Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models
AAAI 2026
Chen, Qiguang and Peng, Dengyun and Liu, Jinhao and Su, HuiKang and Guan, Jiannan and Qin, Libo and Che, Wanxiang
Peng Dengyun
Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models
AAAI 2026
Chen, Qiguang and Peng, Dengyun and Liu, Jinhao and Su, HuiKang and Guan, Jiannan and Qin, Libo and Che, Wanxiang
DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective
Findings of the Association for Computational Linguistics: EMNLP 2025, 8311--8334, 2025.
Peng, Dengyun and Zhou, Yuhang and Chen, Qiguang and Liu, JinHao and Chen, Jingjing and Qin, Libo and Che, Wanxiang
DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective
Findings of the Association for Computational Linguistics: EMNLP 2025, 8311--8334, 2025.
Peng, Dengyun and Zhou, Yuhang and Chen, Qiguang and Liu, JinHao and Chen, Jingjing and Qin, Libo and Che, Wanxiang
Towards reasoning era: A survey of long chain-of-thought for reasoning large language models
arXiv preprint arXiv:2503.09567, 2025.
Chen, Qiguang and Qin, Libo and Liu, Jinhao and Peng, Dengyun and Guan, Jiannan and Wang, Peng and Hu, Mengkang and Zhou, Yuhang and Gao, Te and Che, Wangxiang
Towards reasoning era: A survey of long chain-of-thought for reasoning large language models
arXiv preprint arXiv:2503.09567, 2025.
Chen, Qiguang and Qin, Libo and Liu, Jinhao and Peng, Dengyun and Guan, Jiannan and Wang, Peng and Hu, Mengkang and Zhou, Yuhang and Gao, Te and Che, Wangxiang