Qianqian Xie谢倩倩

武汉大学 · 人工智能学院Wuhan University · School of Artificial Intelligence

Qianqian Xie谢倩倩谢倩倩Qianqian Xie

Professor and Doctoral Supervisor, School of Artificial Intelligence, Wuhan University
Deputy Director, Institute of Natural Language Processing · Co-Director, Cognitive Language and Information Lab (CLAIN)

武汉大学人工智能学院 教授、博士生导师
自然语言处理研究所副所长 · 认知语言与信息实验室（CLAIN）联合主任

AI of humanity, by humanity, for humanity: language models that reason, explain, and stay reliable where it matters most, in medicine and finance.

源于人类、协同人类、造福人类：构建会推理、能解释，并在医疗与金融等高风险场景中可靠可信的大语言模型。

Google Scholar CLAIN Lab实验室主页 Email邮箱
Portrait of Qianqian Xie
招 生招 生

Looking for self-motivated postdocs, Ph.D. and master's students, research assistants and interns in NLP, medical AI and financial AI.

长期招收自然语言处理、医疗人工智能、金融人工智能方向的博士后、博士生、硕士生、科研助理与实习生，欢迎自我驱动的同学联系。

How to apply →申请方式 →

关 于AboutAbout简介

I joined Wuhan University in May 2025 as a Full Professor at the School of Artificial Intelligence, where I serve as Deputy Director of the Institute of Natural Language Processing and co-direct the Cognitive Language and Information Lab (CLAIN) with Professor Min Peng. My research spans natural language processing, large language model reasoning, interpretability and controllability, multimodal fusion and intelligent agents, with applications in medical AI and intelligent finance. Following the CLAIN vision of AI that is of humanity, by humanity and for humanity, I work on models grounded in human language and knowledge, built through interdisciplinary collaboration, and aimed at real problems in healthcare, finance and society. I am a recipient of the National High-level Young Talent Program (Overseas) and serve as Secretary of the ACL Special Interest Group on Financial Technology (SIG-FinTech).

Before returning to Wuhan I was an Associate Research Scientist and postdoctoral researcher at Yale University with Professor Hua Xu, a postdoctoral researcher at Weill Cornell Medicine, and a Research Associate at the University of Manchester with Professors Sophia Ananiadou and Junichi Tsujii. I received my Ph.D. from Wuhan University in 2020 under Professor Min Peng, and spent a year at the University of Montreal with Professor Jian-Yun Nie.

2025 年 5 月起任武汉大学人工智能学院教授、博士生导师，任人工智能学院自然语言处理研究所副所长，并与彭敏教授共同担任认知语言与信息实验室（CLAIN）主任。研究方向涵盖自然语言处理、大语言模型推理、可解释性与可控性、多模态融合与智能体，以及在医疗人工智能与智能金融中的应用。秉持 CLAIN"源于人类、协同人类、造福人类"的愿景，致力于构建植根于人类语言与知识、通过跨学科协作铸就、并服务于医疗、金融与社会真实问题的人工智能。国家高层次青年人才计划（海外）获得者，现任 ACL 金融科技特别兴趣小组（SIG-FinTech）秘书。

回到武汉之前，曾任耶鲁大学副研究员及博士后（合作导师 Hua Xu 教授）、康奈尔大学威尔医学院博士后，以及曼彻斯特大学研究员（合作导师 Sophia Ananiadou 教授与 Junichi Tsujii 教授）。2020 年于武汉大学获博士学位（导师彭敏教授），其间在蒙特利尔大学访学一年（导师 聂建云教授）。

  • Papers论文160+ papers, 7,100+ citations, h-index 39 (Google Scholar)发表论文 160 余篇，引用 7,100 余次，h 指数 39（Google Scholar）
  • Funding项目National High-level Young Talent Program (Overseas) · NSFC General Program (PI, 2026) · NIH K99/R00 (PI) · CCF–Tencent Rhino-Bird Fund (PI, 2025)国家高层次青年人才计划（海外）· 国家自然科学基金面上项目（2026，主持）· NIH K99/R00（主持）· CCF-腾讯犀牛鸟基金（2025，主持）
  • Honors荣誉Hubei S&T Progress Award, 2nd Class · CCL Highlight Paper Award湖北省科技进步二等奖 · CCL 亮点英文论文奖
  • Service学术服务Secretary, ACL SIG-FinTech · SAC EACL 2025 · AC ACL, EMNLP, NeurIPS, COLING, LRECACL SIG-FinTech 秘书 · EACL 2025 资深领域主席 · ACL、EMNLP、NeurIPS、COLING、LREC 领域主席
  • Open source开源3,000+ GitHub stars · 68k model downloads · 130k dataset downloadsGitHub 3,000+ Star · 模型下载 6.8 万次 · 数据集下载 13 万次

研 究ResearchResearch研究方向

LLM reasoning, interpretability and controllability大模型推理、可解释性与可控性

Reinforcement learning and preference optimization for structured reasoning; making model decisions inspectable and steerable.

