The adaption from classification to regression can be easily accomplished by replacing the original final layer with that of Eq 1.
we adapted the following models:  • ATAE-LSTM (Wang et al., 2016): it concatenates aspect embedding and the output of LSTM, and uses self-attention to obtain aspect-based representation.