Usually narrow, tall tires with small diameter wheels give the best mileage. Larger wheels weigh more, as do the lower profile tires. The stiffer sidewalls and wider footprint of the low profile tires also add to rolling resistance.
Also, A 225/55/16, for example, would give make the speedo...