@inproceedings{shi-etal-2025-reasoning,
    title = "Reasoning under Uncertainty: Efficient {LLM} Inference via Unsupervised Confidence Dilution and Convergent Adaptive Sampling",
    author = "Shi, Zhenning  and
      Zhu, Yijia  and
      Xie, Yi  and
      Shi, Junhan  and
      Xie, Guorui  and
      Zhang, Haotian  and
      Jiang, Yong  and
      Miao, Congcong  and
      Li, Qing",
    editor = "Christodoulopoulos, Christos  and
      Chakraborty, Tanmoy  and
      Rose, Carolyn  and
      Peng, Violet",
    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.1638/",
    pages = "32192--32206",
    ISBN = "979-8-89176-332-6"
}