Before revision:  We find that the task is complex , and achieve the best performance using an architecture that specifically models reasoning over evidence chains in combination with in-domain transfer learning.
After revision:  We find that the task is complex , and achieve the best performance using an architecture that specifically models reasoning over evidence pieces in combination with in-domain transfer learning.