Here, we weight each sentence pair in the bilingual training corpus proportional to σ i when computing the paraphrase scores.
we weight the counting during the bilingual pivoting so that rather than each occurrence counting as 1, each occurrence counts as the ratio of the sentence's cross-entropies: Htgt .