F1 score of 75.98% on WebQSP, and a Hit rate of 71.12% and F1 score of 60.34% on CWQ.

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