An alternative approach is to use SVD to identify 'topics' on the basis of two types of 'terms': terms in the lexical sense (i.e., words) and terms in the sense of objects, which can be represented by anaphoric chains.
our representation of sentences would specify not only if they contain a certain word, but also if they contain a mention of a discourse entity (See Figure 1.)