Publications

Please see Google Scholar for more resent works and arXiv papers.
* indicates equal contribution.

2025

  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. arXiv
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    BEAR: Benchmarking and Enhancing Multimodal Language Models for Atomic Embodied Capabilities
    Yu Qi, Haibo Zhao, Ziyu Guo, Siyuan Ma, Ziyan Chen, Yaokun Han, Renrui Zhang, Zitiantao Lin, Shiji Xin, Yijian Huang, Kai Cheng, Peiheng Wang, Jiazheng Liu, Jiayi Zhang, Yizhe Zhu, Wenqing Wang, Yiran Qin, Xupeng Zhu, Haojie Huang, and Lawson L. S. Wong
    arXiv preprint, 2025

2024

  1. 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