Abstract: Highlights•Introduce KNN-IE: Innovative KNN IE method for simultaneous classification and structuring.•KNN-IE excels in scalability, adaptability, and explainability for real-world IE systems.•Extensive experimental results on 10 datasets and four typical IE tasks validate KNN-IE’s effectiveness.
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