VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification
VideoZeroBench is a hierarchical benchmark testing video models' ability to answer questions while verifying if their answers are supported by precise visual evidence. It reveals that current models struggle significantly with fine-grained spatial and temporal grounding, showing that correct answers alone don't guarantee genuine understanding.