<cite>Miwa and Bansal (2016)</cite> , in one of the ablation tests on ACE05 development set, show that their model can gain upto 2% improvement in recall by entity pretraining. Since we propose a jointmodel, we cannot directly apply their pretraining trick on entities separately. We leave it for future work.