Unlike <cite>Das et al. (2018)</cite> , we also train entity embeddings after initializing them with random values. This resulted in the final QA Score of 47.58%, around 8% higher than standard RL and 12% higher than <cite>Das et al. (2018)</cite> . The final QA Score also increased from 28.72% to 39.55%, and also significantly improved over <cite>Das et al. (2018)</cite> and Lin et al. (2018) .