Before revision:  We propose a new architecture as well as a two-stage learning algorithm that allows us to effectively share knowledge from multiple tasks while avoiding these crucial problems.
After revision:  We propose a new architecture as well as a two-stage learning algorithm that leverages knowledge from multiple tasks while avoiding these crucial problems.