VLMs achieve 53-97% on rearrangement planning but only 6-45% on occlusion and under 7% on reflections, with failures localized to visual token compression after the vision encoder.
Concretely, mirror each above-surface object’s bounding box across the surface plane and rank candidates by geometric overlap with Bk
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