@inproceedings{zhang-etal-2026-sampling,
    title = "Sampling Less, Knowing More: Contradiction-aware Adaptive Spectral and Entropic Uncertainty Quantification for {LLM}s",
    author = "Zhang, Jiaming  and
      Lu, Heng-yang  and
      Chen, Xinan  and
      Zheng, Junyuan  and
      Jiang, Yuncheng  and
      Zhu, Ying  and
      Fan, Chenyou",
    editor = "Lee, Hung-Yi  and
      Dev, Sunipa  and
      Li, Jessy  and
      Elliott, Desmond",
    booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing",
    month = oct,
    year = "2026",
    address = "Budapest, Hungary",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.emnlp-main.1093/",
    pages = "25092--25106",
    ISBN = "979-8-89176-459-0"
}