We experimented with an RNN operating on word embeddings, the same RNN enhanced with our attention mechanism (a-RNN), a vanilla convolutional neural network (CNN) also operating on word embeddings, the DETOX system of<cite> Wulczyn et al. (2017)</cite> , and a baseline that uses word lists.