In this paper, we treat these two tasks as two sequence labeling problems and propose a novel Dual crOss-sharEd RNN framework (DOER) to generate all aspect termpolarity pairs of the input sentence simultaneously.
dOER involves a dual recurrent neural network to extract the respective representation of each task, and a cross-shared unit to consider the relationship between them.