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ProPEX-RAG is a prompt-driven, entity-guided RAG framework that emphasizes the role of prompt design in improving retrieval and reasoning across large knowledge graphs.
Our approach unifies symbolic graph construction with prompt-aware online retrieval, enabling precise entity extraction, fact filtering, and multi-hop passage re-ranking.