Since the official test data of the ASAP competition is not released to the public, we, as well as others before us (Phandi et al., 2015; Dong and Zhang, 2016;  1 https://www.kaggle.com/c/asap-aes/data <cite>Tay et al., 2018</cite>) , use only the training data in our experiments.