My preference is about a pound of extract per gallon of water in the boil, and the rest at flame out. That seems to really reduce the maillard reactions, and have no "cooked extract" taste in the finished beer. It also keeps the color lighter in the finished beer.
Broken Leg Brewery
Giving beer a leg to stand on since 2006