Author

Mengxian Lyu

Observed name: Lyu, Mengxian

Institutions: University of Florida Health, University of Florida, Florida College

Observed institutions: University of Florida Health, University of Florida, Florida College

ORCID: 0009-0002-1833-0844

Observed ORCID: 0009-0002-1833-0844

OpenAlex ID: A5115771995

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

2024 · Mengxian Lyu, Cheng Peng, et al. · Workshop on Biomedical Language Processing (BioNLP) · 11

Less can be better: decomposing clinical data modalities in large language model-based healthcare applications

2026 · Cheng Peng, Mengxian Lyu, et al. · Journal of the American Medical Informatics Association · 1

A Systematic Review of Deep Learning and Machine Learning Applications in Longitudinal Multimodal Clinical Data

2026 · Jinqian Pan, Tienyu Chang, et al. · Journal of Healthcare Informatics Research · 1

Prompt, Plan, Extract: Zero-Shot Agentic LLMs Workflows for Lung Pathology Extraction from Clinical Narratives

2026 · Pathak, Aman, Peng, Cheng, et al. · arXiv (Cornell University) · 1

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

2026 · Peng, Cheng, Lyu, Mengxian, et al. · arXiv (Cornell University) · 1

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

2026 · Zhang, Kai, Yuan, Zhengqing, et al. · arXiv (Cornell University) · 1

An Agentic Generative Large Language Model for Treatment Planning of Colorectal Cancer

2026 · Lyu, Mengxian, Peng, Cheng, et al. · arXiv (Cornell University)

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

2026 · Chen, Ziyi, Khan, Yasir, et al. · arXiv (Cornell University)

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

2026 · Chen, Ziyi, Lyu, Mengxian, et al. · arXiv (Cornell University)

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

2026 · Lyu, Mengxian, Peng, Cheng, et al. · arXiv (Cornell University)

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

2026 · Lyu, Mengxian, Peng, Cheng, et al. · arXiv (Cornell University)

Works count: 11

Citation count: 16

H-index: 1

I10-index: 1