@article{hunyuanturbosadvancinglargelanguage,
  title = {Hunyuan-TurboS: Advancing Large Language Models through Mamba-Transformer Synergy and Adaptive Chain-of-Thought},
  author = {Ao Liu and Botong Zhou and Can Xu and Chayse Zhou and Chenchen Zhang and Chengcheng Xu and Chenhao Wang and Decheng Wu and Dengpeng Wu and Dian Jiao and Dong Du and Dong Wang and Feng Zhang and Fengzong Lian and Guanghui Xu and Guanwei Zhang and Hai Wang and Haipeng Luo and Han Hu and Huilin Xu and Jiajia Wu and Jianchen Zhu and Jianfeng Yan and Jiaqi Zhu and Jinbao Xue and Jun Xia and Junqiang Zheng and Kai Liu and Kai Zhang and Kai Zheng and Kejiao Li and Keyao Wang and Lan Jiang and Lixin Liu and Lulu Wu and Mengyuan Huang and Peijie Yu and Peiqi Wang and Qian Wang and Qianbiao Xiang and Qibin Liu and Qingfeng Sun and Richard Guo and Ruobing Xie and Saiyong Yang and Shaohua Chen and Shihui Hu and Shuai Li and Shuaipeng Li and Shuang Chen and Suncong Zheng and Tao Yang and Tian Zhang and TingHao Yu and Weidong Han and Weijie Liu and Weijin Zhou and Weikang Wang and Wesleye Chen and Xiao Feng and Xiaoqin Ren and Xingwu Sun and Xiong Kuang and Xuemeng Huang and Xun Cao and Yanfeng Chen and Yang Du and Yang Zhen and Yaping Deng and Yi Shen and Yigeng Hong and Yiqi Chen and Yiqing Huang and Yuchi Deng and Yue Mao and Yulong Wang and Yuyuan Zeng and Zenan Xu and Zhanhui Kang and Zhenxiang Yan and Zheng Fang and Zhichao Hu and Zhongzhi Chen and Zhuoyu Li and Zongwei Li and Alex Yan and Ande Liang and Baitong Liu and Beiping Pan and Bin Xing and Binghong Wu and Bingxin Qu and Bolin Ni and Boyu Wu and Chen Li and Cheng Jiang and Cheng Zhang and Chengjun Liu and Chengxu Yang and Chiyu Wang and Chong Zha and Daisy Yi and Di Wang and Fanyang Lu and Fei Chen and Feifei Liu and Feng Zheng and Guanghua Yu and Guiyang Li and Guohua Wang and Haisheng Lin and Han Liu and Han Wang and Hao Fei and Hao Lu and Haoqing Jiang and Haoran Sun and Haotian Zhu and Huangjin Dai and Huankui Chen and Huawen Feng and Huihui Cai and Huxin Peng and Jackson Lv and Jiacheng Shi and Jiahao Bu and Jianbo Li and Jianglu Hu and Jiangtao Guan and Jianing Xu and Jianwei Cai and Jiarong Zhang and Jiawei Song and Jie Jiang and Jie Liu and Jieneng Yang and Jihong Zhang and Jin lv and Jing Zhao and Jinjian Li and JinXing Liu and Jun Zhao and Juntao Guo and Kai Wang and Kan Wu and Lei Fu and Lei He and Lei Wang and Li Liu and Liang Dong and Liya Zhan and Long Cheng and Long Xu and Mao Zheng and Meng Liu and Mengkang Hu and Nanli Chen and Peirui Chen and Peng He and Pengju Pan and Pengzhi Wei and Qi Yang and Qi Yi and Roberts Wang and Rongpeng Chen and Rui Sun and Rui Yang and Ruibin Chen and Ruixu Zhou and Shaofeng Zhang and Sheng Zhang and Shihao Xu and Shuaishuai Chang and Shulin Liu and Siqi Wang and Songjia Feng and Songling Yuan and Tao Zhang and Tianjiao Lang and Tongkai Li and Wei Deng and Wei Li and Weichao Wang and Weigang Zhang and Weixuan Sun and Wen Ouyang and Wenxiang Jiao and Wenzhi Sun and Wenzhuo Jia and Xiang Zhang and Xiangyu He and Xianshun Ren and Xiaoying Zhu and Xiaolong Guo and Xiaoxue Li and Xiaoyu Ma and Xican Lu and Xinhua Feng and Xinting Huang and Xinyu Guan and Xirui Li and Xu Zhang and Xudong Gao and Xun Luo and Xuxiang Qi and Yangkun Chen and Yangyu Tao and Yanling Xiao and Yantao Mai and Yanze Chen and Yao Ding and Yeting Yang and YiFan Song and Yifan Yang and Yijiao Zhu and Yinhe Wu and Yixian Liu and Yong Yang and Yuanjun Cai and Yuanlin Tu and Yue Zhang and Yufei Huang and YuHang Zhou and Yuhao Jiang and Yuhong Liu and Yuhui Hu and YuJin Lin and Yun Yang and Yunhao Wang and Yusong Zhang and Zekun Wu and Zelong Zhang and Zhan Yu and Zhaoliang Yang and Zhe Zhao and Zheng Li and Zhenyu Huang and Zhiguang Liu and Zhiqing Kui and Zhiyin Zeng and Zhiyuan Xiong and Zhuo Han and Zifan Wu and Zigang Geng and Zilong Zhao and Ziyan Tang and Ziyuan Zhu and Zonglei Zhu and Zhijiang Xu},
  year = {2025},
  eprint = {2505.15431},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.15431v1},
}