We perform the analysis of three datasets to investigate the extent of overlap present in these publicly available benchmark datasets and find out that 45.7% word pairs of dataset prepared by Weeds et al. (2014) are present in dataset ROOT9 prepared by <cite>Santus et al. (2016)</cite> .