However, short-texts usually do not observe the syntax of a written language, nor do they contain enough signals for statistical inference (e.g., topic model).
neither parsing nor topic modeling works well because there are simply not enough signals in the input, and we must derive more semantic signals from the input, e.g., concepts, which have been demonstrated effective in knowledge representation (Wang et al., 2015c;.