The Speaker-Follower (SF) model<cite> (Fried et al., 2018b</cite> ) and the Self-Monitoring (SM) model (Ma et al., 2019) which we analyze both use sequenceto-sequence model (Cho et al., 2014) with attention (Bahdanau et al., 2015) as their base instruction-following agent.