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Joint AP and CAR show that explicit hierarchy training repairs this failure mode while retaining atomic detection and prompt transfer, and shows that explicit hierarchy training repairs this failure mode while retaining atomic detection and prompt transfer.
CycleGRPO achieves simultaneous region understanding and localization in MLLMs without any reliance on textual ground truths, revolutionizing multimodal task integration.