<cite>Tsvetkov and Wintner (2014)</cite> showed that a manually-designed BN substantially outperforms the one whose structure is learned automatically, hypothesizing that the cause for this might be the increased model complexity. We conduct a similar experiment using a structurelearning algorithm, but also model the interactions using a simpler, semi-naive Bayes classifier, for which the number of parameters is restricted.