The auxiliary reconstruction objective R(•) guides the related part of the parameter matrix θ to learn better latent representations, which are used to reconstruct the DPP-annotated source sentence.
since the DPP-annotated source sentence serves as the reconstructed input, we introduce an additional DP-generation loss, which measures how well the DP is generated from the corresponding hidden state in the reconstructor.