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Luca Cazzaniga

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It's Always 10:10: Reference Images Break a Bias That Prompts Only Dent

Luca Cazzaniga · 2026

Text-to-image models appear to reproduce the habits of the photographs they learned from. Analog clocks are an extreme case: in advertising, watches almost always show 10:10, and generated clocks return to 10:10 even when another time is requested. We measure this bias and test three ways of overcoming it on 52 models …