Yixin Ye

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I’m a senior undergraduate student from Shanghai Jiao Tong UniversitySJTU Logo, advised by Prof.Pengfei Liu at GAIR Lab. In Summer 2025, I visited Stanford UniversityStanford Emblem as a research intern, working with Prof. Diyi Yang. Previously, I was an undergraduate researcher advised by Prof.Dequan Wang.

My research interests lie in natural language processing, with a focus on understanding and improving LLMs through the lens of reasoning behaviors. I have experience in pretraining and fine-tuning large language models. My background also includes work on multimodal systems.

Please feel free to contact me 👋

News

Jun 08, 2025 Awarded by Sensetime Scholarship. 30 undergraduate students nationwide.
Feb 13, 2025 Invited to present a talk about LIMO at Synced (机器之心).
Feb 10, 2025 A real-time benchmark has been released for math reasoning models on AIME 2025!
Sep 06, 2024 Awarded by Undergraduate Honors Scholarship. Top 1 undergraduate student(1/300+) among my school.

Selected papers

  1. arxiv
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    Real-Time Reasoning Agents in Evolving Environments
    Yule Wen*Yixin Ye*, Yanzhe Zhang, Diyi Yang, and Hao Zhu
    2025
  2. COLM
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    LIMO: Less is More for Reasoning
    Yixin Ye*, Zhen Huang*, Yang Xiao, Ethan Chern, Shijie Xia, and Pengfei Liu
    In Conference on Language Models – COLM , 2025
  3. arxiv
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    O1 Replication Journey: A Strategic Progress Report – Part 1
    Yiwei Qin*, Xuefeng Li*, Haoyang Zou*, Yixiu Liu*, Shijie Xia*, Zhen Huang, Yixin Ye, Weizhe Yuan, Hector Liu, Yuanzhi Li, and Pengfei Liu
    2024

Misc

In my free time, I enjoy indie rock music 🎸, traditional strength training 🏋️ and amateur long-distance running 🏃‍♀️.