Collaborative Performance Prediction for Large Language Models. - Qiyuan Zhang 001; Fuyuan Lyu; Xue Liu 001; Chen Ma 001 (EMNLP, 2024)

Crowd Comparative Reasoning: Unlocking Comprehensive Evaluations for LLM-as-a-Judge. - Qiyuan Zhang 001; Yufei Wang 005; Yuxin Jiang; Liangyou Li; Chuhan Wu; Yasheng Wang; Xin Jiang 002; Lifeng Shang; Ruiming Tang; Fuyuan Lyu; Chen Ma 001 (ACL (1), 2025)

NILE: Internal Consistency Alignment in Large Language Models. - Minda Hu; Qiyuan Zhang 001; Yufei Wang 005; Bowei He; Hongru Wang 003; Jingyan Zhou; Liangyou Li; Yasheng Wang; Chen Ma 001; Irwin King (EMNLP, 2025)

RevisEval: Improving LLM-as-a-Judge via Response-Adapted References. - Qiyuan Zhang 001; Yufei Wang 005; Tiezheng Yu; Yuxin Jiang; Chuhan Wu; Liangyou Li; Yasheng Wang; Xin Jiang 002; Lifeng Shang; Ruiming Tang; Fuyuan Lyu; Chen Ma 001 (ICLR, 2025)

Active Instruction Tuning for Large Language Models with Reference-Free Instruction Selection. - Qiyuan Zhang 001; Jiehao Chen; Chen Ma 001 (PAKDD (3), 2025)

What, How, Where, and How Well? A Survey on Test-Time Scaling in Large Language Models. - Qiyuan Zhang 001; Fuyuan Lyu; Zexu Sun; Lei Wang; Weixu Zhang; Zhihan Guo; Yufei Wang; Irwin King; Xue Liu; Chen Ma 001 (CoRR, 2025)

From Verifiable Dot to Reward Chain: Harnessing Verifiable Reference-based Rewards for Reinforcement Learning of Open-ended Generation. - Yuxin Jiang; Yufei Wang 005; Qiyuan Zhang 001; Xingshan Zeng; Liangyou Li; Jierun Chen; Chaofan Tao; Haoli Bai; Lifeng Shang (CoRR, 2026)

Give Users the Wheel: Towards Promptable Recommendation Paradigm. - Fuyuan Lyu; Chenglin Luo; Qiyuan Zhang 001; Yupeng Hou; Haolun Wu; Xing Tang 007; Xue Liu 001; Jin L. C. Guo; Xiuqiang He 001 (CoRR, 2026)

RubricBench: Aligning Model-Generated Rubrics with Human Standards. - Qiyuan Zhang 001; Junyi Zhou; Yufei Wang 005; Fuyuan Lyu; Yidong Ming; Can Xu; Qingfeng Sun; Kai Zheng 001; Peng Kang; Xue Liu 001; Chen Ma 001 (CoRR, 2026)