@article{frombiasmitigationtobiasnegotiationgover,
  title = {From Bias Mitigation to Bias Negotiation: Governing Identity and Sociocultural Reasoning in Generative AI},
  author = {Zackary Okun Dunivin and Bingyi Han and John Bollenbocher},
  year = {2026},
  eprint = {2602.18459},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.18459},
}