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cs.CL 1

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2025 1

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From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

cs.CL · 2025-02-20 · unverdicted · novelty 6.0

HippoRAG 2 improves on standard RAG and prior HippoRAG by adding deeper passage integration and more effective LLM use in Personalized PageRank, delivering superior performance on factual, sense-making, and associative memory tasks including a 7% gain in associative memory over state-of-the-art.

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  • From RAG to Memory: Non-Parametric Continual Learning for Large Language Models cs.CL · 2025-02-20 · unverdicted · none · ref 11

    HippoRAG 2 improves on standard RAG and prior HippoRAG by adding deeper passage integration and more effective LLM use in Personalized PageRank, delivering superior performance on factual, sense-making, and associative memory tasks including a 7% gain in associative memory over state-of-the-art.