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HippoRAG is a neurobiologically-inspired RAG framework that enables LLMs to continuously integrate knowledge across external documents using knowledge graphs and personalized PageRank. It improves multi-hop retrieval and sense-making without sacrificing performance on simpler tasks, while remaining cost and latency efficient compared to alternatives like GraphRAG and RAPTOR.