LIME: Less Is More for MLLM Evaluation. - King Zhu; Qianbo Zang; Shian Jia; Siwei Wu; Feiteng Fang; Yizhi Li; Shawn Gavin; Tuney Zheng; Jiawei Guo; Bo Li; Haoning Wu; Xingwei Qu; et al. (CoRR, 2024)

MIO: A Foundation Model on Multimodal Tokens. - Zekun Wang; King Zhu; Chunpu Xu; Wangchunshu Zhou; Jiaheng Liu; Yibo Zhang; Jiashuo Wang; Ning Shi; Siyu Li; Yizhi Li; Haoran Que; Zhaoxiang Zhang 001; et al. (CoRR, 2024)

MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale. - Jarvis Guo; Tuney Zheng; Yuelin Bai; Bo Li; Yubo Wang; King Zhu; Yizhi Li; Graham Neubig; Wenhu Chen; Xiang Yue (CoRR, 2024)

MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale. - Jiawei Guo; Tianyu Zheng; Yizhi Li; Yuelin Bai; Bo Li; Yubo Wang; King Zhu; Graham Neubig; Wenhu Chen; Xiang Yue (ACL (1), 2025)

PopAlign: Diversifying Contrasting Patterns for a More Comprehensive Alignment. - Zekun Moore Wang; Shenzhi Wang; King Zhu; Jiaheng Liu; Ke Xu 001; Jie Fu 001; Wangchunshu Zhou; Wenhao Huang 001 (ACL (1), 2025)

LIME: Less Is More for MLLM Evaluation. - King Zhu; Qianbo Zang; Shian Jia; Siwei Wu; Feiteng Fang; Yizhi Li; Shuyue Guo; Tianyu Zheng; Jiawei Guo; Bo Li; Haoning Wu; Xingwei Qu; et al. (ACL (Findings), 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)

TaskCraft: Automated Generation of Agentic Tasks. - Dingfeng Shi; Jingyi Cao; Qianben Chen; Weichen Sun; Weizhen Li; Hongxuan Lu; Fangchen Dong; Tianrui Qin; King Zhu; Minghao Liu 003; Jian Yang 003; Ge Zhang 009; et al. (CoRR, 2025)

Scaling Test-time Compute for LLM Agents. - King Zhu; Hanhao Li; Siwei Wu; Tianshun Xing; Dehua Ma; Xiangru Tang; Minghao Liu 003; Jian Yang 003; Jiaheng Liu; Yuchen Eleanor Jiang; Changwang Zhang; Chenghua Lin; et al. (CoRR, 2025)

OAgents: An Empirical Study of Building Effective Agents. - He Zhu; Tianrui Qin; King Zhu; Heyuan Huang; Yeyi Guan; Jinxiang Xia; Yi Yao; Hanhao Li; Ningning Wang; Pai Liu; Tianhao Peng; Xin Gui; et al. (CoRR, 2025)

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL. - Weizhen Li; Jianbo Lin; Zhuosong Jiang; Jingyi Cao; Xinpeng Liu; Jiayu Zhang; Zhenqiang Huang; Qianben Chen; Weichen Sun; Qiexiang Wang; Hongxuan Lu; Tianrui Qin; et al. (CoRR, 2025)