Huixue Zhou

According to our database, Huixue Zhou authored at least 25 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains.

Yongkang Xiao, Sinian Zhang, Yi Dai, Huixue Zhou, Jue Hou, Jie Ding, Rui Zhang

CoRR, June, 2025

EPEE: Towards Efficient and Effective Foundation Models in Biomedicine.

Zaifu Zhan, Shuang Zhou, Huixue Zhou, Zirui Liu, Rui Zhang

CoRR, March, 2025

An evaluation of DeepSeek Models in Biomedical Natural Language Processing.

Zaifu Zhan, Shuang Zhou, Huixue Zhou, Jiawen Deng, Yu Hou, Jeremy Yeung, Rui Zhang

CoRR, March, 2025

The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit.

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

CoRR, January, 2025

Protecting Privacy against Membership Inference Attack with LLM Fine-tuning through Flatness.

Tiejin Chen, Longchao Da, Huixue Zhou, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei

Proceedings of the 2025 SIAM International Conference on Data Mining, 2025

MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback.

Zonghai Yao, Aditya Parashar, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Zhichao Yang, Hong Yu

Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, 2025

The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit.

Huixue Zhou, Hengrui Gu, Zaifu Zhan, Xi Liu, Kaixiong Zhou, Yongkang Xiao, Mingfu Liang, Srinivas Prasad Govindan, Piyush Chawla, Jiyan Yang, Xiangfei Meng, Huayu Li, Buyun Zhang, Liang Luo, Wen-Yen Chen, Yiping Han, Bo Long, Rui Zhang, Tianlong Chen

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

2024

Complementary and Integrative Health Information in the literature: its lexicon and named entity recognition.

Huixue Zhou, Robin Austin, Sheng-Chieh Lu, Greg M. Silverman, Yuqi Zhou, Halil Kilicoglu, Hua Xu, Rui Zhang

J. Am. Medical Informatics Assoc., January, 2024

FuseLinker: Leveraging LLM's pre-trained text embeddings and domain knowledge to enhance GNN-based link prediction on biomedical knowledge graphs.

Yongkang Xiao, Sinian Zhang, Huixue Zhou, Mingchen Li, Han Yang, Rui Zhang

J. Biomed. Informatics, 2024

LEAP: LLM instruction-example adaptive prompting framework for biomedical relation extraction.

Huixue Zhou, Mingchen Li, Yongkang Xiao, Han Yang, Rui Zhang

J. Am. Medical Informatics Assoc., 2024

A review of reinforcement learning for natural language processing and applications in healthcare.

Ying Liu, Haozhu Wang, Huixue Zhou, Mingchen Li, Yu Hou, Sicheng Zhou, Fang Wang, Rama Hoetzlein, Rui Zhang

J. Am. Medical Informatics Assoc., 2024

RT: a Retrieving and Chain-of-Thought framework for few-shot medical named entity recognition.

Mingchen Li, Huixue Zhou, Han Yang, Rui Zhang

J. Am. Medical Informatics Assoc., 2024

MedQA-CS: Benchmarking Large Language Models Clinical Skills Using an AI-SCE Framework.

Zonghai Yao, Zihao Zhang, Chaolong Tang, Xingyu Bian, Youxia Zhao, Zhichao Yang, Junda Wang, Huixue Zhou, Won Seok Jang, Feiyun Ouyang, Hong Yu

CoRR, 2024

Privacy-preserving Fine-tuning of Large Language Models through Flatness.

Tiejin Chen, Longchao Da, Huixue Zhou, Pingzhi Li, Kaixiong Zhou, Tianlong Chen, Hua Wei

CoRR, 2024

NoteChat: A Dataset of Synthetic Patient-Physician Conversations Conditioned on Clinical Notes.

Junda Wang, Zonghai Yao, Zhichao Yang, Huixue Zhou, Rumeng Li, Xun Wang, Yucheng Xu, Hong Yu

Proceedings of the Findings of the Association for Computational Linguistics, 2024

2023

Extracting Complementary and Integrative Health Approaches in Electronic Health Records.

Huixue Zhou, Greg M. Silverman, Zhongran Niu, Jenzi Silverman, Roni Evans, Robin Austin, Rui Zhang

J. Heal. Informatics Res., September, 2023

PaniniQA: Enhancing Patient Education Through Interactive Question Answering.

Pengshan Cai, Zonghai Yao, Fei Liu, Dakuo Wang, Meghan Reilly, Huixue Zhou, Lingxi Li, Yi Cao, Alok Kapoor, Adarsha Bajracharya, Dan Berlowitz, Hong Yu

Trans. Assoc. Comput. Linguistics, 2023

EHRTutor: Enhancing Patient Understanding of Discharge Instructions.

Zihao Zhang, Zonghai Yao, Huixue Zhou, Feiyun Ouyang, Hong Yu

CoRR, 2023

PeTailor: Improving Large Language Model by Tailored Chunk Scorer in Biomedical Triple Extraction.

Mingchen Li, Ming Chen, Huixue Zhou, Rui Zhang

CoRR, 2023

NoteChat: A Dataset of Synthetic Doctor-Patient Conversations Conditioned on Clinical Notes.

Junda Wang, Zonghai Yao, Zhichao Yang, Huixue Zhou, Rumeng Li, Xun Wang, Yucheng Xu, Hong Yu

CoRR, 2023

W-procer: Weighted Prototypical Contrastive Learning for Medical Few-Shot Named Entity Recognition.

Mingchen Li, Yang Ye, Jeremy Yeung, Huixue Zhou, Huaiyuan Chu, Rui Zhang

CoRR, 2023

Repurposing Drugs for Alzheimer's Diseases through Link Prediction on Biomedical Literature.

Yongkang Xiao, Yu Hou, Huixue Zhou, Gayo Diallo, Marcelo Fiszman, Julian Wolfson, Halil Kilicoglu, You Chen, Hua Xu, William G. Mantyh, Rui Zhang

Proceedings of the 11th IEEE International Conference on Healthcare Informatics, 2023

2022

Annotating Music Therapy, Chiropractic and Aquatic Exercise Using Electronic Health Record.

Huixue Zhou, Greg M. Silverman, Zhongran Niu, Jenzi Silverman, Rui Zhang, Roni Evans, Robin Austin

Proceedings of the 10th IEEE International Conference on Healthcare Informatics, 2022

Developing Natural Language Processing to Extract Complementary and Integrative Health Information from Electronic Health Record Data.

Huixue Zhou

Proceedings of the 10th IEEE International Conference on Healthcare Informatics, 2022

CIHLex: Complementary and Integrative Health Lexicon.

Huixue Zhou, Robin Austin, Halil Kilicoglu, Sheng-Chieh Lu, Rui Zhang

Proceedings of the AMIA 2022, 2022