Current state-of-the-art models also attempt to capture this by using the reading of the query to guide the reading of the document (Yang et al., 2017;Dhingra et al., 2017), or using the memory of the document to help interpret the query (Munkhdalai and Yu, 2017).
these systems only consider uni-directional dependencies.