It's certainly not required, but they may do. I've known women change from formal daywear (and hats!) to evening dresses for the dancing part of the reception, but you need to be very well prepared and have somewhere to change—if the reception is in a hotel, it can be done, but they aren't always.
Men just tend to remove an upper layer (or two).