@misc{arxiv_2610_16076v1,
  title = {The NVVSpeech Challenge 2026: Overview and Lessons for Speech Understanding and Generation with Nonverbal Vocalizations},
  author = {{Liumeng Xue} and {Yuang Cao} and {Jingbin Hu} and {Qirui Zhan} and {Huakang Chen} and {Yibin Zheng} and {Yunxiang Chen} and {Houdun Liu} and {Su Feng} and {Haibin Wu} and {Zheng Lian} and {Wei Xue} and {Bengu Wu} and {Hui Bu} and {Lei Xie}},
  eprint = {2610.16076v1},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.16076v1}
}