To create a sparse graph, we use the cosine threshold value of 0.1 obtained in (Erkan and Radev, 2004).
the edge weight between sentence vectors s i and s j is defined as The second input for GRASSHOPPER is an initial ranking distribution, which we derive from the position of each sentence in its originating document.