In past KBP competitions, many participants (Li et al., 2009;Byrne and Dunnion, 2010;Chen et al., 2010) exploited a QA system to fill slots by constructing queries based on target entities and slot types.
their query templates contain only a few additional query terms other than the target entity name, which are mostly obtained manually.