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Where Do Vision Language Models Fail at 3D Reasoning?

Researchers introduced BedBench, a controlled benchmark of thirteen procedurally generated tasks, to characterize how vision-language models can get individual judgments right while failing to recover and consistently use the exact properties of a 3D object. The benchmark spans individual judgments and composite tasks, targeting the gap between correct single answers and consistent 3D reasoning.

read1 min views4 publishedNov 3, 2026

Vision-language models can get individual judgments right while struggling to recover and consistently use the exact properties of a 3D object. To characterize this gap, we introduce BedBench, a controlled benchmark of thirteen procedurally generated tasks spanning individual judgments and composite

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