面向结构化推理的强化学习与偏好优化；让模型决策可检验、可引导。

Medical AI医疗人工智能

Medical foundation models, clinical decision support and mental-health reasoning: Me-LLaMA, MentaLLaMA, MiraMind, SiMing-Bench.

医疗基础模型、临床决策支持与心理健康推理：Me-LLaMA、MentaLLaMA、MiraMind、SiMing-Bench。

Intelligent finance智能金融

Financial LLM benchmarks, agents and misinformation detection: PIXIU, FinBen, FinCon, InvestorBench; ACL SIG-FinTech.

金融大模型基准、智能体与虚假信息检测：PIXIU、FinBen、FinCon、InvestorBench；ACL SIG-FinTech。

Multimodal fusion and intelligent agents多模态融合与智能体

Vision-language understanding of procedures and documents; multi-agent frameworks for evaluation and decision-making.

面向流程与文档的视觉语言理解；用于评测与决策的多智能体框架。

NLP, retrieval and knowledge graphs自然语言处理、检索与知识图谱

Retrieval-augmented generation, knowledge-graph reasoning (Graph-RFT) and text representation with probabilistic explainability.

检索增强生成、知识图谱推理（Graph-RFT）与具备概率可解释性的文本表示。

Social computing and AI for society社会计算与 AI 向善

Cultural meaning in translation (DITING), legal and user-centric benchmarks, and trustworthy evaluation of generative AI.

翻译中的文化内涵（DITING）、法律与用户中心基准，以及生成式 AI 的可信评测。

Open models and benchmarks:开源模型与基准： Me-LLaMA · PIXIU / FinBen · MentaLLaMA · MiraMind · CLAIN on Hugging Face

动 态NewsNews最新动态

All lab news at clain.org ↗更多动态见实验室主站 ↗

论 文PublicationsPublications论文发表

Google Scholar ↗Google Scholar ↗
163Papers论文
7,146Citations引用
39h-index
78i10-index

Synced from Google Scholar on 2026-09-16.数据于 2026-09-16 同步自 Google Scholar。

履 历Curriculum VitaeCurriculum Vitae履历

Appointments and education任职与教育经历

Grants科研项目

  • National High-level Young Talent Program (Overseas)国家高层次青年人才计划（海外） · PI· 主持
  • 2026 –
    NSFC General Program国家自然科学基金面上项目 · National Natural Science Foundation of China, PI· 主持
  • 2025
    CCF–Tencent Rhino-Bird FundCCF-腾讯犀牛鸟科研基金 · PI· 主持
  • 2024 – 2028
    NIH K99/R00 Pathway to Independence AwardNIH K99/R00 青年独立研究者基金 · PI, $835,034 · Reliable Question-Answering Frameworks for Clinical Decision Support using Domain-specific LLMs· 主持，83.5 万美元 · 基于领域大语言模型的可靠临床决策支持问答框架

Awards荣誉奖励

  • Hubei Provincial Science and Technology Progress Award, 2nd Class湖北省科技进步二等奖
  • 2024
    CCL Highlight English Paper AwardCCL 亮点英文论文奖 · Chinese Information Processing Society· 中国中文信息学会
  • 2021
    Student Scholarship学生奖学金 · The Web Conference (WWW)
  • 2020
    Outstanding Graduate Student优秀研究生 · Wuhan University· 武汉大学
  • 2019
    Chinese Government Scholarship国家留学基金委奖学金
  • 2018
    Leijun Scholarship雷军奖学金 · Wuhan University· 武汉大学

Service学术服务

  • Secretary秘书
    ACL Special Interest Group on Financial Technology (SIG-FinTech); organizer of the SIG-FinTech × TFAI webinar series (2026–)ACL 金融科技特别兴趣小组（SIG-FinTech）；SIG-FinTech × TFAI 线上研讨会系列组织者（2026 起）
  • General Co-Chair大会联合主席
    FinNLP-FNP-LLMFinLegal @ COLING 2025
  • Senior Area Chair资深领域主席
    EACL 2025
  • Area Chair领域主席
    LREC 2026 · NeurIPS 2025 · EMNLP 2025 · ACL 2025 · COLING 2025 · ACL 2023 · EMNLP 2023
  • Organizer评测组织
    Shared tasks at BioNLP @ ACL 2023 and FinNLP-AgentScen @ IJCAI 2024, 200+ participating teamsBioNLP @ ACL 2023、FinNLP-AgentScen @ IJCAI 2024 评测任务，累计 200+ 参赛队伍
  • Grant reviewer基金评审
    The Royal Society, University Research Fellowships 2023英国皇家学会 University Research Fellowships 2023

