For the record, good old fashioned bag of words representations (tf-idf, LDA, LSA) still provide useful representations for documents. Obviously we hope to do better, but recently people act like there's no way of turning a document into a vector.
The reason people want better representations is for the applications where they don’t. For example, Bag of words doesn’t capture agreement or disagree well, whereas better representations can.