For all intents and purposes, they'd just last longer. With many lights, they will start to dim as the cell begins to run out of power, so there'd be a segment of the runtime where you'd have brighter light from the higher-capacity cells. But if you hit that point, the higher-capacity cells will be close behind.

Example: