Can Large Language Models Understand You Better? An MBTI Personality Detection Dataset Aligned with Population Traits. - Bohan Li; Jiannan Guan; Longxu Dou; Yunlong Feng; Dingzirui Wang; Yang Xu 049; Enbo Wang; Qiguang Chen; Bichen Wang; Xiao Xu 005; Yimeng Zhang; Libo Qin 001; et al. (COLING, 2025)

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Dengyun Peng; Jiannan Guan; Peng Wang 168; Mengkang Hu; Yuhang Zhou; Te Gao; Wanxiang Che (CoRR, 2025)

UFO-RL: Uncertainty-Focused Optimization for Efficient Reinforcement Learning Data Selection. - Yang Zhao 023; Kai Xiong 002; Xiao Ding; Li Du; YangouOuyang; Zhouhao Sun; Jiannan Guan; Wenbin Zhang; Bin Liu; Dong Hu; Bing Qin 001; Ting Liu 001 (CoRR, 2025)

AI4Research: A Survey of Artificial Intelligence for Scientific Research. - Qiguang Chen; Ming-Hsuan Yang 001; Libo Qin 001; Jinhao Liu; Zheng Yan; Jiannan Guan; Dengyun Peng; Yiyan Ji; Hanjing Li; Mengkang Hu; Yimeng Zhang; Yihao Liang; et al. (CoRR, 2025)

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models. - Qiguang Chen; Dengyun Peng; Jinhao Liu; HuiKang Su; Jiannan Guan; Libo Qin 001; Wanxiang Che (CoRR, 2025)