However, while the sentence-level biLSTM augments sentence representations with the local context, they may be still unaware of the main topic.
we compute element-wise products and differences between the document encoding and a sentence encoding to measure their correlations, and further concatenate the products and differences with the sentence encoding to obtain the final sentence representation that is used for predicting its sentence type.