CV

Education

  • B.Eng. student in Software Engineering, Fudan University, 2023–Present

Research Interests

  • Trustworthy evaluation of large language models
  • Medical NLP and real-world clinical benchmarks
  • Open-ended novelty assessment and scientific intelligence

Links

  • Website: https://huayusha.org
  • GitHub: https://github.com/HuayuSha
  • ORCID: https://orcid.org/0009-0006-1742-5816
  • OpenReview: https://openreview.net/profile?id=~Huayu_Sha1
  • Email: [email protected]

Selected Publications

  • SciAgentGym: Benchmarking Multi-Step Scientific Tool-use in LLM Agents

    Yujiong Shen * , Yajie Yang * , Zhiheng Xi * , Binze Hu , Huayu Sha , Jiazheng Zhang , Qiyuan Peng , Junlin Shang , Jixuan Huang , Yutao Fan , Jingqi Tong , Shihan Dou , Ming Zhang , Lei Bai , Zhenfei Yin † , Tao Gui † , Xingjun Ma , Qi Zhang , Xuanjing Huang † , Yu-Gang Jiang

    * Equal contribution; † Corresponding author

    arXiv preprint · ICML 2026 submission (under review), 2026

  • OpenNovelty: An LLM-powered Agentic System for Verifiable Scholarly Novelty Assessment

    Ming Zhang * † , Kexin Tan * , Yueyuan Huang * , Yujiong Shen , Chunchun Ma , Li Ju , Xinran Zhang , Yuhui Wang , Wenqing Jing , Jingyi Deng , Huayu Sha , Binze Hu , Jingqi Tong , Changhao Jiang , Yage Geng , Yuankai Ying , Yue Zhang , Zhangyue Yin , Zhiheng Xi , Shihan Dou , Tao Gui , Qi Zhang † , Xuanjing Huang

    * Equal contribution; † Corresponding author

    arXiv preprint, 2026

  • LLMEval-Fair: A Large-Scale Longitudinal Study on Robust and Fair Evaluation of Large Language Models

    Ming Zhang * † , Yujiong Shen * , Jingyi Deng * , Yuhui Wang * , Huayu Sha , Kexin Tan , Qiyuan Peng , Yue Zhang , Junzhe Wang , Shichun Liu , Yueyuan Huang , Changhao Jiang , Jingqi Tong , Yilong Wu , Zhihao Zhang , Mingqi Wu , Mingxu Chai , Zhiheng Xi , Shihan Dou , Tao Gui , Qi Zhang † , Xuanjing Huang

    * Equal contribution; † Corresponding author

    ACL 2026 Submission (Under Review), 2025