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Achieving 100x parameter efficiency, LoopWM redefines how we approach long-horizon world modeling by introducing iterative latent depth as a new scaling axis.
Shifting from answer-centric to evidence-centric reasoning, CoVER-7B outperforms even leading closed-source models in long-video understanding tasks.
MLLMs can gain surprisingly strong 3D spatial reasoning abilities simply by tapping into the latent knowledge already present in video generation models.
