#early-exit

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papersSEP 10 04:00 UTC

Study questions self-consensus as a safe early-exit signal for reasoning models

A new arXiv paper examines the practice of cutting reasoning-model inference short by repeatedly sampling answers from a partial reasoning trace and stopping once the probes agree. The authors argue that this self-consensus approach is not a safe signal, since a model that appears settled may still change its final answer. The work also investigates whether any probing-based exit rule can be both reliable and genuinely token-saving.

reasoning/inference/early-exit/efficiency