In general, yes, it is true that for a society to be considered a civilization, it just needs to divide up the labor and produce a surplus of food, but it is more complicated than that in reality.
The division of the Roman Empire into eastern and western halves was a crucial step in the formation of the "Byzantine Empire", since this Empire "grew" in many ways from the former.