Vision-language models systematically associate faces and trait phrases with a small set of countries, reproducing stereotypes in retrieval tasks.
See it from my perspective: How language affects cultural bias in image understanding
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Cultural Awareness in Vision-Language Models: A Cross-Country Exploration
Vision-language models systematically associate faces and trait phrases with a small set of countries, reproducing stereotypes in retrieval tasks.