More of the Same: Persistent Representational Harms Under Increased Representation

arXiv — cs.CLFriday, October 31, 2025 at 4:00:00 AM
A recent study highlights the ongoing challenges of representational harms in generative AI systems, emphasizing that simply increasing representation does not automatically reduce bias. The research focuses on gender representation in various occupations, revealing that without addressing how individuals are portrayed, the risks of perpetuating stereotypes remain. This is significant as it calls for a deeper understanding of both who is included in AI outputs and how they are depicted, urging developers to implement more comprehensive bias mitigation strategies.
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