@article{whentoinvokerefiningllmfairnesswithtoxic,
  title = {When to Invoke: Refining LLM Fairness with Toxicity Assessment},
  author = {Jing Ren and Bowen Li and Ziqi Xu and Renqiang Luo and Shuo Yu and Xin Ye and Haytham Fayek and Xiaodong Li and Feng Xia},
  year = {2026},
  eprint = {2601.09250},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.09250},
}