Topic modeling approaches (Lin and He, 2009;Brody and Elhadad, 2010;Mukherjee and Liu, 2012) are able to get coarse-grained aspects such as food, ambiance, service for restaurants, and provide related words.
they cannot extract the exact aspect terms from review sentences.