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Zhejiang University
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Image-generation models can outperform text-output VLMs in spatial tasks when answers are expressed directly in pixel space, revealing a critical interface mismatch in current evaluation methods.
Landmark bias can lead to significant inaccuracies in geo-localization, but HoloGeo effectively mitigates this issue through evidence-driven reasoning, outperforming existing models.
