Both Mordatch & Abbeel (2018) and <cite>Kottur et al. (2017)</cite> find that limiting the vocabulary size so that there aren't too many more words than there are objects to refer to encourages compositionality, which follows earlier results in evolutionary linguistics (Nowak et al., 2000) .