The laws of physics are still in play no matter how large your supercharger is. You will still be limited to a similar level of boost on pump gas so the power increase on pump gas will either need to come from a reduction in parasitic drag with the new unit or increased efficiency which results in an air inlet temperature reduction. On race fuel the larger unit should make a nice difference with the increase in available airflow.
Thanks Professor!