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MotionForge is introduced, the first large- scale simulation benchmark and data-generation pipeline tailored to jointly evaluate domain shifts and long-horizon interaction in dynamic manipulation, exposing a critical gap between current policy capabilities and the requirements of robust long- horizon manipulation of dynamic objects under domain shifts.
A 99% reduction in token count without sacrificing spatial and semantic integrity leads to a 22.8% boost in real-world robotic task success rates.
