vLLM: adaptive speculative verification without a confidence head

vLLM Blog · rss · 2026-10-14

A vLLM blog post presents an online-fitted acceptance estimator enabling Adaptive Verification for any draft-model speculator: it predicts the target model's acceptance probability directly from the drafter's own logits and continuously refits during serving, removing the need for a dedicated confidence head.

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