A Theoretical Study on Bridging Internal Probability and Self-Consistency forLLM Reasoning

Scaling reasoning at test time: reconciling sampling, confidence, and cost Framing a confidence-centric theory At first glance, the paper reframes sampling-based scaling for large language models around a single diagnostic: the reliability of predict...