Before revision:  We  provide the first  demonstration that this is possible, and characterize the extent of this capability.
After revision:  We train transformers to reason (or emulate reasoning) over these sentences using synthetically generated data. Our models, that we call RuleTakers, provide the first demonstration that this is possible, and characterize the extent of this capability.