Xuguang Ai

16 papers Journal 12Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Federated and Parameter-Efficient Framework for Large Language Model Training in Medicine.
CoRR
Anran Li, Yuanyuan Chen, Wenjun Long, Yu Yin, Yan Hu, Hyunjae Kim, Weipeng Zhou, Yujia Zhou, Hongyi Peng, Yang Ren, Xuguang Ai, Zhenyue Qin, Ming Hu, Xiaoxiao Li, Han Yu, Yih-Chung Tham, Lucila Ohno-Machado, Hua Xu, Qingyu Chen
2026 J jnl
EHRNavigator: A Multi-Agent System for Patient-Level Clinical Question Answering over Heterogeneous Electronic Health Records.
CoRR
Lingfei Qian, Mauro Giuffrè, Yan Wang, Huan He, Qianqian Xie, Xuguang Ai, Xeuqing Peng, Fan Ma, Ruey-Ling Weng, Donald Wright, Adan Wang, Qingyu Chen, Vipina Kuttichi Keloth, Hua Xu
2026 J jnl
VOLMO: Versatile and Open Large Models for Ophthalmology.
CoRR
Zhenyue Qin, Younjoon Chung, Elijah Lee, Wanyue Feng, Xuguang Ai, Serina S. Applebaum, Minjie Zou, Yang Liu, Pan Xiao, Mac Singer, Amisha D. Dave, Aidan Gilson, Tiarnan D. L. Keenan, Emily Y. Chew, Zhiyong Lu, Yih-Chung Tham, Ron Adelman, Luciano V. Del Priore, Qingyu Chen
2025 J jnl
A Benchmark for End-to-End Zero-Shot Biomedical Relation Extraction with LLMs: Experiments with OpenAI Models.
CoRR
Aviv Brokman, Xuguang Ai, Yuhang Jiang, Shashank Gupta, Ramakanth Kavuluru
2025 J jnl
BEnchmarking LLMs for Ophthalmology (BELO) for Ophthalmological Knowledge and Reasoning.
CoRR
Sahana Srinivasan, Xuguang Ai, Thaddaeus Wai Soon Lo, Aidan Gilson, Minjie Zou, Ke Zou, Hyunjae Kim, Mingjia Yang, Krithi Pushpanathan, Samantha Min Er Yew, Wan Ting Loke, Jocelyn Hui Lin Goh, Yibing Chen, Yiming Kong, Emily Yuelei Fu, Michelle Ongyong Hui, Kristen Nwanyanwu, Amisha D. Dave, Kelvin Zhenghao Li, Chen-Hsin Sun, Mark A. Chia, Gabriel Dawei Yang, Wendy Meihua Wong, David Ziyou Chen, Dianbo Liu, Maxwell B. Singer, Fares Antaki, Luciano V. Del Priore, Jost B. Jonas, Ron A. Adelman, Qingyu Chen, Yih-Chung Tham
2025 J jnl
Benchmarking Next-Generation Reasoning-Focused Large Language Models in Ophthalmology: A Head-to-Head Evaluation on 5,888 Items.
CoRR
Minjie Zou, Sahana Srinivasan, Thaddaeus Wai Soon Lo, Ke Zou, Gabriel Dawei Yang, Xuguang Ai, Hyunjae Kim, Maxwell B. Singer, Fares Antaki, Kelvin Li, Robert Chang, Marcus Tan, David Ziyou Chen, Dianbo Liu, Qingyu Chen, Yih Chung Tham
2025 J jnl
Can OpenAI o1 Reason Well in Ophthalmology? A 6,990-Question Head-to-Head Evaluation Study.
CoRR
Sahana Srinivasan, Xuguang Ai, Minjie Zou, Ke Zou, Hyunjae Kim, Thaddaeus Wai Soon Lo, Krithi Pushpanathan, Yiming Kong, Anran Li, Maxwell B. Singer, Kai Jin, Fares Antaki, Ziyou Chen, Dianbo Liu, Ron A. Adelman, Qingyu Chen, Yih Chung Tham
2025 — conf
Clinical Trial Eligibility Criteria Decomposition and Parsing with Large Language Models.
MedInfo
Hongyu Chen, Lingfei Qian, Xing He, Aokun Chen, Yu Huang, Qinling Gou, Yuxuan Wang, Yan Wang, Xuguang Ai, Yujia Zhou, Inessa Cohen, Qingyu Chen, Hua Xu, Jiang Bian
2025 — conf
Comparison of Pipelines, Seq2seq Models, and LLMs for Rare Disease Information Extraction.
NLDB (1)
Shashank Gupta, Xuguang Ai, Yuhang Jiang, Ramakanth Kavuluru
2025 J jnl
Memorization in Large Language Models in Medicine: Prevalence, Characteristics, and Implications.
CoRR
Anran Li, Lingfei Qian, Mengmeng Du, Yu Yin, Yan Hu, Zihao Sun, Yihang Fu, Erica Stutz, Xuguang Ai, Qianqian Xie, Rui Zhu, Jimin Huang, Yifan Yang, Siru Liu, Yih-Chung Tham, Lucila Ohno-Machado, Hyunghoon Cho, Zhiyong Lu, Hua Xu, Qingyu Chen
2024 J jnl
Enhancing Large Language Models with Domain-specific Retrieval Augment Generation: A Case Study on Long-form Consumer Health Question Answering in Ophthalmology.
CoRR
Aidan Gilson, Xuguang Ai, Thilaka Arunachalam, Ziyou Chen, Ki Xiong Cheong, Amisha D. Dave, Cameron Duic, Mercy Kibe, Annette Kaminaka, Minali Prasad, Fares Siddig, Maxwell B. Singer, Wendy Wong, Qiao Jin, Tiarnan D. L. Keenan, Xia Hu, Emily Y. Chew, Zhiyong Lu, Hua Xu, Ron A. Adelman, Yih-Chung Tham, Qingyu Chen
2024 J jnl
Language Enhanced Model for Eye (LEME): An Open-Source Ophthalmology-Specific Large Language Model.
CoRR
Aidan Gilson, Xuguang Ai, Qianqian Xie, Sahana Srinivasan, Krithi Pushpanathan, Maxwell B. Singer, Jimin Huang, Hyunjae Kim, Erping Long, Peixing Wan, Luciano V. Del Priore, Lucila Ohno-Machado, Hua Xu, Dianbo Liu, Ron A. Adelman, Yih-Chung Tham, Qingyu Chen
2024 — conf
Yale at "Discharge Me!": Evaluating Constrained Generation of Discharge Summaries with Unstructured and Structured Information.
BioNLP@ACL
Vimig Socrates, Thomas Huang, Xuguang Ai, Soraya Fereydooni, Qingyu Chen, R. Andrew Taylor, David Chartash
2023 J jnl
Comparison of pipeline, sequence-to-sequence, and GPT models for end-to-end relation extraction: experiments with the rare disease use-case.
CoRR
Shashank Gupta, Xuguang Ai, Ramakanth Kavuluru
2023 — conf
End-to-End Models for Chemical-Protein Interaction Extraction: Better Tokenization and Span-Based Pipeline Strategies.
ICHI
Xuguang Ai, Ramakanth Kavuluru
2023 J jnl
End-to-End Models for Chemical-Protein Interaction Extraction: Better Tokenization and Span-Based Pipeline Strategies.
CoRR
Xuguang Ai, Ramakanth Kavuluru