A number of studies have investigated sentiment classification at document level, e.g., (Pang et al., 2002;Dave et al., 2003), and at sentence level, e.g., (Hu and Liu, 2004;Nigam and Hurst, 2005); however, the accuracy is still less than desirable.
ranking according to the likelihood of containing sentiment information is expected to serve a crucial function in helping users.