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State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University;
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Visual grounding in VLAs weakens in deeper layers, but injecting multi-level visual features and pruning irrelevant tokens can boost performance by 9% in simulation and 7.5% in the real world.
A 7B model can beat much larger models at visuospatial reasoning by using a specialized architecture and training dataset.
