Research on Knowledge Verification Methods for Knowledge Graphs of Military Camp Modernization
ZHAO Dehao
ZHANG Yiqian
WEI Bin
Abstract：The current transformation of China's military construction is shifting from informatization to intelligence,where in-formation plays an irreplaceable and crucial role in winning future wars.This paper investigates knowledge verification techniques in the automatic construction of knowledge repositories.During the process of building knowledge repositories,conflicting triples can be identified.Furthermore,in research related to knowledge extraction,it is observed that both encyclopedic and open-source data do not guarantee correctness and novelty in all cases,sometimes resulting in conflicting data.Therefore,it is necessary to adopt rele-vant methods to validate and integrate knowledge,ensuring the accuracy of knowledge in the repository by distinguishing between truth and falsehood,and identifying errors.This paper primarily focuses on verifying triples in the knowledge repository,utilizing the method of Markov Logic Networks and entity correlation strength to validate the credibility of knowledge,ultimately leading to improvements in F1 score and precision.
Keywords：military camp modernizationknowledge graphknowledge verification
Publication Date：2025-12-20
Online Publishing Date：2026-03-23(First online date of this platform, not the publication date of the document)
Pages：4( 108-111 )