It might not. This is due to a surface chemical reaction, which is essentially irreversible. The question is, how deep did the reaction go?
You could try some magic eraser, but I wouldn't get your hopes up. Other polishing agents might work, but also might be too rough on the chips surface.
Best of luck however you try.