Login / Signup

Ensemble pretrained language models to extract biomedical knowledge from literature.

Zhao LiQiang WeiLiang-Chin HuangJianfu LiYan HuYao-Shun ChuangJianping HeAvisha DasVipina Kuttichi KelothYuntao YangChiamaka S DialaKirk E RobertsCui TaoXiaoqian JiangWenjin Jim ZhengHua Xu
Published in: Journal of the American Medical Informatics Association : JAMIA (2024)
Our outcomes depict a robust NLP system excelling in NER and RE across various biomedical entities, emphasizing that task-specific models remain superior to generic large ones. Such insights are valuable for endeavors like knowledge graph development and hypothesis formulation in biomedical research.
Keyphrases
  • healthcare
  • systematic review
  • convolutional neural network
  • oxidative stress
  • drug delivery
  • autism spectrum disorder
  • neural network
  • type diabetes
  • skeletal muscle
  • metabolic syndrome
  • insulin resistance
  • deep learning