If there are no a priori preferences for cluster exemplars, the preferences are set to the median similarity (which can be thought of as the 'knee' of the objective function graph vs. number of clusters), and exemplars emerge from the message passing procedure.
shorter RP are more likely to contain base forms of relations (because longer phrases likely contain additional words specific to the sentence).