Before revision:  We compare against a range of diverse and previously proposed methods for generating token-level labels, and present a simple yet effective modified attention layer that significantly advances the current state of the art .
After revision:  We compare against a range of diverse and previously proposed methods for generating token-level performance. We find that a soft attention module which explicitly encourages sharpness of attention weights can significantly outperform existing methods .