The first contribution of this analysis addresses reproducible research: to meaningfully compare different models, their accuracies must be averaged over far more random seeds than what has traditionally been reported. With proper averaging in place, we notice that the distillation model described in <cite>Hu et al. (2016)</cite> , which incorporates explicit logic rules for sentiment classification, is ineffective.