Several extensions of LDA have been proposed that assign topics not only to individual words but also to multi-word phrases, which we call topical collocations.
as we will discuss in section 2, most of those extensions either rely on a pre-processing step to identify potential collocations (e.g., bigrams and trigrams) or limit attention to bigram dependencies.