We call this pattern of bypassing the first reasoning hop the "reasoning shortcut", and we find such shortcuts exist frequently in the non-comparison-type examples in HotpotQA.
here, with the output distribution from the control unit, q c represents the context information that is most relevant to the sub-question of the current reasoning hop, as opposed to encoding the context most related to any question word in the original bi-attention.