Of these, the best results have been obtained using tree models (Mou et al., 2015;Tai et al., 2015), which use sentence syntactic trees originating from grammar to help construct sentence embeddings.
noisy text (such as found in online reviews) does not always contain much grammatical structure, which reduces the effectiveness of tree models.