In this section, we present expeirments that we ran to determine 1) how effective a model trained using 'Pun of Day' data (Pun) is when applied to TED Talk data (Talk), and 2) whether the performance of a model trained using Talk data would be similar to the performance reported in <cite>Yang et al. (2015)</cite> .