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ORCIDMengxian Lyu
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- 2026
[j3]Mengxian Lyu
, Xiaohan Li, Ziyi Chen, Jinqian Pan, Cheng Peng, Sankalp Talankar, Yonghui Wu:
Natural language generation in healthcare: A review of methods and applications. J. Biomed. Informatics 176: 104997 (2026)- [j2]Cheng Peng, Xinyu Dong, Mengxian Lyu, Daniel Paredes, Yaoyun Zhang, Yonghui Wu:
A study of large language models for patient information extraction: Model architecture, fine-tuning strategy, and multi-task instruction tuning. J. Biomed. Informatics 178: 105034 (2026) - [i11]Kai Zhang, Zhengqing Yuan, Cheng Peng, Songlin Zhao, Mengxian Lyu, Ziyi Chen, Yanfang Ye, Wei Liu, Ying Zhang, Kaleb E. Smith, Lifang He, Lichao Sun, Yonghui Wu:
MedGPT-oss: Training a General-Purpose Vision-Language Model for Biomedicine. CoRR abs/2603.00842 (2026) - [i10]Mengxian Lyu, Cheng Peng, Ziyi Chen, Mengyuan Zhang, Jieting Li Lu, Yonghui Wu:
Improving Automatic Summarization of Radiology Reports through Mid-Training of Large Language Models. CoRR abs/2603.19275 (2026) - [i9]Mengxian Lyu, Cheng Peng, Ziyi Chen, Mengyuan Zhang, Jieting Li Lu, Yonghui Wu:
Countering Catastrophic Forgetting of Large Language Models for Better Instruction Following via Weight-Space Model Merging. CoRR abs/2604.01538 (2026) - [i8]Ziyi Chen, Mengxian Lyu, Cheng Peng, Yonghui Wu:
Retrieval-Augmented LLMs for Evidence Localization in Clinical Trial Recruitment from Longitudinal EHR Narratives. CoRR abs/2604.05190 (2026) - [i7]Cheng Peng, Mengxian Lyu, Ziyi Chen, Yonghui Wu:
A Parameter-Efficient Transfer Learning Approach through Multitask Prompt Distillation and Decomposition for Clinical NLP. CoRR abs/2604.06650 (2026) - [i6]Ziyi Chen, Yasir Khan, Mengyuan Zhang, Cheng Peng, Mengxian Lyu, Yiyang Liu, Krishna Vaddiparti, Robert L. Cook, Mattia Prosperi, Yonghui Wu:
Detecting HIV-Related Stigma in Clinical Narratives Using Large Language Models. CoRR abs/2604.07717 (2026) - 2025
- [j1]Cheng Peng, Kai Zhang, Mengxian Lyu, Hongfang Liu, Lichao Sun, Yonghui Wu:
Scaling up biomedical vision-language models: Fine-tuning, instruction tuning, and multi-modal learning. J. Biomed. Informatics 171: 104946 (2025) - [i5]Mengxian Lyu, Xiaohan Li, Ziyi Chen, Jinqian Pan, Cheng Peng, Sankalp Talankar, Yonghui Wu:
Natural Language Generation in Healthcare: A Review of Methods and Applications. CoRR abs/2505.04073 (2025) - [i4]Cheng Peng, Kai Zhang, Mengxian Lyu, Hongfang Liu, Lichao Sun, Yonghui Wu:
Scaling Up Biomedical Vision-Language Models: Fine-Tuning, Instruction Tuning, and Multi-Modal Learning. CoRR abs/2505.17436 (2025) - [i3]Cheng Peng, Xinyu Dong, Mengxian Lyu, Daniel Paredes, Yaoyun Zhang, Yonghui Wu:
A Study of Large Language Models for Patient Information Extraction: Model Architecture, Fine-Tuning Strategy, and Multi-task Instruction Tuning. CoRR abs/2509.04753 (2025) - 2024
- [c1]Mengxian Lyu, Cheng Peng, Daniel Paredes, Ziyi Chen, Aokun Chen, Jiang Bian, Yonghui Wu:
UF-HOBI at "Discharge Me!": A Hybrid Solution for Discharge Summary Generation Through Prompt-based Tuning of GatorTronGPT Models. BioNLP@ACL 2024: 685-695 - [i2]Mengxian Lyu, Cheng Peng, Xiaohan Li, Patrick Balian, Jiang Bian, Yonghui Wu:
Automatic Summarization of Doctor-Patient Encounter Dialogues Using Large Language Model through Prompt Tuning. CoRR abs/2403.13089 (2024) - [i1]Mengxian Lyu, Cheng Peng, Daniel Paredes, Ziyi Chen, Aokun Chen, Jiang Bian, Yonghui Wu:
UF-HOBI at "Discharge Me!": A Hybrid Solution for Discharge Summary Generation Through Prompt-based Tuning of GatorTronGPT Models. CoRR abs/2407.15359 (2024)
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