Two previous work obtained more precise gold standard labels by hiring Amazon turkers to write deceptive articles (e.g., Mihalcea and Strapparava (2009), <cite>Ott et al. (2011)</cite> ), both of which have been examined in this study with respect to their syntactic characteristics.