Research field (2)：
Biological, health, and medical informatics
, Perceptual information processing
Research theme for competitive and other funds (2)：
2024 - 2027 Enhancing Factuality in Medical QA: Integrating Structured Knowledge Bases with Large Language Models
2024 - 2026 LLMでの日本語医療テキスト生成信頼性向上
Papers (24)：
Yunze Xiao, Tingyu He, Lionel Z. Wang, Yiming Ma, Xingyu Song, Xiaohang Xu 0002, Irene Li, Ka Chung Ng. JiraiBench: A Bilingual Benchmark for Evaluating Large Language Models' Detection of Human Self-Destructive Behavior Content in Jirai Community. EACL. 2026
Fan Gao, Xinjie Zhao, Ding Xia, Zhongyi Zhou, Rui Yang, Jinghui Lu, Hang Jiang, Chanjun Park, Irene Li. HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models. CIKM 2025. 2025. abs/2504.14594
Yingjian Chen, Feiyang Li, Xingyu Song, Tianxiao Li, Zixin Xu, Xiujie Chen, Issey Sukeda, Irene Li. Exploring the Role of Knowledge Graph-Based RAG in Japanese Medical Question Answering with Small-Scale LLMs. SLM4Health Workshop, AIME 2025. 2025. abs/2504.10982
Han Yuan, Mingcheng Zhu, Rui Yang, Han Liu, Irene Li, Chuan Hong. Rethinking Domain-Specific Pretraining by Supervised or Self-Supervised Learning for Chest Radiograph Classification: A Comparative Study Against ImageNet Counterparts in Cold-Start Active Learning. Health care science. 2025. 4. 2. 110-143
Dairui Liu, Honghui Du, Boming Yang, Neil Hurley, Aonghus Lawlor, Irene Li, Derek Greene, Ruihai Dong. Transformers4NewsRec: A Transformer-based News Recommendation Framework. 2024
Rui Yang, Edison Marrese-Taylor, Yuhe Ke, Lechao Cheng, Qingyu Chen, Irene Li. Integrating UMLS Knowledge into Large Language Models for Medical Question Answering. 2023
Linxin Song, Jieyu Zhang, Lechao Cheng, Pengyuan Zhou, Tianyi Zhou, Irene Li. NLPBench: Evaluating Large Language Models on Solving NLP Problems. 2023
Text Generation with LLMs: Case Studies on Special Domains
(Winter Spotlight Lecture、Yonsei University 2025)
Enhancing Domain-Specific Large Language Models with Knowledge Graphs
(BK Seminar Series, Korea University 2025)
A Journey from Transformers to Large Language Models: an Educational Perspective. International Conference on AI-generated Content
(AIGC2023 2023)
A brief introduction to text summarization
(Introduction to Text Mining at National Institutes of Health (NIH) 2023)
Education (3)：
2017 - 2022 Yale University
2014 - 2015 University College Dublin
2010 - 2014 Wuhan Polytechnic University
Work history (2)：
2025/04 - 現在 東京大学工学系研究科技術経営戦略学専攻 特任講師
2022/08 - 2025/03 東京大学情報基盤センター 特任助教
Awards (4)：
2025/11 - Innovators Under 35, Japan Edition
2025 - Google Research Scholar Award Advancing Multilingual Medical AI: GlobMed Benchmarking and Agentic Pipelines for Medical QA in Low-Resource Languages
2024 - 東京大学 ジェンダー・エクイティ推進オフィス 女性研究者研究スキルアップ支援事業
2023/09 - Best Student Paper Going Beyond Local: Global Graph-Enhanced Personalized News Recommendations
