This gets asked a lot, and ultimately it comes down to a matter of personal choice. It really doesn't help or hurt the battery either way. For every point you can make on one side, there's an equally valid point on the other. Personally, I just leave the battery in because it provides ballast, and if the power suddenly goes out, and I'm in the middle of something, I'm covered.