procedure
The GraphRAG-FI (Filtering & Integration) framework consists of two components: GraphRAG-Filtering, which uses a two-stage filtering mechanism to refine retrieved information, and GraphRAG-Integration, which uses a logits-based selection strategy to balance external knowledge with the large language model's intrinsic reasoning.

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