To deal with this problem, Huang and Lee<cite> [3]</cite> proposed a contrastive approach based on documentlevel top-bag-of-word similarity to reflect distances among the three varieties of Mandarin in China, Taiwan and Singapore, which is a kind of word-level uni-gram feature.