Abstract: Highlights•We design a multi-view joint encoder to learn semantic information.•Commonsense semantic constraints are introduced to explore semantic relations.•We leverage the commonsense view to generate high-quality negative triples.•We identify candidate entities that match commonsense in the prediction process.
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