Acceptance is not speed: relaxed speculative decoding inflates output length by 1.54x

hongyangzh · x · 2026-10-24

An arXiv paper shows that training-free lossy speculative decoding accepts 1.34x more draft tokens per round across 12 model pairs, but produces 1.54x longer completions — mostly inflated reasoning traces — canceling most gains. Rules cutting verifier rounds also drop accuracy. Acceptance count alone is a misleading speed metric.

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