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

Seyedarmin Azizi, Erfan Baghaei Potraghloo, Minoo Ahmadi +2

Reasoning ability in large language models is often attributed to \emph{distribution sharpening}: concentrating output probability on high-likelihood sequences. Recent works show t…