Experiments, by using 4 algorithms and through visualization techniques, revealed that clustering is a worthless effort for paraphrase corpora construction, contrary to the literature claims<cite> (Barzilay & Lee, 2003)</cite> . Therefore simple paraphrase pair extraction is suggested and by using a recent and more reliable metric (Sumo-Metric) (Anonymous, 2007) designed for asymmetrical entailed pairs.