The models considered in <cite>Kottur et al. (2017)</cite> were ordered, from best to worse, as: Memoryless + Small Vocab > Small Vocab > Overcomplete. Our trends tend to agree with that conclusion though the differences are smaller-mainly comparing the Memoryless + Small Vocab model to others in cultural transmission settings.