My recommendation comes from a more informed place than "Dur, neural networks!" Of course, this is my opinion, and you are welcome to have a different one.
What is your recommendation on the topic of most promising research areas for teaching reading comprehension to computers? Skip deep learning and read what instead? Or the OP has it figured out?