Power-SMC: Low-Latency Sequence-Level Power Sampling for Training-Free LLM Reasoning

Reasoning ability in large language models is often attributed to \emph{distribution sharpening}: concentrating output probability on high-likelihood sequences. Recent works show that this sharpening effect can be obtained at inference time, without modifying model parameters, and can elicit strong