Table 1 shows the performance of our model compared to other models that also feature early fusion of the knowledge graph and text. These include Key-Value Memory Networks (KVMN) [3] and GRAFT-Net <cite>[17]</cite> . The results suggest that our model outperforms GRAFT-Net with an absolute increase in all metrics.