To make compressed sentences, the dependency-tree-based approach (Filippova and Strube, 2008) is often used, which is advantageous in that each compressed sentence preserves its original dependency relations.
given a set of dependency trees constructed for sentences in the original documents, a summary is obtained by extracting some rooted subtrees; each subtree corresponds to a compressed sentence.