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ORCIDHuixue Zhou
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2020 – today
- 2025
[i10]Huixue Zhou, Hengrui Gu, Xi Liu, Kaixiong Zhou, Mingfu Liang, Yongkang Xiao, Srinivas Govindan, Piyush Chawla, Jiyan Yang, Xiangfei Meng, Huayu Li, Buyun Zhang, Liang Luo, Wen-Yen Chen, Yiping Han, Bo Long, Rui Zhang, Tianlong Chen:
The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit. CoRR abs/2501.02173 (2025)- 2024
- [j7]Huixue Zhou
, Robin Austin, Sheng-Chieh Lu, Greg M. Silverman, Yuqi Zhou, Halil Kilicoglu, Hua Xu, Rui Zhang:
Complementary and Integrative Health Information in the literature: its lexicon and named entity recognition. J. Am. Medical Informatics Assoc. 31(2): 426-434 (2024) - [j6]Mingchen Li, Huixue Zhou, Han Yang, Rui Zhang:
RT: a Retrieving and Chain-of-Thought framework for few-shot medical named entity recognition. J. Am. Medical Informatics Assoc. 31(9): 1929-1938 (2024) - [j5]Huixue Zhou, Mingchen Li, Yongkang Xiao, Han Yang, Rui Zhang:
LEAP: LLM instruction-example adaptive prompting framework for biomedical relation extraction. J. Am. Medical Informatics Assoc. 31(9): 2010-2018 (2024) - [j4]Ying Liu, Haozhu Wang, Huixue Zhou, Mingchen Li, Yu Hou, Sicheng Zhou, Fang Wang, Rama Hoetzlein, Rui Zhang:
A review of reinforcement learning for natural language processing and applications in healthcare. J. Am. Medical Informatics Assoc. 31(10): 2379-2393 (2024) - [j3]Yongkang Xiao, Sinian Zhang, Huixue Zhou, Mingchen Li, Han Yang, Rui Zhang:
FuseLinker: Leveraging LLM's pre-trained text embeddings and domain knowledge to enhance GNN-based link prediction on biomedical knowledge graphs. J. Biomed. Informatics 158: 104730 (2024) - [c5]Junda Wang, Zonghai Yao, Zhichao Yang, Huixue Zhou, Rumeng Li, Xun Wang, Yucheng Xu, Hong Yu:
NoteChat: A Dataset of Synthetic Patient-Physician Conversations Conditioned on Clinical Notes. ACL (Findings) 2024: 15183-15201 - [i9]Tiejin Chen, Longchao Da, Huixue Zhou, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei:
Privacy-preserving Fine-tuning of Large Language Models through Flatness. CoRR abs/2403.04124 (2024) - [i8]Zonghai Yao, Zihao Zhang, Chaolong Tang, Xingyu Bian, Youxia Zhao, Zhichao Yang, Junda Wang, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Hong Yu:
MedQA-CS: Benchmarking Large Language Models Clinical Skills Using an AI-SCE Framework. CoRR abs/2410.01553 (2024) - [i7]Zonghai Yao, Aditya Parashar, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Zhichao Yang, Hong Yu:
MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback. CoRR abs/2410.13191 (2024) - 2023
- [j2]Huixue Zhou, Greg M. Silverman, Zhongran Niu, Jenzi Silverman, Roni Evans, Robin Austin, Rui Zhang:
Extracting Complementary and Integrative Health Approaches in Electronic Health Records. J. Heal. Informatics Res. 7(3): 277-290 (2023) - [j1]Pengshan Cai, Zonghai Yao, Fei Liu, Dakuo Wang, Meghan Reilly, Huixue Zhou, Lingxi Li, Yi Cao, Alok Kapoor, Adarsha Bajracharya, Dan Berlowitz, Hong Yu:
PaniniQA: Enhancing Patient Education Through Interactive Question Answering. Trans. Assoc. Comput. Linguistics 11: 1518-1536 (2023) - [c4]Yongkang Xiao, Yu Hou, Huixue Zhou, Gayo Diallo, Marcelo Fiszman, Julian Wolfson, Halil Kilicoglu, You Chen, Hua Xu, William G. Mantyh, Rui Zhang:
Repurposing Drugs for Alzheimer's Diseases through Link Prediction on Biomedical Literature. ICHI 2023: 750-752 - [i6]Mingchen Li, Yang Ye, Jeremy Yeung, Huixue Zhou, Huaiyuan Chu, Rui Zhang:
W-procer: Weighted Prototypical Contrastive Learning for Medical Few-Shot Named Entity Recognition. CoRR abs/2305.18624 (2023) - [i5]Pengshan Cai, Zonghai Yao, Fei Liu, Dakuo Wang, Meghan Reilly, Huixue Zhou, Lingxi Li, Yi Cao, Alok Kapoor, Adarsha Bajracharya, Dan Berlowitz, Hong Yu:
PaniniQA: Enhancing Patient Education Through Interactive Question Answering. CoRR abs/2308.03253 (2023) - [i4]Junda Wang, Zonghai Yao, Zhichao Yang, Huixue Zhou, Rumeng Li, Xun Wang, Yucheng Xu, Hong Yu:
NoteChat: A Dataset of Synthetic Doctor-Patient Conversations Conditioned on Clinical Notes. CoRR abs/2310.15959 (2023) - [i3]Ying Liu, Haozhu Wang, Huixue Zhou, Mingchen Li, Yu Hou, Sicheng Zhou, Fang Wang, Rama Hoetzlein, Rui Zhang:
A Review of Reinforcement Learning for Natural Language Processing, and Applications in Healthcare. CoRR abs/2310.18354 (2023) - [i2]Mingchen Li, Ming Chen, Huixue Zhou, Rui Zhang:
PeTailor: Improving Large Language Model by Tailored Chunk Scorer in Biomedical Triple Extraction. CoRR abs/2310.18463 (2023) - [i1]Zihao Zhang, Zonghai Yao, Huixue Zhou, Feiyun Ouyang, Hong Yu:
EHRTutor: Enhancing Patient Understanding of Discharge Instructions. CoRR abs/2310.19212 (2023) - 2022
- [c3]Huixue Zhou, Robin Austin, Halil Kilicoglu, Sheng-Chieh Lu, Rui Zhang:
CIHLex: Complementary and Integrative Health Lexicon. AMIA 2022 - [c2]Huixue Zhou:
Developing Natural Language Processing to Extract Complementary and Integrative Health Information from Electronic Health Record Data. ICHI 2022: 474-475 - [c1]Huixue Zhou, Greg M. Silverman, Zhongran Niu, Jenzi Silverman, Rui Zhang, Roni Evans, Robin Austin:
Annotating Music Therapy, Chiropractic and Aquatic Exercise Using Electronic Health Record. ICHI 2022: 610-611
Coauthor Index
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