Hi, I’m a research scientist at Shanghai AI Lab, working on AI4Science with LLM reasoning technique.
I’m also a postdoctoral researcher at CUHK IAIRI with Prof. Dahua Lin.
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. We are recently working on AI4EDA topic based on InternBootcamp.
InternBootcamp is a core component of the SAGE Framework proposed by Prof. Bowen Zhou.
🔥 News
- 2026.01: Our paper working on AI4EDA, TL-GRPO is released Arxiv Preprint.
- 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

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

UnitCoder: Scalable Code Synthesis from Pre-training Corpora
Yichuan Ma, Yunfan Shao, Peiji Li, Demin Song, Qipeng Guo, Linyang Li, Xipeng Qiu, Kai Chen

FastMCTS: A Simple Sampling Strategy for Data Synthesis
Peiji Li, Kai Lv, Yunfan Shao, Yichuan Ma, Linyang Li, Xiaoqing Zheng, Xipeng Qiu, Qipeng Guo

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

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
2019.09 - 2024.6, Ph.D. in Computer Science, Fudan University
2015.09 - 2019.06, Bachelor’s degree, Fudan University
💻 Internships
- 2023.5 - 2024.6, Shanghai AI Lab, InternLM Team, China.
- 2021.5 - 2021.9, Tecent AI Lab, with Dr. Duyu Tang