We evaluate our classifiers across two separate datasets: Pun of the Day (PotD), collected in<cite> Yang et al. (2015)</cite> , and 16000 One-Liner (OL), collected in Mihalcea and Strapparava (2005) . PotD consists of positive examples collected from the Pun of the Day website 2 and negative examples collected from a combination of news sources, question/answer forums, and lists of proverbs<cite> (Yang et al., 2015)</cite> .