To bridge the gap, we propose Relational Siamese Networks (RSNs) to learn transferable relational knowledge from supervised data for OpenRE.
rSNs learn relational similarity metrics from labeled data of pre-defined relations, and then transfer the metrics to measure the similarity of unlabeled sentences for open relation clustering.