TracKGE: Transformer with Relation-pattern Adaptive Contrastive Learning for Knowledge Graph Embedding

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Mingjie Wang, Zijie Li, Jun Wang, Wei Zou, Juxiang Zhou, Jianhou Gan

Published: 01 Jan 2024, Last Modified: 03 Apr 2025Knowl. Based Syst. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•TracKGE: Advanced KGE using Transformer for semantic insights.•Triple2Path: Transforming graphs to paths for better Transformer use.•New contrastive learning for complex relations in KGE.•Mask node mode: Enhancing hidden relationship detection.