Self-Supervised Logic Induction for Explainable Fuzzy Temporal Commonsense Reasoning. - Bibo Cai; Xiao Ding; Zhouhao Sun; Bing Qin 001; Ting Liu 001; Baojun Wang; Lifeng Shang (AAAI, 2023)

Towards Stable Natural Language Understanding via Information Entropy Guided Debiasing. - Li Du; Xiao Ding; Zhouhao Sun; Ting Liu 001; Bing Qin 001; Jingshuo Liu (ACL (1), 2023)

Causal-Guided Active Learning for Debiasing Large Language Models. - Zhouhao Sun; Li Du; Xiao Ding; Yixuan Ma; Yang Zhao 023; Kaitao Qiu; Ting Liu 001; Bing Qin 001 (ACL (1), 2024)

Deciphering the Impact of Pretraining Data on Large Language Models through Machine Unlearning. - Yang Zhao 023; Li Du; Xiao Ding; Kai Xiong 002; Zhouhao Sun; Shi Jun; Ting Liu 001; Bing Qin 001 (ACL (Findings), 2024)

Towards Generalizable and Faithful Logic Reasoning over Natural Language via Resolution Refutation. - Zhouhao Sun; Xiao Ding; Li Du; Bibo Cai; Jinglong Gao; Ting Liu 001; Bing Qin 001 (LREC/COLING, 2024)

Deciphering the lmpact of Pretraining Data on Large Language Models through Machine Unlearning. - Yang Zhao 023; Li Du; Xiao Ding; Kai Xiong 002; Zhouhao Sun; Jun Shi; Ting Liu 001; Bing Qin 001 (CoRR, 2024)

Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection. - Yang Zhao 023; Li Du; Xiao Ding; Yangou Ouyang; Hepeng Wang; Kai Xiong 002; Jinglong Gao; Zhouhao Sun; Dongliang Xu; Qing Yang 033; Dongchen Li; Bing Qin 001; et al. (ACL (1), 2025)

Information Gain-Guided Causal Intervention for Autonomous Debiasing Large Language Models. - Zhouhao Sun; Xiao Ding; Li Du; Yunpeng Xu; Yixuan Ma; Yang Zhao 023; Bing Qin 001; Ting Liu 001 (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)

Benchmarking and Pushing the Multi-Bias Elimination Boundary of LLMs via Causal Effect Estimation-guided Debiasing. - Zhouhao Sun; Zhiyuan Kan; Xiao Ding; Li Du; Yang Zhao 023; Bing Qin 001; Ting Liu 001 (CoRR, 2025)

Self-Route: Automatic Mode Switching via Capability Estimation for Efficient Reasoning. - Yang He; Xiao Ding; Bibo Cai; Yufei Zhang; Kai Xiong 002; Zhouhao Sun; Bing Qin 001; Ting Liu 001 (CoRR, 2025)