Example of a knowledge query.

<div>BackgroundThe 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.Objective</p&...

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Main Author:	Bei Li (90587) (author)
Other Authors:	Changbiao Li (14356569) (author), Jianwei Sun (263070) (author), Xu Zeng (402015) (author), Xiaofan Chen (140368) (author), Jing Zheng (65946) (author)
Published:	2025
Subjects:	Marine Biology Cancer Science Policy Infectious Diseases Plant Biology Biological Sciences not elsewhere classified Information Systems not elsewhere classified chinese medical expertise achieving commendable results extensive annotated datasets data stored within knowledge across tasks conducting knowledge mining jointly extracted using minimal annotated data generative extraction paradigm graph &# 8217 xlink "> incorporating pretrained language model medical knowledge graph advancing information extraction annotated data xlink "> knowledge graph information extraction graph databases knowledge integration web scraping tuning strategies thereby contributing storage techniques small amount optimized using enhanced representation efficient methods currently exploring course management cost savings construction process construction model approach addresses
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Example of a knowledge query.

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