One contribution of the work presented here is the creation of the cross-domain (i.e., Hotel, Restaurant and Doctor) gold-standard dataset.
to existing work (Ott et al., 2011;Li et al., 2013b), our new gold standard includes three types of reviews: domain expert deceptive opinion spam (Employee), crowdsourced deceptive opinion spam (Turker), and truthful Customer reviews (Customer).