VLMs exhibit demographic biases in occupation and salary decisions even when only faces are altered in otherwise identical real photos.
InProceedings of the 2025 Conference on Empirical Methods in Natural Lan- guage Processing (EMNLP), pages 17981–18004
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Measuring Social Bias in Vision-Language Models with Face-Only Counterfactuals from Real Photos
VLMs exhibit demographic biases in occupation and salary decisions even when only faces are altered in otherwise identical real photos.