StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs

StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs

Multimodal large language models exhibit social bias driven by specific visual attributes, with fashion style and socioeconomic cues having the greatest impact on model judgments.

Hugging Face · Daily Papers ·Shaghayegh Kolli, Timo Cavelius · ·▲ 2 upvotes

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Autores: Shaghayegh Kolli, Timo Cavelius, Nafiseh Nikeghbal, Samantha Dalal, Jana Diesner

  • 2 upvotes da comunidade
  • Temas: multimodal large language models, social bias, visual attributes, photorealistic faces, attribute-level social bias, semantic alignment

Resumo

Resumo original (em inglês), extraído do paper:

Multimodal large language models exhibit social bias driven by specific visual attributes, with fashion style and socioeconomic cues having the greatest impact on model judgments.

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