Traditional methods represent a text document as vectors of bag of words (BOW), term frequency inverse document frequency (TF-IDF), LDA (Blei et al., 2003) and so forth, and calculate the distance between vectors.
they cannot capture the semantic distance and usually cannot achieve good performance.