LEDs are generally more efficient, when run at lower current, assuming an SMPS is used. The light output is proportional to the current, but the forward voltage falls, as the current is reduced, therefore the LED consumes less power and is more efficient. If you're using a resistor or linear PSU, then the extra voltage drop is burnt as heat, but if it's a switched mode, then there will be some gains in efficiency.