Water Worlds? Water Worlds!

Earth might have begun as a water world, but has gradually evolved into a planet with both continents and oceans. Other exoplanets, if they start with more water budget. What would they be? Could they retain that water forever? What are the pieces of evidence from current exoplanet sciences?