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Achieving state-of-the-art performance in 3D perception tasks, GeoUP reveals that integrating geometry-grounded representations can significantly enhance autonomous driving systems.
Despite advances in MLLMs, they still struggle with dynamic reasoning, falling far short of human capabilities in interpreting continuous visual cues.