Diffusion models FLUX 1 and SD 3.5 encode fine-grained US geographic knowledge when prompted with states or capitals, but the generic prompt 'USA' produces a metropolitan stereotype that under-represents rural, frontier, and desert regions.
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AI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario
Diffusion models FLUX 1 and SD 3.5 encode fine-grained US geographic knowledge when prompted with states or capitals, but the generic prompt 'USA' produces a metropolitan stereotype that under-represents rural, frontier, and desert regions.