Inducing Interpretability in Knowledge Graph Embeddings
Table 1: Results on test data. The proposed method significantly improves interpretability while maintaining comparable performance on KG tasks (Section 4.3).
['Method', '[BOLD] Link Prediction MRR', '[BOLD] Link Prediction MR', '[BOLD] Link Prediction MR', '[BOLD] Link Prediction Hits@10(%)']
In following sections, we compare the performance of the proposed method with the baseline method in different tasks. Performance on the word intrusion task also improves drastically as the intruder along each dimension is a lot easier to identify owing to the fact that the top entities for each dimension group together more conspicuously.