RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models. - Zekun Moore Wang; Zhongyuan Peng; Haoran Que; Jiaheng Liu; Wangchunshu Zhou; Yuhan Wu; Hongcheng Guo; Ruitong Gan; Zehao Ni; Man Zhang 005; Zhaoxiang Zhang 001; Wanli Ouyang; et al. (CoRR, 2023)

RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models. - Noah Wang; Zhongyuan Peng; Haoran Que; Jiaheng Liu; Wangchunshu Zhou; Yuhan Wu; Hongcheng Guo; Ruitong Gan; Zehao Ni; Jian Yang 030; Man Zhang 005; Zhaoxiang Zhang 001; et al. (ACL (Findings), 2024)

RoleAgent: Building, Interacting, and Benchmarking High-quality Role-Playing Agents from Scripts. - Jiaheng Liu; Zehao Ni; Haoran Que; Tao Sun 016; Noah Wang; Jian Yang 030; Jiakai Wang; Hongcheng Guo; Zhongyuan Peng; Ge Zhang 009; Jiayi Tian; Xingyuan Bu; et al. (NeurIPS, 2024)

MTU-Bench: A Multi-granularity Tool-Use Benchmark for Large Language Models. - Pei Wang; Yanan Wu; Zekun Wang; Jiaheng Liu; Xiaoshuai Song; Zhongyuan Peng; Ken Deng; Chenchen Zhang; Jiakai Wang; Junran Peng; Ge Zhang 009; Hangyu Guo; et al. (CoRR, 2024)

A Comparative Study on Reasoning Patterns of OpenAI's o1 Model. - Siwei Wu; Zhongyuan Peng; Xinrun Du; Tuney Zheng; Minghao Liu 003; Jialong Wu 009; Jiachen Ma 005; Yizhi Li; Jian Yang 030; Wangchunshu Zhou; Qunshu Lin; Junbo Zhao 002; et al. (CoRR, 2024)

Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow. - Jiaqi Bai; Hongcheng Guo; Zhongyuan Peng; Jian Yang 030; Zhoujun Li 001; Mohan Li; Zhihong Tian (AAAI, 2025)

SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines. - M.-A-P. Team; Xinrun Du; Yifan Yao; Kaijing Ma; Bingli Wang; Tianyu Zheng; Kang Zhu; Minghao Liu; Yiming Liang; Xiaolong Jin; Zhenlin Wei; Chujie Zheng; et al. (CoRR, 2025)

CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models. - Alexander Zhang; Marcus Dong; Jiaheng Liu; Wei Zhang 021; Yejie Wang; Jian Yang 003; Ge Zhang 009; Tianyu Liu 001; Zhongyuan Peng; Yingshui Tan; Yuanxing Zhang; Zhexu Wang; et al. (CoRR, 2025)

Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? - Yancheng He; Shilong Li; Jiaheng Liu; Weixun Wang; Xingyuan Bu; Ge Zhang 009; Zhongyuan Peng; Zhaoxiang Zhang 001; Zhicheng Zheng; Wenbo Su; Bo Zheng 007 (CoRR, 2025)

IV-Bench: A Benchmark for Image-Grounded Video Perception and Reasoning in Multimodal LLMs. - David Ma; Yuanxing Zhang; Jincheng Ren; Jarvis Guo; Yifan Yao; Zhenlin Wei; Zhenzhu Yang; Zhongyuan Peng; Boyu Feng; Jun Ma; Xiao Gu 009; Zhoufutu Wen; et al. (CoRR, 2025)

FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models. - Zhouliang Yu; Ruotian Peng; Keyi Ding; Yizhe Li; Zhongyuan Peng; Minghao Liu 003; Yifan Zhang; Zheng Yuan; Huajian Xin; Wenhao Huang 001; Yandong Wen; Ge Zhang 009; et al. (CoRR, 2025)

CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization. - Zhongyuan Peng; Yifan Yao; Kaijing Ma; Shuyue Guo; Yizhe Li; Yichi Zhang; Chenchen Zhang; Yifan Zhang; Zhouliang Yu; Luming Li; Minghao Liu 003; Yihang Xia; et al. (CoRR, 2025)

KAT-V1: Kwai-AutoThink Technical Report. - Zizheng Zhan; Ken Deng; Huaixi Tang; Wen Xiang; Kun Wu; Weihao Li; Wenqiang Zhu; Jingxuan Xu; Lecheng Huang; Zong-Xian Feng; Shaojie Wang; Shangpeng Yan; et al. (CoRR, 2025)