ERNIE-UIE: Advancing information extraction in Chinese medical knowledge graph

The field of information extraction (IE) is currently exploring more versatile and efficient methods for minimization of reliance on extensive annotated datasets and integration of knowledge across tasks and domains. We aim to evaluate and refine the application of the universal IE (UIE) technology...

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Bibliographic Details
Published in:	PloS one Vol. 20; no. 5; p. e0325082
Main Authors:	Li, Bei, Li, Changbiao, Sun, Jianwei, Zeng, Xu, Chen, Xiaofan, Zheng, Jing
Format:	Journal Article
Language:	English
Published:	United States Public Library of Science 29.05.2025 Public Library of Science (PLoS)
Subjects:	Accuracy Algorithms Biology and Life Sciences China Computational linguistics Data Mining - methods Data points Databases, Factual Deep learning Engineering and Technology Evaluation Graphs Information retrieval Information Storage and Retrieval - methods Knowledge representation Language Language processing Large language models Machine learning Materials science Medical Informatics Medical research Medicine and Health Sciences Medicine, Chinese Medicine, Experimental Methods Modelling Natural language interfaces Natural language processing Neural networks Ontology Physical Sciences Research and Analysis Methods Social Sciences China
ISSN:	1932-6203, 1932-6203
Online Access:	Get full text
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