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LLMs can now actively seek and ground verifiable spatio-temporal evidence, including object bounding boxes, to improve video reasoning accuracy by over 12%.
Fine-tuning small-to-medium LLMs can be dramatically improved with just two online rollouts, reshaping efficiency in model training.