One can find from above discussions that the second category of approaches suffer from the data spareness problem, although there have been recent attempts (Gupta et al., 2017;<cite> Dehghani et al., 2017)</cite> trying to pseudo label query-document pairs automatically with unsupervised retrieval models such as BM25.