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