Witness Evidence Portfolios: Single-Prefill Risk Detection for Closed Multimodal Answers

Fexiang Liu, Shiye Wang, Qiang Qiu +1

Reliable deployment of multimodal large language models (MLLMs) requires deciding whether a confident visual answer should be trusted, reviewed, or routed to a stronger system. Con…