Abstract: Highlights•Propose a novel semi-supervised framework for the entity alignment task.•Introduce the HGNN in the entity alignment task to collect graph structural information.•Refine the pseudo label selection process with the similarity matrices.•Enhance the entity representation from a more comprehensive perspective.
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