Understanding Satirical Articles Using Common-Sense

Dan Goldwasser, Xiao Zhang
2016 Transactions of the Association for Computational Linguistics  
Automatic satire detection is a subtle text classification task, for machines and at times, even for humans. In this paper we argue that satire detection should be approached using common-sense inferences, rather than traditional text classification methods. We present a highly structured latent variable model capturing the required inferences. The model abstracts over the specific entities appearing in the articles, grouping them into generalized categories, thus allowing the model to adapt to
more » ... e model to adapt to previously unseen situations.
doi:10.1162/tacl_a_00116 fatcat:lex4njizr5hzjiec5oyirvib6u