Wallach 2006proposed the Bigram Topic Model (BTM) which integrates bigram statistics with topic-based approaches to document modeling.
for example, due to sentences like "Beach staffs are rude" and "The hotel has a nice sandy beach," a topic model may put "staff" and "sandy" under a topic for staff and/or put "beach" and "rude" together under the topic of beach views.