Many supervised deep models have been proposed for this problem (Liu et al., 2015;Yin et al., 2016;Wang et al., 2017), and obtained promising results.
these methods fail to adapt well across domains, because the aspect terms from two different domains are usually disjoint, e.g., laptop v.s.