When compared to the results obtained by <cite>Barzilay and Lapata (2008)</cite> and Barzilay and Lee (2004) , it would appear that direct sentenceto-sentence similarity (as suggested by the <cite>Barzilay and Lapata</cite> baseline score) or capturing topic sequences are essential for acquiring the correct sequence of sentences in the earthquake dataset.