 <p>Thanks alvas for summing it up so nicely, this would help other people too. Moreover I also find any version of the Reuters dataset which has relatively less number of categories. This article <a href="http://www.datalyzers.com/downloads/reuters-21578-dataset-for-text-classification/" rel="nofollow">here</a> explains it better.</p>