Hi, I’m a young scientist at Shanghai AI Lab, working on AI4Science with LLM reasoning technique. I earned my bachelor’s degree in Fudan University and got my PHD in Fudan University advised by Prof. Xipeng Qiu.

Currently, I’m leading an agile team working on Expert-level tasks that current LLMs still fail to solve. In my defense, I believe with enviroments strong enough for experience learning, and smart human knowledge teaching, LLMs can and will solve those things for human.

🔥 News

  • 2025.09:  🎉🎉 Our paper Mixing Expert Knowledge is accepted by NIPS 2025.
  • 2025.08:  🎉🎉 Our paper UnitCoder is accepted by EMNLP 2025.
  • 2025.07: We release InternS1, an advanced open-source multimodal reasoning model.
  • 2025.04: We release InternThinker Go, the first general LLM with expert level Go performance.
  • 2025.04: We release InternBootCamp, a library of bootcamp environments for training LRMs.

📝 Publications

A Full list is at Google Scholar.

Recent Papers

NIPS, 2025
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Mixing Expert Knowledge: Bring Human Thoughts Back To the Game of Go

Yichuan Ma, Linyang Li, Yongkang Chen, Peiji Li, Jiasheng Ye, Qipeng Guo, Dahua Lin, Kai Chen

Play with

EMNLP, 2025
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UnitCoder: Scalable Code Synthesis from Pre-training Corpora

Yichuan Ma, Yunfan Shao, Peiji Li, Demin Song, Qipeng Guo, Linyang Li, Xipeng Qiu, Kai Chen

Code

ACL, 2025
paper

FastMCTS: A Simple Sampling Strategy for Data Synthesis

Peiji Li, Kai Lv, Yunfan Shao, Yichuan Ma, Linyang Li, Xiaoqing Zheng, Xipeng Qiu, Qipeng Guo

Code

COLING, 2024
paper

Case2Code: Scalable Synthetic Data for Code Generation

Yunfan Shao, Linyang Li, Yichuan Ma, Peiji Li, Demin Song, Qinyuan Cheng, Shimin Li, Xiaonan Li, Pengyu Wang, Qipeng Guo, Hang Yan, Xipeng Qiu, Xuanjing Huang, Dahua Lin

Code

arXiv, 2024
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InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning

Huaiyuan Ying, Shuo Zhang, Linyang Li, Zhejian Zhou, Yunfan Shao, Zhaoye Fei, Yichuan Ma, Jiawei Hong, Kuikun Liu, Ziyi Wang, Yudong Wang, Zijian Wu, Shuaibin Li, Fengzhe Zhou, Hongwei Liu, Songyang Zhang, Wenwei Zhang, Hang Yan, Xipeng Qiu, Jiayu Wang, Kai Chen, Dahua Lin

📖 Educations

Fudan University 2019.09 - 2024.6, Ph.D. in Computer Science, Fudan University

Fudan University 2015.09 - 2019.06, Bachelor’s degree, Fudan University

💻 Internships