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PROVIA ranks mistakes best among the evaluated controlled baselines on CaptainCook4D, IndustReal, HoloAssist and IMPACT-ego, under a validation false-alarm budget and against controls that use timing alone.
Real-world collaboration can now be analyzed through a rich, multimodal lens that captures the intricacies of human interaction in cooking tasks.