On a new 1,440-screenshot fill-in-the-blank benchmark, five frontier multimodal models default to repeated UI patterns instead of visual deviations, with mean bias rates from 69.8% on card widths to 80.2% on font sizes.
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Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation
On a new 1,440-screenshot fill-in-the-blank benchmark, five frontier multimodal models default to repeated UI patterns instead of visual deviations, with mean bias rates from 69.8% on card widths to 80.2% on font sizes.