The bi-directional bilingual pivoting of PPDB (Ganitkevitch et al., 2013) constrains paraphrase acquisition to be strictly symmetric.
although it is extremely effective for extracting synonymous expressions, it tends to give high scores to frequent but irrelevant phrases, since bilingual pivoting itself contains noisy phrase pairs because of word alignment errors.