Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models

arXiv preprint arXiv:2508.11582, 2025.

Chen, Qiguang and Peng, Dengyun and Liu, Jinhao and Su, HuiKang and Guan, Jiannan and Qin, Libo and Che, Wanxiang

Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models

arXiv preprint arXiv:2508.11582, 2025.

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