Before revision:  The proposed XML model surpasses all presented baselines by a large margin and with better efficiency, providing a strong starting point for future work.
After revision:  The proposed XML model uses a late fusion design with a novel Convolutional Start-End detector (ConvSE), surpassing baselines by a large margin and with better efficiency, providing a strong starting point for future work.