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News/Frozen Memory Is Not Enough: Rethinking External Memory as Extraction
arxiv
PublishedOctober 27, 2026 at 4:00 AM

Frozen Memory Is Not Enough: Rethinking External Memory as Extraction

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arXiv:2608.17050v5 Announce Type: replace-cross Abstract: Methods for improving knowledge use in large language models typically fall into two regimes. Non-parametric retrieval offers flexible access to external knowledge, but adds retrieval latency, context overhead, and only shallow integration wi

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