For that, using TF-IDF (Salton and Buckley, 1988) to compute the score of every extracted noun phrase from the text, and then ranking NPs according to this score, has seemed to be a reasonable way of implementing the representativity requirement.
if a new article is inserted into the corpus, TF-IDF has to be computed again.