In order to reduce the differences between positive and negative instances in the data, <cite>Yang et al. (2015)</cite> used two constraints when collecting negative instances. Non-humorous texts were required to have lengths between the minimum and maximum lengths of positive instances, in order to be selected as negative instances. In addition, only non-humorous texts which consisted of words found in positive instances were collected.