Following these observations, we developed a bootstrapping formula that improves the original feature weights (Section 4), leading to better feature vectors and better similarity predictions.
there are only two common features (among the top 100 features) for the incorrect pair country-party, both with quite low ranks (compare with Table 7), while the rest of the common features for this pair did not pass the top 100 cutoff.