Taiyi: a bilingual fine-tuned large language model for diverse biomedical tasks.

Journal: Journal of the American Medical Informatics Association : JAMIA
Published Date: Sep 1, 2024

Abstract

OBJECTIVE: Most existing fine-tuned biomedical large language models (LLMs) focus on enhancing performance in monolingual biomedical question answering and conversation tasks. To investigate the effectiveness of the fine-tuned LLMs on diverse biomedical natural language processing (NLP) tasks in different languages, we present Taiyi, a bilingual fine-tuned LLM for diverse biomedical NLP tasks.

Authors

  • Ling Luo
    Department of Epidemiology and Medical Statistics School of Public Health, Guangdong Medical University, Dongguan, Guangdong, China.
  • Jinzhong Ning
    School of Computer Science and Technology, Dalian University of Technology, Dalian, 116024, China.
  • Yingwen Zhao
  • Zhijun Wang
    Center for Advancement of Drug Research and Evaluation, College of Pharmacy, Western University of Health Sciences, Pomona, CA 91766, USA.
  • Zeyuan Ding
    School of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Peng Chen
  • Weiru Fu
    School of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Qinyu Han
    School of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Guangtao Xu
    School of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Yunzhi Qiu
    School of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Dinghao Pan
    School of Computer Science and Technology, Dalian University of Technology, No. 2 Linggong Road, Ganjingzi District, Dalian 116024, China.
  • Jiru Li
    School of Computer Science and Technology, Dalian University of Technology, No. 2 Linggong Road, Ganjingzi District, Dalian 116024, China.
  • Hao Li
    Department of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Wenduo Feng
    School of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Senbo Tu
    School of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Yuqi Liu
    School of Chemistry and Chemical Engineering, Guangdong Pharmaceutical University, Guangzhou, 510006, China.
  • Zhihao Yang
    College of Computer Science and Technology, Dalian University of Technology, Dalian 116024, China.
  • Jian Wang
    Veterinary Diagnostic Center, Shanghai Animal Disease Control Center, Shanghai, China.
  • Yuanyuan Sun
    School of Computer Science and Technology, Dalian University of Technology, Dalian, China.
  • Hongfei Lin

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