The Cost of Reasoning: Chain-of-Thought Induces Overconfidence in Vision-Language Models

Robert Welch, Emir Konuk, Kevin Smith

Vision-language models (VLMs) are increasingly deployed in high-stakes settings where reliable uncertainty quantification (UQ) is as important as predictive accuracy. Extended reas…