Second, we will discuss the work done by<cite> (Barzilay & Lee, 2003)</cite> who use clustering of paraphrases to induce rewriting rules. We will see, through classical visualization methodologies (Kruskal & Wish, 1977) and exhaustive experiments, that clustering may not be the best approach for automatic pattern identification.