GraphRAG systems face two primary challenges: susceptibility to errors from retrieving irrelevant or misleading information, and an excessive emphasis on externally retrieved knowledge that can diminish the intrinsic reasoning capabilities of large language models.

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 (1)

• Large Language Models concept