Empirical Characterization of Inference-Time Elicited Probability Transformations in Large Language Models

Mike Farmer, Abhinav Kochar, Yugyung Lee

Large language models increasingly rely on inference-time procedures such as chain-of-thought reasoning, self-refinement, retrieval augmentation, and verifier-guided revision, yet…