StylisticBias benchmark shows 15 visual attributes explain nearly 80% of bias variation in six MLLMs by isolating single cues like age and fashion in generated images.
C o B ia: Constructed Conversations Can Trigger Otherwise Concealed Societal Biases in LLM s
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StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs
StylisticBias benchmark shows 15 visual attributes explain nearly 80% of bias variation in six MLLMs by isolating single cues like age and fashion in generated images.