JST (Lin and He, 2009) assumes that there is a single sentiment polarity for a review and the topics are chosen conditioned on that, while ASUM in (Jo and Oh, 2011) assumes that all words in a sentence are associated with the same topic and sentiment.
our proposed model handles the more realistic scenario where sentiments may vary depending on the topics discussed in a review.