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VideoRover unifies video reasoning and external knowledge retrieval, achieving competitive performance with fewer resources than larger models.
RynnValue shows that using temporal distance as a supervision target can outperform traditional preference-based methods in robotic learning, achieving higher accuracy and broader generalization.