Electric batteries and drivetrains have their differences in reliability for sure (IIUC, the 1st generation Nissan Leaf lacked a battery temp management system). However the difference between the reliability of EVs isn't likely to be that big since EVs are much simpler machines.
A lot of the complexity that provides the luxury ICE driving experience (smooth, quiet drivetrain, strong acceleration) comes for "free" in an EV, even in mass market models. With that complexity gone, there's much less to differentiate cars from a reliability perspective.