Dissecting Training-Free Uncertainty Estimation in Multimodal Large Language Models

Soroush Seifi, Vaggelis Dorovatas, Lin Li +2

Multimodal Large Language Models (MLLMs) have achieved remarkable performance across a wide range of multimodal tasks, yet understanding and quantifying their predictive uncertaint…