For example, the distribution of words occuring in a biography Figure 4: Illustration of modeling "occupation" and "nationality" transitively via consensus from attributes of neighboring names of a politician would be different from that of a scientist.
even if the occupation is not explicitly mentioned in the article, one can infer it using a bag-of-words topic profile learned from the seed examples.