Hi, I’m Shi Qiu (仇是), a senior undergraduate student at the School of Physics, Peking University.

My research interests focus on reasoning models and agents, with a specific emphasis on assessing their interpretability and robust reasoning capabilities. I’ve also done research in Large Multimodal Models (LMMs), especially their evaluation and application for human society.

I am currently an intern with Prof. Dawn Song’s team at UC Berkeley, and with Prof. Huaxiu Yao’s team at UNC Chapel Hill, where I contribute to cutting-edge AI research. Additionally, I am affiliated with the AI4Physics research group led by Professors Qing-Hong Cao, Hua-Xing Zhu, and Ming-Xing Luo at the School of Physics, Peking University.

🔥 News

• [Sep 2025] Our paper, GLIMPSE, was accepted by EMNLP 2025 Main Conference!
• [May 2025] We released PHYBench, the first large-scale reasoning benchmark within a physical context. Follow us for the latest updates!
• [Jan 2025] Our paper, MMIE, was accepted by ICLR 2025 as an Oral presentation!
• [Feb 2025] Our paper, MJ-Video, was released on arXiv.
• [2024] Honored to receive the Excellence in Research Award for contributions in AI and intelligent systems.

✉️ Contact

• X (Twitter): @StephenQS0710
• Hugging Face: StarThomas1002
• Discord: stephen_17949
• WeChat: StephenQSqiuqiu
• 小红书: 是是是一只吃播萨米
• CV: View my Personal CV

📝 Publications

[1] PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models
Shi Qiu, Shaoyang Guo, Zhuo-Yang Song, Hua-Xing Zhu et al.
Submitted to arXiv, April 2025
[Paper] [Project]

[2] MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models
Peng Xia, Siwei Han, Shi Qiu, Yiyang Zhou, Zhaoyang Wang, Wenhao Zheng, Zhaorun Chen, Chenhang Cui, Mingyu Ding, Linjie Li, Lijuan Wang, Huaxiu Yao
*ICLR 2025 (Oral)
[Paper] [Project]

[3] Agents: An Open-source Framework for Autonomous Language Agents
Wangchunshu Zhou, Yuchen Eleanor Jiang, Long Li, Jialong Wu, Shi Qiu, etc.
ICLR 2024 Workshop on Large Language Models for Agents
[Paper] [Project]

[4] GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them?
Yiyang Zhou, Linjie Li, Shi Qiu, Zhengyuan Yang, Yuyang Zhao, Siwei Han, Yangfan He, Kangqi Li, Haonian Ji, Zihao Zhao, Haibo Tong, Lijuan Wang, Huaxiu Yao
*EMNLP 2025 Main Conference

[5] MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation
Haibo Tong, Zhaoyang Wang, Zhaorun Chen, Haonian Ji, Shi Qiu, Siwei Han, Zhongkai Xue, Yiyang Zhou, Peng Xia, Kexin Geng, Mingyu Ding, Rafael Rafailov, Chelsea Finn, Huaxiu Yao
Currently under review
[Paper]

[6] SuperGPQA: Scaling LLM Evaluation across 285 Graduate Disciplines
Xeron Du, Yifan Yao, Kaijing Ma, Bingli Wang, Tianyu Zheng, King Zhu, Minghao Liu, Yiming Liang, Xiaolong Jin, Zhenlin Wei, Shi Qiu, …, Jiaheng Liu, Stephen Huang, Ge Zhang
Currently under review
[Paper]

🎖️ Honors and Awards

• Excellence in Research Award, 2024
• Peking University Third Class Scholarship, 2024
• Shu Qi Scholarship (Top 5%), 2023
• Youth Award for Athletics (Physics Major Representative), 2023

📖 Education

Peking University Beijing, China B.S. in Physics & B.S. in Electronics Engineering and Computer Science (Double Major) 2022 – Present

• Overall GPA: 3.63/4.0

💼 Research Experience

Undergraduate Researcher | UNC Chapel Hill
Advisor: Prof. Huaxiu Yao June 2024 – Aug 2024

• Contributed to multiple research projects in large multimodal models and AI agents as a summer research assistant.

Research Intern | AIWaves
June 2023 – Aug 2023

• Contributed to the core development of the open-source framework for autonomous language agents.
• Co-authored the paper “Agents: An Open-source Framework for Autonomous Language Agents”.
• Project reached over 5,000 stars on GitHub: [Project Link]

CUPT Competition Team | Peking University
March 2023 – May 2023

• Served as a Main Speaker for the team.
• Awarded Third Prize in the China Undergraduate Physics Tournament (CUPT) school-wide competition.

💻 Projects

CourseCommunity March 2024 – Present An open-source, all-for-free platform providing university course notes and self-study guides.

LLM Agent Framework June 2023 – Aug 2023 An open-source framework for building and deploying autonomous language agents.

🗺️ Skills

• Programming: Python, LaTeX, Markdown
• Languages: Native Mandarin, Fluent English (TOEFL 112, CET-6 696)

🏸 Extracurricular Activities & Interests

• President of the Peking University Jump-Rope Team
  • Achievements:
    • National Online Jump Rope Competition: Ranked #29.
    • Beijing College League: First Place (Men’s 30-Second Double Under), Second Place (Mixed 1-on-1 30-Second Single Under, Broke Event Record), Third Place (Consecutive Triple Under).
• Member of the Badminton Team in Department of Physics
  • Achievement: Contributed to the team’s 3rd place victory in the Beijing University Cup Badminton Team Competition.
• Class Monitor, Class 8 of the 22nd Undergraduate Cohort
  • Managed class responsibilities, organized events, and facilitated communication between students and faculty.
• Key Member of the Peking University Blockchain Association
  • Actively engaged in discussions on blockchain technology and its applications.
• Literature & Writing
  • Published a personal collection of essays, available at my [Literature] repository.
  • Favorite Authors: Richard Powers, Amor Towles, and Anthony Doerr.
• Photography
  • Collaborated with Mengshu Yu and Dannni Luo to create a unique series of self-made postcards. View them here: [Postcards].
    
    
• Games
  • Clash Royale:
    • Achieved Ladder rank #31 and Tournament rank #46 on the Chinese Server. Reached #1 using Evo RG (video proof).
    • Won 3rd place in the Clash Royale Chinese University League (CRCUL) with teammates Yikai Zhu, Hao Chen, and others.
      
    

    
    

  • Battle of Balls:
    • Ranked #7 on the ladder in Zhejiang Province, July 2018.
• Hobbies
  • Trains: A passionate train enthusiast.
    
    
  • Fishing: Enjoy fishing during my leisure time.