Adaptive knowledge distillation based structure-text embedding integrating for knowledge graph completion

Qingsong Li; You Lv; Xiaolong Wei; Chao Li; Lianqiu Wei; Jianguang Zhang; Wei Wei

doi:10.1371/journal.pone.0344363

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Open Access

Peer-reviewed

Research Article

Adaptive knowledge distillation based structure-text embedding integrating for knowledge graph completion

Qingsong Li,

Roles Conceptualization, Data curation, Methodology, Software, Writing – original draft

Affiliations School of Artificial Intelligence, Beihang University, Beijing, China, Zhongguancun Laboratory, Beijing, China, Key Laboratory of Mathematics Informatics Behavioral Semantics, Ministry of Education, Beijing, China

https://orcid.org/0009-0004-8163-9064

⨯
You Lv,

Roles Data curation, Writing – review & editing

Affiliations School of Artificial Intelligence, Beihang University, Beijing, China, Key Laboratory of Mathematics Informatics Behavioral Semantics, Ministry of Education, Beijing, China, Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China
⨯
Xiaolong Wei,

Roles Data curation, Writing – review & editing

Affiliations Key Laboratory of Mathematics Informatics Behavioral Semantics, Ministry of Education, Beijing, China, School of Mathematical Science, Beihang University, Beijing, China
⨯
Chao Li,

Roles Writing – review & editing

Affiliation Department of Mathematics and Computer Science, Hengshui University, Hengshui, China
⨯
Lianqiu Wei,

Roles Writing – review & editing

Affiliation Department of Mathematics and Computer Science, Hengshui University, Hengshui, China
⨯
Jianguang Zhang,

Roles Writing – review & editing

Affiliation Department of Mathematics and Computer Science, Hengshui University, Hengshui, China
⨯
Wei Wei

Roles Conceptualization, Methodology, Writing – review & editing

* E-mail: weiw@buaa.edu.cn

Affiliations Zhongguancun Laboratory, Beijing, China, Key Laboratory of Mathematics Informatics Behavioral Semantics, Ministry of Education, Beijing, China, Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China, School of Mathematical Science, Beihang University, Beijing, China

https://orcid.org/0000-0003-3747-9484

⨯

Adaptive knowledge distillation based structure-text embedding integrating for knowledge graph completion

Qingsong Li,
You Lv,
Xiaolong Wei,
Chao Li,
Lianqiu Wei,
Jianguang Zhang,
Wei Wei

Published: March 19, 2026
https://doi.org/10.1371/journal.pone.0344363

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