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Hong-Ren Chen

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#machine learning Preprint Sep 2026

Low-Bit Recurrent States in Hybrid Language Models

Hybrid language models maintain fixed-size recurrent states, but existing quantizers typically use eight bits or more. Quantization errors persist according to channel decay rates. We derive distortion weights from the observability Gramian and combine them with normalized state ranges for mixed-precision bit allocatio...

Hong-Ren Chen, Jia-Yang He · 0 citations