In this paper, we demonstrate that it is feasible to discover the coherent structure of a text using distributed sentence representations learned in a deep learning framework.
we consider a WINDOW approach for sentences, as shown in Figure 1, where positive examples are windows of sentences selected from original articles generated by humans, and negatives examples are generated by random replacements 2 .