Vision-Language Models Suppress Female Representations Under Ambiguous Input

Arnau Marin-Llobet, Simon Henniger, Mahzarin R. Banaji

Alignment teaches vision-language models (VLMs) to avoid expressing demographic biases, and when gender is clearly visible they largely succeed. Far less is known about ambiguous i…