Rapid progress has been made in the field of reading comprehension and question answering, where several systems have achieved human parity in some simplified settings.
the performance of these models degrades significantly when they are applied to more realistic scenarios, where answers are involved with various types, multiple text strings are correct answers, or discrete reasoning abilities are required.