Empirically, we evaluate on the NYT-Freebase dataset (Riedel et al., 2010), and demonstrate the state-of-the-art performance using deep CNNs with identify mapping and shortcuts.
to popular beliefs in vision that deep residual network only works for very deep CNNs, we show that even with a moderately deep CNNs, there are substantial improvements over vanilla CNNs for relation extraction.