I don't know if their statement is universally true, but the EPA's fuel economy / total emissions calculator seems to show it for what I've put in. You can put in a Prius or random EV and see how they compare.

https://www.epa.gov/greenvehicles/electric-vehicle-myths#Myth1

https://www.fueleconomy.gov/feg/Find.do?action=bt2