Dissecting Training-Free Uncertainty Estimation in Multimodal Large Language Models

Soroush Seifi, Vaggelis Dorovatas, Lin Li +2

Multimodal Large Language Models (MLLMs) are increasingly deployed in safety-critical settings, yet estimating when their answers can be trusted remains underexplored. We systemati…