Rule-Guided Compositional Representation Learning on Knowledge Graphs
Table 7: Relation prediction results on FB15K. We use Hits@1 for better comparison because Hits@10 of all the models exceed 95%.
['Models', 'MR raw', 'MR filtered', 'Hits@1(%) raw', 'Hits@1(%) filtered']
Three typical models representing three types of baselines are implemented. The results illustrate that RPJE outperforms baselines in all metrics. It verifies that paths could provide extra relationships for entity pairs and rules can further create more semantic association for relations to improve relation embeddings and benefit for relation prediction.