Before revision:  In experiments on the largest publicly available biomedical dataset, we improve the best independent prediction for zero-shot entity linking by 2.5 points of accuracy, and our joint inference model further improves entity linking by 1.8 points.
After revision:  In experiments on the largest publicly available biomedical dataset, we improve the best independent prediction for zero-shot entity linking by 3.0 points of accuracy, and our joint inference model further improves entity linking by 1.8 points.