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The GraphRAG-FI framework consists of two core components: GraphRAG-Filtering, which removes irrelevant or misleading retrieved knowledge, and GraphRAG-Integration, which balances retrieved knowledge with the LLM's inherent reasoning ability to prevent the overuse of retrieved information.

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