Yet, these candidates only capture n-gram level similarity with the probably diverged semantics.
in the second stage, we utilize paragraph vector algorithm (a.k.a Doc2vec 6 ) (Le and Mikolov, 2014) to resort the selected similar queries in the semantic space and only queries of similarity score higher than a certain threshold (i.e., 0.9) are reserved.