VLMs exhibit a consistent 'Texture Bias Cliff' and fail to comprehend pure geometric shapes from boundary contours alone in zero-shot settings.
Ovis2.5: Structural embedding alignment for multimodal large language model, 2025
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BareBones: Benchmarking Zero-Shot Geometric Comprehension in VLMs
VLMs exhibit a consistent 'Texture Bias Cliff' and fail to comprehend pure geometric shapes from boundary contours alone in zero-shot settings.