Research, by its very nature, is always developing and changing. When a graph is used to model knowledge about a certain topic, this knowledge is often partial because research is ongoing and we do not have a full understanding of the interactions between all the elements of the graph yet.
Link prediction techniques have been used a lot in biology, for example, to try to identify the genes involved in some diseases based on the current knowledge about genetic diseases.