From Bias Mitigation to Bias Negotiation: Governing Identity and Sociocultural Reasoning in Generative AI

Zackary Okun Dunivin, Bingyi Han, John Bollenbocher

LLMs act in the social world by drawing upon shared cultural patterns to make social situations understandable and actionable. Because identity is often part of the inferential sub…