The main advantage of deep learning approach is that it is effective in exploring both linguistic and semantic relations between words, thus can overcomes the problems of lexicon-based approach.
current deep learning approach for sentiment analysis usually faces with the major shortcoming, i.e., being limited by the quantity of high quality labeled data.