Before revision:  In this paper, a speaker identification baseline is improved by re-ranking candidate speakers based on the frequency of previous interactions between speakers and the topology of the criminal network.
After revision:  By re-ranking candidate speakers based on the frequency of previous interactions between speakers and the topology of the criminal network.