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Beyond Memorization: A Multi-Modal Ordinal Regression Benchmark to Expose Popularity Bias in Vision-Language Models

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Li-Zhong Szu-Tu, Ting-Lin Wu et al.Dec 24arXiv

The paper builds YearGuessr, a giant, worldwide photo-and-text dataset of 55,546 buildings with their construction years (1001–2024), GPS, and popularity (page views).

#YearGuessr#building age estimation#ordinal regression

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Beyond Memorization: A Multi-Modal Ordinal Regression Benchmark to Expose Popularity Bias in Vision-Language Models