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One approach for querying knowledge graph is to use nearest neighbor (NN) data structures. Read the paper On Integrating Knowledge Graph Embedding into SPARQL Query Processing for more details. Roughly speaking, the authors redesign the loss function used for knowledge graph embedding methods to ...