Blocking is a mechanism to improve the efficiency of entity resolution (ER) which aims quickly prune out all non-matching record pairs. However, depending on distributions cluster sizes, existing techniques can be either (a) too aggressive, such that they help scale but adversely affect ER effectiveness, or (b) permissive, potentially harming efficiency. In this paper, we propose new methodolog...