• To the best of our knowledge, GCN-EA (Wang et al., 2018) is the only one method employing non-translation-based embedding technique.
we can easily see our method significantly outperforms all the four baselines, especially with the metric Hist@1, which indicates our method can better capture the semantics of different KGs.