Examining Figure 2 reveals that, while the 4,500 least frequent neutral words appear 11,142 times in the corpus, the 1,957 most frequent words (i.e., from 4500 to 6457) appear 93,036 times, nearly 10 times as much as the former.
the high frequency neutral words become dominant in the model and result in severe classification bias towards the objective class.