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Ian Magnusson

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#machine learning Preprint Oct 2026

The COUNT: Counting N-grams Unlocks Scaling on Host Memory and Training-Free Adaptation

The scaling relationship of compute and performance for language models (LMs) has been extensively studied; more recently, models are being designed to scale memory use, as well. In particular, adding embeddings for n-grams scales memory separately from compute use, because each pass only processes individual embedding...

Ian Magnusson, Noah A. Smith, P. W. Koh · 0 citations