Introduces UMUI task for fine-grained multimodal probabilistic inference and CLUE calibration method, where a 3B model matches larger baselines.
Annotators are given a video and a set of claims and asked to estimate the probability (0–100%) that each claim is true given the video
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Unified Multimodal Uncertain Inference
Introduces UMUI task for fine-grained multimodal probabilistic inference and CLUE calibration method, where a 3B model matches larger baselines.