The reason why the absolute improvement is relative small is that the full WikiBio dataset consists of 728,321 parallel data-to-text pairs which are enough for neural models to memorize certain inference patterns for high frequency pairs.
as will be shown in the Section 4.5, the baseline fails on low co-occurrence frequency pairs, but the KBAtt avoids this problem with the contributions from the external knowledge.