Research on the Construction and Application of Earthquake Emergency Information Knowledge Graph Based on Large Language Models

To address the challenges of semantic parsing of multi-source heterogeneous information and the delayed emergency response decisions caused by insufficient relational reasoning capabilities in earthquake emergency management, this study proposes a domain knowledge extraction method for earthquakes b...

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Bibliographic Details
Published in:	IEEE access Vol. 13; pp. 127742 - 127757
Main Authors:	Zhou, Wentao, Huang, Meng, Liu, Shuai, You, Qiao, Meng, Fanxin
Format:	Journal Article
Language:	English
Published:	Piscataway IEEE 2025 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Accuracy Attention Bi-GAT Cognition Correlation Data mining Disasters Earthquake construction Earthquakes Emergency management Emergency response Emergency services Feature extraction Knowledge Knowledge graphs Knowledge representation Large language models Matching Neo4j NLP PCCA Prompt engineering Semantics TPES-LLM
ISSN:	2169-3536, 2169-3536
Online Access:	Get full text
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