Research on real-world knowledge mining and knowledge graph completion (IV): construction of a real-world data annotation platform and exploration of automatic extraction method based on pre-trained language models

Research on real-world knowledge mining and knowledge graph completion (IV): construction of a real-world data annotation platform and exploration of automatic extraction method based on pre-trained language models

Objective To explore the construction of a real-world data annotation platform, and compare the real-world data extraction performance of retrieval augmented generation (RAG) combined with large language models and pre-training fine-tuning methods for pre-trained language models.Methods Taking the...

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Bibliographic Details
Main Authors: YAN Siyu, TAN Jiejun, ZHU Haifeng, HUANG Qiao, WANG Shichun, MA Wenhao, SHI Hanyu, WANG Yongbo, REN Xiangying, HU Wenbin, JIN Yinghui
Format: Article
Language:zho
Published: Editorial Office of New Medicine 2024-11-01
Series:Yixue xinzhi zazhi
Subjects:
real-world data
electronic medical records
annotation platform
pre-trained language model
retrieval augmented generation
large language model
pathology records
bladder cancer
Online Access:https://yxxz.whuznhmedj.com/futureApi/storage/attach/2412/4aJzuCWPbf6ShRkemifuotq4f5wdFOvRrAyNZ9Yb.pdf
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