Thirdly, apart from negation, many other phenomena, e.g., contrast transition with trigger words like 'but', 'however', and 'nevertheless', can shift the sentimental polarity of a phrase or sentence.
considering negation alone is inadequate to deal with the polarity shifting problem, especially for document-level sentiment classification.