In such a setting, the performance of a model trained from permutations generated from a uniform distribution may suffer some accuracy loss.
in addition to the set of permutations used by Barzilay and Lapata (2008) (PS BL ), we create another set of permutations for each source document (PS M ) by assigning most of the probability mass to permutations which are mostly similar to the original source document.