Among the variations of shared reconstructors (Rows 6-8), we found that an interaction attention from encoder to decoder (Row 7) achieves the best performance, which is +3.45 BLEU points better than our baseline (Row 4) and +1.45 BLEU points better than the best result reported by <cite>Wang et al. (2018)</cite> (Row 3) .