Abstract: Highlights•Capture complex relationships and their varying significance for precise alignment.•Integrate fine-grained attributes and values to improve alignment accuracy.•Entity names alleviate issues of missing or limited relationships and attributes.•Achieve superior performance over baseline models on three public datasets.
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