I have been trying to use the ROUGE toolkit to evaluate one of my research projects but have been finding it really hard to get proper documentation on its usage. So I decided to piece together some information that may be helpful to others. Actually, I learnt the basics of using ROUGE from the MEAD documentation! If you have successfully installed ROUGE and need to set up the evaluation mechanism, read on. If you need information on how to install ROUGE, go through the README file in the the ROUGE package.