Qianqian Xie

School of Artificial Intelligence, Wuhan University.

Email: xqq.sincere [at] gmail.com

About me

I will join Wuhan University, School of Artificial Intelligence as a Full Professor in May, 2025. Before joining Wuhan University, I was an associate research scientist and postdoc Researcher at Yale University hosted by Professor Hua Xu, and research associate at the University of Manchester hosted by Professor Sophia Ananiadou and Professor Junichi Tsujii, from 2021 to 2025. I received my Ph.D. degree from the Wuhan University in December, 2020, under the supervision of Professor Min Peng. I have visited University of Montreal for one year under the supervision of Professor Jian-Yun Nie (2019-2020).

My research focuses on Natural Language Processing (NLP) and its application in medicine and finance. My work spans across:

  • Reasoning and Explainability: Enhancing LLMs’ reasoning capabilities for structured decision-making and interpretability.

  • Medical and Financial NLP: Investigating how domain-specific knowledge improves robustness, factual accuracy, and explainability of generative AI in high-stakes applications.

  • Text Understanding and Generation: Learning text representation with probabilistic explainability and improving factuality and hallucination of generative AI models on text generation.

Looking for highly self-motivated Postdoc, Ph.D. student, master student, research assistant and research intern. If you are interested in joining my research group, please feel free to reach out.

Work Experience

2025.05-Present, Full Professor, School of Artificial Intelligence, Wuhan University

2024.10-2025.04, Associate Research Scientist, Department of Biomedical Informatics and Data Science, Yale University

2023.07-2024.09, Postdoctoral Researcher, Department of Biomedical Informatics and Data Science, Yale University

2022.09-2023.07, Postdoctoral Researcher, Weill Cornell Medicine, Cornell University

2021.02-2022.08, Research Associate, Deparment of Computer Science, University of Manchester

Education

2014.09-2020.12, Ph.D. Degree, School of Computer Science, Wuhan University

2010.09-2014.07, B.E. Degree, School of Computer and Information Engineering, Jiangxi Normal University

Other Experience

2019.11-2020.11, Visiting PhD Student, Department of Computer Science and Operations Research, University of Montreal

2019.07-2020.09, Algorithm Intern, Alibaba damo academy

news

Feb 26, 2025 Our Me-LLaMA has been accepted by npj Digital Medicine
Feb 18, 2025 Served as the ACL 2025 Area Chair
Sep 25, 2024 Four papers have been accepted by NeurIPS 2024
Aug 30, 2024 I was awarded the NIH Pathway to Independence Award (k99/R00)

selected publications

  1. Medical foundation large language models for comprehensive text analysis and beyond
    Qianqian Xie, Qingyu Chen, Aokun Chen, Cheng Peng, Yan Hu, Fongci Lin, Xueqing Peng, Jimin Huang, Jeffrey Zhang, Vipina Keloth, and  others
    npj Digital Medicine, 2025
  2. Graph topic neural network for document representation
    Qianqian Xie, Jimin Huang, Pan Du, Min Peng, and Jian-Yun Nie
    In WWW, 2021
  3. Graph neural collaborative topic model for citation recommendation
    Qianqian Xie, Yutao Zhu, Jimin Huang, Pan Du, and Jian-Yun Nie
    TOIS, 2021
  4. MentaLLaMA: interpretable mental health analysis on social media with large language models
    Kailai Yang, Tianlin Zhang, Ziyan Kuang, Qianqian Xie(Corresponding author), Jimin Huang, and Sophia Ananiadou
    In WWW, 2024
  5. Back to the future: Towards explainable temporal reasoning with large language models
    Chenhan Yuan, Qianqian Xie(Corresponding author), Jimin Huang, and Sophia Ananiadou
    In WWW, 2024
  6. Pixiu: A comprehensive benchmark, instruction dataset and large language model for finance
    Qianqian Xie, Weiguang Han, Xiao Zhang, Yanzhao Lai, Min Peng, Alejandro Lopez-Lira, and Jimin Huang
    NeurIPS, 2023
  7. FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making
    Yangyang Yu, Zhiyuan Yao, Haohang Li, Zhiyang Deng, Yuechen Jiang, Yupeng Cao, Zhi Chen, Jordan W. Suchow, Zhenyu Cui, Rong Liu, Zhaozhuo Xu, Denghui Zhang, Koduvayur Subbalakshmi, Guojun Xiong, Yueru He, Jimin Huang, Dong Li, and Qianqian Xie(Corresponding author)
    In NeurIPS, 2024
  8. Finben: A holistic financial benchmark for large language models
    Qianqian Xie, Weiguang Han, Zhengyu Chen, Ruoyu Xiang, Xiao Zhang, Yueru He, Mengxi Xiao, Dong Li, Yongfu Dai, Duanyu Feng, and  others
    NeurIPS, 2024