History question classification and representation for Chinese Gaokao. - Ke Yu; Qiuzhi Liu; Yuqing Zheng; Tiejun Zhao; Dequan Zheng (IALP, 2016)

Simple and Scalable Nearest Neighbor Machine Translation. - Yuhan Dai; Zhirui Zhang; Qiuzhi Liu; Qu Cui; Weihua Li; Yichao Du; Tong Xu 001 (ICLR, 2023)

Chain-of-Jailbreak Attack for Image Generation Models via Editing Step by Step. - Wenxuan Wang 001; Kuiyi Gao; Zihan Jia; Youliang Yuan; Jen-tse Huang 001; Qiuzhi Liu; Shuai Wang 011; Wenxiang Jiao; Zhaopeng Tu (CoRR, 2024)

Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs. - Xingyu Chen; Jiahao Xu; Tian Liang; Zhiwei He 002; Jianhui Pang; Dian Yu 001; Linfeng Song; Qiuzhi Liu; Mengfei Zhou; Zhuosheng Zhang 001; Rui Wang 015; Zhaopeng Tu; et al. (CoRR, 2024)

Chain-of-Jailbreak Attack for Image Generation Models via Step by Step Editing. - Wenxuan Wang 001; Kuiyi Gao; Youliang Yuan; Jen-tse Huang 001; Qiuzhi Liu; Shuai Wang 001; Wenxiang Jiao; Zhaopeng Tu (ACL (Findings), 2025)

Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs. - Xiaoyuan Liu; Wenxuan Wang 001; Youliang Yuan; Jen-tse Huang 001; Qiuzhi Liu; Pinjia He; Zhaopeng Tu (ACL (1), 2025)

Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs. - Yue Wang; Qiuzhi Liu; Jiahao Xu; Tian Liang; Xingyu Chen; Zhiwei He 002; Linfeng Song; Dian Yu 001; Juntao Li; Zhuosheng Zhang 001; Rui Wang 015; Zhaopeng Tu; et al. (CoRR, 2025)

The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models. - Ke Ji; Jiahao Xu; Tian Liang; Qiuzhi Liu; Zhiwei He 002; Xingyu Chen; Xiaoyuan Liu; Zhijie Wang; Junying Chen; Benyou Wang; Zhaopeng Tu; Haitao Mi; et al. (CoRR, 2025)

Dancing with Critiques: Enhancing LLM Reasoning with Stepwise Natural Language Self-Critique. - Yansi Li; Jiahao Xu; Tian Liang; Xingyu Chen; Zhiwei He 002; Qiuzhi Liu; Rui Wang 015; Zhuosheng Zhang 001; Zhaopeng Tu; Haitao Mi; Dong Yu 001 (CoRR, 2025)

DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning. - Zhiwei He 002; Tian Liang; Jiahao Xu; Qiuzhi Liu; Xingyu Chen; Yue Wang; Linfeng Song; Dian Yu 001; Zhenwen Liang; Wenxuan Wang 001; Zhuosheng Zhang 001; Rui Wang 015; et al. (CoRR, 2025)

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training. - Mengru Wang; Xingyu Chen; Yue Wang; Zhiwei He 002; Jiahao Xu; Tian Liang; Qiuzhi Liu; Yunzhi Yao; Wenxuan Wang 001; Ruotian Ma; Haitao Mi; Ningyu Zhang 001; et al. (CoRR, 2025)

DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning. - Ziyin Zhang; Jiahao Xu; Zhiwei He 002; Tian Liang; Qiuzhi Liu; Yansi Li; Linfeng Song; Zhengwen Liang; Zhuosheng Zhang 001; Rui Wang 015; Zhaopeng Tu; Haitao Mi; et al. (CoRR, 2025)