Nevertheless, we present empirical results indicating that our approach can obtain significantly better accuracy rates in cross-domain polarity classification and Arabic dialect identification compared to state-of-the-art methods based on string kernels (Giménez-Pérez et al., 2017;<cite> Ionescu and Butnaru, 2017)</cite> .