Compared to previous studies, one innovation of this study was that a trained model was evaluated using humorous and non-humorous sentences from the same genre and same topic. Mihalcea and Strapparava (2005) and <cite>Yang et al. (2015)</cite> borrowed negative instances from different genres such as news websites or proverbs.