HalluPrism: When Multimodal Uncertainty Should Diagnose, Not Decide

Aman Prakash, Sourish Dasgupta, Tanmoy Chakraborty

Multimodal Large Language Models (MLLMs) can assign similar confidence to answers that fail for different reasons. We propose HalluPrism, a behavioral diagnostic that re-runs an an…