Theoretically, paragraph-based representation learning is expected to be more suitable for such tasks as information retrieval, sentiment analysis and document summarization (Huang et al., 2013;Le and Mikolov, 2014;Palangi et al., 2015), to name but a few.
all of the unlabeled reviews are used to obtain the general background information and train the EV model.