Logic Rules Powered Knowledge Graph Embedding
Table 12. Accuracies of triple classification on the testing dataset of FB166, FB15K, and WN18.
['Dataset', 'FB166', 'FB15K', 'WN18']
From the results, we can see that: (1) The Per-version based TransE and TransH slightly outperform the original models on the three datasets in most cases. (2) Our rule-enhanced method outperforms other models including the original models, the Per-version based model and the KALE model. This once again validates that our method can generate high-quality rules and better leverage the rules in the knowledge graph embedding than baselines.