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

Seyedarmin Azizi, Erfan Baghaei Potraghloo, Minoo Ahmadi +2

Many recent reasoning gains in large language models can be explained as distribution sharpening: biasing generation toward high-likelihood trajectories already supported by the pr…