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The Cartesian Shortcut: Re-evaluate Vision Reasoning in Polar Coordinate Space

Hu, Xia et al.
arXiv (All) · Papers
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artificial-intelligencecomputer-vision-and-pattern-recognition
As current Multimodal Large Language Models rapidly saturate canonical visual reasoning benchmarks, a key question emerges: do these strong scores genuinely reflect robust visual understanding? We identify a pervasive vulnerability, the Cartesian Shortcut: models frequently discretize the orthogonal
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