As we can see from Figure 4, RSN is able to roughly distinguish different relations, and Semi-supervised RSN further facilitated knowledge transfer by optimizing the margin between potential relation clusters during training.
semi-supervised RsN can extract more distinguishable novel relations, and gains comparable relational knowledge representation ability with supervised CNN.