From the link: "there is an important distinction between the graphene transistors that we demonstrated and the transistors used in a CPU. Unlike silicon, graphene does not have an energy gap, and therefore, graphene cannot be "switched off," resulting in a small on/off ratio."
One of the issues with graphene is it doesn't have a band gap. You can create one if you can successfully dope it (unlikely), or if you can put it into a very narrow by relatively long shape (say 2 nm wide by 50 nm long). Once you have a band gap, you can turn it off completely.