Frozen Memory Is Not Enough: Rethinking External Memory as Extraction.

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 o