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Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory

arXiv cs.CL · 2026-07-20 Cached

This paper introduces MoNIM, a learnable memory module that integrates induction capabilities of attention heads with feed-forward networks to enable scalable continual learning in semiparametric language models, improving efficiency and retention of new knowledge.

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