I understand that you need an antique plate to be exempt.
From the PA website:
Vehicle Type Exemptions
Motorcycles
Motor homes
Vehicles over 8,500 lbs gross weight
Most diesel vehicles
Farm vehicles
Electric vehicles
Classic/Antique vehicles (25+ years with special plates)