Reviewing审稿

Nature Medicine · npj Digital Medicine · JAMIA · JBI · AMIA · ICLR · NeurIPS · ICML · ACL · EMNLP · NAACL · ARR · AAAI · KDD · WWW · SIGIR · TOIS · TNNLS · IPM · ACM Computing Surveys

Invited Talks特邀报告

  • 2025.09 · CCKS
    Keynote, Medical Knowledge Graph Forum, CCKS 2025: Knowledge-Enhanced Large Language Models and Applications in HealthcareCCKS 2025 医疗知识图谱论坛主旨报告《医疗领域知识增强大语言模型与应用》
  • 2025.04 · MLNLP
    30th MLNLP Symposium: Deploying Large Language Models in Vertical Domains: Benchmarks, Models, Agents, and ApplicationsMLNLP 第三十次学术研讨会《面向垂直领域的大语言模型落地应用：基准、模型、智能体与应用》
  • 2024 · UBC
    Me-LLaMA: Medical Foundation LLMs for Comprehensive Text Analysis and Beyond, University of British Columbia不列颠哥伦比亚大学：Me-LLaMA 医疗基础大语言模型
  • 2024 · Stanford
    Me-LLaMA, Stanford MedAI斯坦福 MedAI：Me-LLaMA
  • 2024 · Yale
    AI in Medicine Symposium, lightning talk耶鲁大学 AI in Medicine Symposium 闪电报告
  • 2023 · EBI
    Keynote, EBI Workshop on ML for Text Mining: Biomedical Text Summarization, From Pre-trained to Large Language ModelsEBI 文本挖掘机器学习研讨会主旨报告：从预训练到大语言模型的生物医学文本摘要
  • 2023 · SUSTech
    Global Computer Scientists Forum, Southern University of Science and Technology南方科技大学全球计算机科学家论坛
  • 2022 · Manchester
    Pre-trained Language Models with Domain Knowledge for Biomedical Extractive Summarization曼彻斯特大学：融合领域知识的预训练模型与生物医学抽取式摘要
  • 2022 · Cornell
    Automatic Biomedical Text Summarization with NLP, Weill Cornell Medicine康奈尔大学威尔医学院：基于 NLP 的生物医学文本自动摘要

Teaching & Students教学与学生

  • 2025 · Yale
    CBB 574 Biomedical Natural Language Processing, guest lecturer耶鲁大学 CBB 574 生物医学自然语言处理，客座讲师
  • 2023 · NIH
    BIOF39 Text Mining, guest lecturerNIH BIOF39 文本挖掘，客座讲师

Ph.D. students博士生

Jie Gong (2025) · Yihuai Xu (2025) · Baojie Qu (2026) · Ruiyu Zhang (2026)龚捷（2025 级）· 许艺怀（2025 级）· 曲保杰（2026 级）· 张睿宇（2026 级）

Master's students硕士生

Jun Yang (2025) · Keying Wu (2026) · Zhentao Li (2026) · Xiudong Chen (2026)杨俊（2025 级）· 吴可莹（2026 级）· 李震韬（2026 级）· 陈秀栋（2026 级）

Co-supervised with Prof. Min Peng与彭敏教授联合指导

Mengxi Xiao, Yanlin Song, Xiyang Huang (Ph.D.) · Enze Zhang (M.Sc.)肖梦溪、宋衍霖、黄希扬（博士）· 张恩泽（硕士）

Co-supervised, Manchester and Yale联合指导（曼彻斯特大学、耶鲁大学）

Kailai Yang, Chenghan Yuan, Zheheng Luo, Jennifer Amy Bishop (Manchester) · Zhiyuan Cao, Xinyu Zhou (Yale)杨开来、Chenghan Yuan、Zheheng Luo、Jennifer Amy Bishop（曼彻斯特）· Zhiyuan Cao、Xinyu Zhou（耶鲁）

All lab members →实验室全体成员 →

联 系ContactContact联系方式

School of Artificial Intelligence, Wuhan University
Luojia Hill, Wuchang District, Wuhan, Hubei 430072, China

湖北省武汉市武昌区珞珈山 武汉大学人工智能学院，430072

xqq.sincere@gmail.com

GitHubWHU faculty page武汉大学教师主页CLAIN people pageCLAIN 成员页