In the context of Web surfing, it is unusual for a page to include multiple or partial links to another page, and hence the original PageRank definition for graph-based ranking is assuming unweighted graphs.
in our model the graphs are build from natural language texts, and may include multiple or partial links between the units (vertices) that are extracted from text.