@article{duddecoupledupdatedynamicsforreliableunc,
  title = {DUD: Decoupled Update Dynamics for Reliable Uncertainty Quantification in Large Language Models},
  author = {Yixin Bu and Runze Xia and Guanyun Zou and Yupeng Ji and Haodong Liu and Piji Li},
  year = {2026},
  eprint = {2608.03411},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.03411},
}