In order to use the same number of parameters and ensure fair comparison to <cite>Wang et al. (2019)</cite> , we adopt as the relation extraction model f θ the Hier- arachical Residual BiLSTM (HR-BiLSTM) model of Yu et al. (2017) , which is the same model used by <cite>Wang et al. (2019)</cite> for their experiments.