Claim-Level Confidence Calibration for Reliable Decision Making with Large Language Models

Toghrul Abbasli, Kentaroh Toyoda, Yuan Wang +1

Large Language Models (LLMs) increasingly support decision-making in high-stakes domains, but they often hallucinate and express confidence that is misaligned with factual correctn…