@article{compositionalbiascontrolinlargelanguagem,
  title = {Compositional Bias Control in Large Language Models: Preference Learning Fails, Supervision Succeeds},
  author = {Atij Mahesh},
  year = {2025},
  eprint = {2510.22084},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.22084},
}