Integrating knowledge from knowledge graphs and large language models for explainable entity alignment

doi:10.1016/j.inffus.2025.103587

Integrating knowledge from knowledge graphs and large language models for explainable entity alignment

2025-08-07

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DOI：10.1016/j.inffus.2025.103587

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Abstract

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• Combined KGs and LLMs for accurate, explainable entity alignment. • Designed a CNN-based retriever to integrate diverse information for retrieval. • Prompted LLMs to decide equivalence and give clear justifications.

Keywords:

Knowledge Graphs

Large Language Models

Entity Alignment

Convolutional Neural Networks

Explainable AI

Integrating knowledge from knowledge graphs and large language models for explainable entity alignment

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