Cheng Peng

Postdoc, University of Florida

Joined

June 2023

Names

Cheng Peng (Preferred)

Emails

****@ufl.edu (Confirmed)

Personal Links

Career & Education History

Postdoc

University of Florida (ufl.edu)

2022 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

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
- Journal of Biomedical Informatics
- Readers: Everyone
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
- CoRR 2025
- Readers: Everyone
Improving Medical Visual Instruction Tuning with Labeled Datasets
Amin Dada, Amanda Butler Contreras, Constantin Seibold, Osman Alperen Koras, Julius Keyl, Aokun Chen, Cheng Peng, Alexander Brehmer, Kaleb E. Smith, Jiang Bian, Yonghui Wu, Jens Kleesiek
- MedAGI 2025
- Readers: Everyone
Medical foundation large language models for comprehensive text analysis and beyond
Qianqian Xie, Qingyu Chen, Aokun Chen, Cheng Peng, Yan Hu, Fongci Lin, Xueqing Peng, Jimin Huang, Jeffrey Zhang, Vipina Kuttichi Keloth, Xinyu Zhou, Lingfei Qian, Huan He, Dennis L. Shung, Lucila Ohno-Machado, Yonghui Wu, Hua Xu, Jiang Bian
- npj Digit. Medicine 2025
- Readers: Everyone
Me-LLaMA: Foundation Large Language Models for Medical Applications
Qianqian Xie, Qingyu Chen, Aokun Chen, Cheng Peng, Yan Hu, Fongci Lin, Xueqing Peng, Jimin Huang, Jeffrey Zhang, Vipina Keloth, Xinyu Zhou, Huan He, Lucila Ohno-Machado, Yonghui Wu, Hua Xu, Jiang Bian
- Crossref
- Readers: Everyone
Identifying social determinants of health from clinical narratives: A study of performance, documentation ratio, and potential bias
Zehao Yu, Cheng Peng, Xi Yang, Chong Dang, Prakash Adekkanattu, Braja Gopal Patra, Yifan Peng, Jyotishman Pathak, Debbie L. Wilson, Ching-Yuan Chang, Wei-Hsuan Lo-Ciganic, Thomas J. George, William R. Hogan, Yi Guo, Jiang Bian, Yonghui Wu
- Journal of Biomedical Informatics
- Readers: Everyone
Generative large language models are all-purpose text analytics engines: text-to-text learning is all your need
Cheng Peng, Xi Yang, Aokun Chen, Zehao Yu, Kaleb E Smith, Anthony B Costa, Mona G Flores, Jiang Bian, Yonghui Wu
- Journal of the American Medical Informatics Association
- Readers: Everyone
Model tuning or prompt Tuning? a study of large language models for clinical concept and relation extraction
Cheng Peng, Xi Yang, Kaleb E Smith, Zehao Yu, Aokun Chen, Jiang Bian, Yonghui Wu
- Journal of Biomedical Informatics
- Readers: Everyone
ReCNAS: Resource-Constrained Neural Architecture Search Based on Differentiable Annealing and Dynamic Pruning
Cheng Peng, Yangyang Li, Ronghua Shang, Licheng Jiao
- IEEE Trans. Neural Networks Learn. Syst. 2024
- Readers: Everyone

View all 42 publications

Co-Authors

View all 92 co-authors