My experience working in a similar domain (NLP summarization, which leverages methods like text rank which are identical to pagerank but for text summation) is similar.

Personalized page rank is not significantly better at summarization in my experience, even "queryable" summarization, but that also could be a pure implementation problem or a problem of hyperparamater selection...