Mengxian Lyu

According to our database, Mengxian Lyu authored at least 12 papers between 2024 and 2026.

Collaborative distances:

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

2026

Detecting HIV-Related Stigma in Clinical Narratives Using Large Language Models.

Ziyi Chen, Yasir Khan, Mengyuan Zhang, Cheng Peng, Mengxian Lyu, Yiyang Liu, Krishna Vaddiparti, Robert L. Cook, Mattia Prosperi, Yonghui Wu

CoRR, April, 2026

A Parameter-Efficient Transfer Learning Approach through Multitask Prompt Distillation and Decomposition for Clinical NLP.

Cheng Peng, Mengxian Lyu, Ziyi Chen, Yonghui Wu

CoRR, April, 2026

Retrieval-Augmented LLMs for Evidence Localization in Clinical Trial Recruitment from Longitudinal EHR Narratives.

Ziyi Chen, Mengxian Lyu, Cheng Peng, Yonghui Wu

CoRR, April, 2026

Countering Catastrophic Forgetting of Large Language Models for Better Instruction Following via Weight-Space Model Merging.

Mengxian Lyu, Cheng Peng, Ziyi Chen, Mengyuan Zhang, Jieting Li Lu, Yonghui Wu

CoRR, April, 2026

Improving Automatic Summarization of Radiology Reports through Mid-Training of Large Language Models.

Mengxian Lyu, Cheng Peng, Ziyi Chen, Mengyuan Zhang, Jieting Li Lu, Yonghui Wu

CoRR, March, 2026

MedGPT-oss: Training a General-Purpose Vision-Language Model for Biomedicine.

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

CoRR, March, 2026

A study of large language models for patient information extraction: Model architecture, fine-tuning strategy, and multi-task instruction tuning.

Cheng Peng, Xinyu Dong, Mengxian Lyu, Daniel Paredes, Yaoyun Zhang, Yonghui Wu

J. Biomed. Informatics, 2026

Natural language generation in healthcare: A review of methods and applications.

Mengxian Lyu, Xiaohan Li, Ziyi Chen, Jinqian Pan, Cheng Peng, Sankalp Talankar, Yonghui Wu

J. Biomed. Informatics, 2026

2025

Natural Language Generation in Healthcare: A Review of Methods and Applications.

Mengxian Lyu, Xiaohan Li, Ziyi Chen, Jinqian Pan, Cheng Peng, Sankalp Talankar, Yonghui Wu

CoRR, May, 2025

Scaling up biomedical vision-language models: Fine-tuning, instruction tuning, and multi-modal learning.

Cheng Peng, Kai Zhang, Mengxian Lyu, Hongfang Liu, Lichao Sun, Yonghui Wu

J. Biomed. Informatics, 2025

2024

Automatic Summarization of Doctor-Patient Encounter Dialogues Using Large Language Model through Prompt Tuning.

Mengxian Lyu, Cheng Peng, Xiaohan Li, Patrick Balian, Jiang Bian, Yonghui Wu

CoRR, 2024

UF-HOBI at "Discharge Me!": A Hybrid Solution for Discharge Summary Generation Through Prompt-based Tuning of GatorTronGPT Models.

Mengxian Lyu, Cheng Peng, Daniel Paredes, Ziyi Chen, Aokun Chen, Jiang Bian, Yonghui Wu

Proceedings of the 23rd Workshop on Biomedical Natural Language Processing, 2024