Precision on Demand: Escalating Weight Bits at Uncertain Decoding Steps

Mohammed Nayeem Khan · hf · 2026-11-12

Proposes a dynamic weight precision allocation strategy: a small local LLM runs low-bit quantized, and an uncertainty-based gating mechanism selectively escalates weight precision at uncertain decoding steps during generation, reducing compute cost while preserving quality.

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