Uncertainty Quantification for Multimodal Large Language Models with Incoherence-adjusted Semantic Volume

Gregory Kang Ruey Lau, Hieu Dao, Nicole Kan Hui Lin +1

Despite their capabilities, Multimodal Large Language Models (MLLMs) may produce plausible but erroneous outputs, hindering reliable deployment. Accurate uncertainty metrics could…