From Bias Mitigation to Bias Negotiation: Governing Identity and Sociocultural Reasoning in Generative AI
• LLMs leverage shared cultural patterns to interpret and act in social contexts. • Identity is central to judgment, yet current governance focuses solely on bias mitigation. • Bia