Nope. It will not lower the gravity. It will lighten the color.
The gravity is a function of sugars dissolved in the water.
What late addition does is prevent darkening of the wort, like eriktlupus said, by reducing the mallard duck reactions. (
It will also help slightly boost hop bitterness.