GLR: Graph Chain-of-Thought with LoRA Fine-Tuning and Confidence Ranking for Knowledge Graph Completion

In knowledge graph construction, missing facts often lead to incomplete structures, thereby limiting the performance of downstream applications. Although recent knowledge graph completion (KGC) methods based on representation learning have achieved notable progress, they still suffer from two fundam...

Full description

Bibliographic Details

Published in:	Applied Sciences
Main Authors:	Yifei Chen, Xuliang Duan, Yan Guo
Format:	Article
Language:	English
Published:	MDPI AG 2025-06-01
Subjects:	knowledge graph completion large language models graph chain-of-thought LoRA fine-tuning confidence evaluation
Online Access:	https://www.mdpi.com/2076-3417/15/13/7282