This chapter presents the masking-based model that we propose in this thesis. In particular, here we focus on using the model for the detection of deceptive texts. We show the performance of the model in cross-domain scenarios with annotated data in texts concerned with facts, and also texts that give personal interpretations and beliefs on controversial topics. In addition, we show examples of how this technique can be used to visualize the relevant deceptive cues.