Enhancing Dynamic Image Advertising with Vision-Language Pre-training. - Zhoufutu Wen; Xinyu Zhao; Zhipeng Jin; Yi Yang 031; Wei Jia; Xiaodong Chen; Shuanglong Li; Lin Liu (SIGIR, 2023)

KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks. - Kaijing Ma; Xinrun Du; Yunran Wang; Haoran Zhang; Zhoufutu Wen; Xingwei Qu; Jian Yang 003; Jiaheng Liu; Minghao Liu 003; Xiang Yue; Wenhao Huang 001; Ge Zhang 009 (CoRR, 2024)

Quantification of Large Language Model Distillation. - Sunbowen Lee; Junting Zhou; Chang Ao; Kaige Li; Xeron Du; Sirui He; Haihong Wu; Tianci Liu 011; Jiaheng Liu; Hamid Alinejad-Rokny; Min Yang 007; Yitao Liang; et al. (ACL (1), 2025)

KOR-Bench: Benchmarking Language Models on Knowledge-Orthogonal Reasoning Tasks. - Kaijing Ma; Xeron Du; Yunran Wang; Haoran Zhang; Zhoufutu Wen; Xingwei Qu; Jian Yang 003; Jiaheng Liu; Minghao Liu 003; Xiang Yue; Wenhao Huang 001; Ge Zhang 009 (ICLR, 2025)

Distillation Quantification for Large Language Models. - Sunbowen Lee; Junting Zhou; Chang Ao; Kaige Li; Xinrun Du; Sirui He; Jiaheng Liu; Min Yang 007; Zhoufutu Wen; Shiwen Ni (CoRR, 2025)

CryptoX : Compositional Reasoning Evaluation of Large Language Models. - Jiajun Shi; Chaoren Wei; Liqun Yang; Zekun Moore Wang; Chenghao Yang; Ge Zhang 009; Stephen Huang; Tao Peng; Jian Yang 030; Zhoufutu Wen (CoRR, 2025)

SimpleVQA: Multimodal Factuality Evaluation for Multimodal Large Language Models. - Xianfu Cheng; Wei Zhang 021; Shiwei Zhang; Jian Yang 030; Xiangyuan Guan; Xianjie Wu; Xiang Li 117; Ge Zhang 009; Jiaheng Liu; Yuying Mai; Yutao Zeng; Zhoufutu Wen; et al. (CoRR, 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)

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)

KORGym: A Dynamic Game Platform for LLM Reasoning Evaluation. - Jiajun Shi; Jian Yang; Jiaheng Liu; Xingyuan Bu; Jiangjie Chen; Junting Zhou; Kaijing Ma; Zhoufutu Wen; Bingli Wang; Yancheng He; Liang Song; Hualei Zhu; et al. (CoRR, 2025)

MARS-Bench: A Multi-turn Athletic Real-world Scenario Benchmark for Dialogue Evaluation. - Chenghao Yang; Yinbo Luo; Zhoufutu Wen; Qi Chu 001; Tao Gong; Longxiang Liu; Kaiyuan Zhang; Jianpeng Jiao; Ge Zhang 009; Wenhao Huang 001; Nenghai Yu (CoRR, 2025)

SciDA: Scientific Dynamic Assessor of LLMs. - Junting Zhou; Tingjia Miao; Yiyan Liao; Qichao Wang; Zhoufutu Wen; Yanqin Wang; Yunjie Huang; Ge Yan; Leqi Wang; Yucheng Xia; Hongwan Gao; Yuansong Zeng; et al. (CoRR, 2025)

First Return, Entropy-Eliciting Explore. - Tianyu Zheng; Tianshun Xing; Qingshui Gu; Taoran Liang; Xingwei Qu; Xin Zhou 012; Yizhi Li; Zhoufutu Wen; Chenghua Lin; Wenhao Huang 001; Qian Liu; Ge Zhang 009; et al. (CoRR, 2025)

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction. - Zhiyuan Zeng 004; Jiashuo Liu; Siyuan Chen; Tianci He; Yali Liao; Jinpeng Wang; Zaiyuan Wang; Yang Yang; Lingyue Yin; Mingren Yin; Zhenwei Zhu; Tianle Cai; et al. (CoRR, 2025)