Peijie Wang

Peijie Wang

Institute of Automation, Chinese Academy of Sciences

👋 About Me

I am currently a third-year Ph.D. student at Institute of Automation, Chinese Academy of Sciences, supervised by Prof. Cheng-Lin Liu.

Before that, I obtained my B.Eng. degree from School of Artificial Intelligence and Automation (AIA), Huazhong University of Science and Technology (HUST) in 2023, where I was supervised by Prof. Dongrui Wu.

I currently focus on the evaluation, reasoning, and formal mathematical reasoning of multimodal large language models.

📖 Educations

🔥 News

  • 2026.01:  🎉🎉 One paper is accepted to WWW 2026.
  • 2025.12:  🎉🎉 Our survey is accepted to IEEE TPAMI.
  • 2025.09:  🎉🎉 Two papers are accepted to NeurIPS 2025.
  • 2025.05:  🎉🎉 One paper is accepted to ACL 2025.
  • 2025.02:  🎉🎉 One paper is accepted to CVPR 2025.

📝 Publications

CVPR 2025
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MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts

Peijie Wang, Zhong-Zhi Li, Fei Yin, Xin Yang, Dekang Ran, Cheng-Lin Liu

NeurIPS 2025 (DB Track)
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SOLIDGEO: Measuring Multimodal Spatial Math Reasoning in Solid Geometry

Peijie Wang*, Chao Yang*, Zhong-Zhi Li, Fei Yin, Dekang Ran, Mi Tian, Zhilong Ji, Jinfeng Bai, Cheng-Lin Liu

NeurIPS 2025
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PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning

Yizhen Zhang, Yang Ding, Shuoshuo Zhang, Xinchen Zhang, Haoling Li, Zhong-zhi Li, Peijie Wang, Jie Wu, Lei Ji, Yelong Shen, Yujiu Yang, Yeyun Gong

ACL 2025
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LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and Locating

Chao Deng, Jiale Yuan, Pi Bu, Peijie Wang, Zhong-Zhi Li, Jian Xu, Xiao-Hui Li, Yuan Gao, Jun Song, Bo Zheng, Cheng-Lin Liu

WWW 2026
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Towards Open-World Retrieval-Augmented Generation on Knowledge Graph: A Multi-Agent Collaboration Framework

Jiasheng Xu, Mingda Li, Yongqiang Tang, Peijie Wang, and Wensheng Zhang

ACL 2026
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Diagram Parsing for Plane and Solid Geometry with a Unified Formal Language

Peijie Wang, Ming-Liang Zhang, Jun Cao, CHAO DENG, Dekang Ran, Pi Bu, Hongda Sun, Xuan Zhang, Yingyao Wang, Jun Song, Bo Zheng, Fei Yin, Cheng-Lin Liu

CVPR 2026, Highlight
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VLM-Loc: Localization in Point Cloud Maps via Vision-Language Models

Shuhao Kang, Youqi Liao, Peijie Wang, Wenlong Liao, Qilin Zhang, Benjamin Busam, Xieyuanli Chen, Yun Liu

arxiv
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Do MLLMs Really Understand Space? A Mathematical Reasoning Evaluation

Shuo Lu, Jianjie Cheng, Yinuo Xu, Yongcan Yu, Lijun Sheng, Peijie Wang, Siru Jiang, Yongguan Hu, Run Ling, Yihua Shao, Ao Ma, Wei Feng, Lingxiao He, Meng Wang, Qianlong Xie, Xingxing Wang, Nicu Sebe, Ran He, Jian Liang

🎖 Honors and Awards

  • 2026, Merit Student, Chinese Academy of Sciences
  • 2025, ICDAR 2025 Competition on Understanding Chinese College Entrance Exam Papers. Second Place.
  • 2025, Academic Scholarship, Chinese Academy of Sciences
  • 2023, Freshmen Scholarship, Chinese Academy of Sciences
  • 2023, Outstanding Graduate, HUST
  • 2020, Academic Scholarship, HUST

💻 Internships