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Annotations can be transformed into oracle rollouts, drastically improving the efficiency and scalability of reinforcement learning for video MLLMs.
ViQ achieves a groundbreaking balance between semantic richness and detail in visual representations, enabling efficient multimodal training without sacrificing quality.
