Abstract: Highlights•An integrated model for open-world knowledge graph reasoning called SDT is proposed.•Type constraint helps the model to distinguish similar entities with the same type.•The SDT model is capable of building representations for entities absent from KG.•The SDT model also performs well on closed-world reasoning tasks.
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