The proposed BiAtt-DP parses a sentence in a linear order via sequentially querying the memory component that stores continuous embeddings for all headwords.
as we can see, the loss function (3) tries to minimize the distance between the golden alignment and the intersection of the two directional attention alignments at every time step.