However, consistently at the top of the list are several models of hybrid and plug-in hybrid vehicles, particularly from Toyota (Prius family) and Hyundai/Kia (various hybrid and plug-in hybrid models). Small, lightweight vehicles also tend to achieve very high MPG ratings.
To find the most current highest rated vehicle, you'd need to check the latest fuel economy ratings from the EPA (for the US market) or the equivalent agency in your region.