Jiayi Zhang

Hi there! You can call me Jiayi Zhang (张嘉怡) or Eleanor!

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I am a graduate student in the Khoury College of Computer Sciences at Northeastern University, previously advised by Prof. Weiyan Shi.

Before that, I was an undergraduate student at University of Michigan (UMich), with a honors major in Computer Science and two minors in Mathematics and Linguistics. I was fortunate to be advised by Prof. Lu Wang at LAUNCH Lab. I was also privileged to work closely with Prof. Zhijing Jin and Prof. Rada Mihalcea.

My research interest lies in build AI systems that achieve bidirectional alignment with humans and can co-improve over the long term in challenging domains. Currently, I’m particularly interested in:

  • Understanding and explaining complex model behaviors in human-interpretable ways (aligning Humans $\rightarrow$ AI);
  • Building human-like LLM-based user simulators to bridge RL training with real-world interaction (aligning AI $\rightarrow$ Humans);
  • LLMs for Scientific Discovery and multi-modal modeling and reasoning.

I am seeking a research internship for Summer 2026. Please feel free to contact me if you believe there is a potential fit.

News

Selected Publications

  1. arXiv
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    Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity
    Jiayi Zhang*, Simon Yu*, Derek Chong*, Anthony Sicilia, Michael R. Tomz, Christopher D. Manning, and Weiyan Shi
    arXiv preprint, 2025
  2. NAACL
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    Analyzing the Role of Semantic Representations in the Era of Large Language Models
    Zhijing Jin*, Yuen Chen*, Fernando Gonzalez*, Jiarui Liu, Jiayi Zhang, Julian Michael, Bernhard Schölkopf, and Mona Diab
    In Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics, 2024

Beyond Work

  • I have two adorable kittens🐈, Rainier and Mia!
  • In my spare time, I like swimming, skating, and ballet🎀.
  • I also played a traditional chinese instrucment, called Chinese lute or Pipa (琵琶).