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Frontier VLMs excel at precise scene estimation but falter in executing coordinated, goal-directed actions, highlighting a critical bottleneck for robot generalism.
Open-source models can now rival GPT-4 in spatial reasoning, thanks to a novel two-stage training framework that grounds LLMs in topological anchors.