The Art of Saying "Maybe": A Conformal Lens for Uncertainty Benchmarking in VLMs

Asif Azad, Mohammad Sadat Hossain, MD Sadik Hossain Shanto +2

Vision-Language Models (VLMs) have achieved remarkable progress in complex visual understanding across scientific and reasoning tasks. While performance benchmarking has advanced o…