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