Before revision:  Using our collected dataset, we evaluated several types of machine learning based lie detector through generalize, personal and cross lie lie experiments. In these experiments, we showed the superiority of deep learning based model in recognizing the lie with best accuracyof 57\\%DIF < for generalized task and 63\\% when dealing with a single participant.
After revision:  Using our collected dataset, we evaluated several types of machine learning-based lie detectors in terms of their generalization, person-specific and cross-domain experiments. Our results show that models based on deep learning achieve the best accuracy, reaching up to 57\\%DIF < for generalized task and 63\\% when dealing with a single participant.