MAP-Neo: Highly Capable and Transparent Bilingual Large Language Model Series. - Ge Zhang 009; Scott Qu; Jiaheng Liu; Chenchen Zhang; Chenghua Lin; Chou Leuang Yu; Danny Pan; Esther Cheng; Jie Liu 047; Qunshu Lin; Raven Yuan; Tuney Zheng; et al. (CoRR, 2024)

PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents. - Junjie Wang; Yin Zhang; Yatai Ji; Yuxiang Zhang 006; Chunyang Jiang; Yubo Wang; Kang Zhu; Zekun Wang; Tiezhen Wang; Wenhao Huang 001; Jie Fu 001; Bei Chen; 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)

OmniHD-Scenes: A Next-Generation Multimodal Dataset for Autonomous Driving. - Lianqing Zheng; Long Yang; Qunshu Lin; Wenjin Ai; Minghao Liu; Shouyi Lu; Jianan Liu; Hongze Ren; Jingyue Mo; Xiaokai Bai; Jie Bai; Zhixiong Ma; et al. (CoRR, 2024)

OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations. - Linke Ouyang; Yuan Qu; Hongbin Zhou; Jiawei Zhu; Rui Zhang; Qunshu Lin; Bin Wang 065; Zhiyuan Zhao; Man Jiang; Xiaomeng Zhao 002; Jin Shi; Fan Wu; et al. (CVPR, 2025)

MetaOcc: Surround-View 4D Radar and Camera Fusion Framework for 3D Occupancy Prediction with Dual Training Strategies. - Long Yang; Lianqing Zheng; Wenjin Ai; Minghao Liu; Sen Li; Qunshu Lin; Shengyu Yan; Jie Bai; Zhixiong Ma; Xichan Zhu (CoRR, 2025)

Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs. - Longxu Dou; Qian Liu 012; Fan Zhou; Changyu Chen; Zili Wang; Ziqi Jin; Zichen Liu; Tongyao Zhu; Cunxiao Du; Penghui Yang 001; Haonan Wang; Jiaheng Liu; 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)

COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values. - M.-A-P. Team; Siwei Wu; Jincheng Ren; Xinrun Du; Shuyue Guo; Xingwei Qu; Yiming Liang; Jie Liu 047; Yunwen Li; Tianyu Zheng; Boyu Feng; Huaqing Yuan; et al. (CoRR, 2025)

Objaverse++: Curated 3D Object Dataset with Quality Annotations. - Chendi Lin; Heshan Liu; Qunshu Lin; Zachary Bright; Shitao Tang; Yihui He; Minghao Liu; Ling Zhu; Cindy X. Le (CoRR, 2025)

What Matters in LLM-generated Data: Diversity and Its Effect on Model Fine-Tuning. - Yuchang Zhu; Huazhen Zhong; Qunshu Lin; Haotong Wei; Xiaolong Sun; Zixuan Yu; Minghao Liu; Zibin Zheng; Liang Chen 001 (CoRR, 2025)

Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback. - Yang Chen; Yufan Shen; Wenxuan Huang; Sheng Zhou 004; Qunshu Lin; Xinyu Cai; Zhi Yu; Jiajun Bu; Botian Shi; Yu Qiao 001 (CoRR, 2025)

VeriGUI: Verifiable Long-Chain GUI Dataset. - Shunyu Liu 001; Minghao Liu 003; Huichi Zhou; Zhenyu Cui; Yang Zhou; Yuhao Zhou; Wendong Fan; Ge Zhang 009; Jiajun Shi; Weihao Xuan; Jiaxing Huang 001; Shuang Luo; et al. (CoRR, 2025)