LEDs are about as efficient as CFL, and both are much more efficient than incandescents (which only convert around 5 - 10 % of the electricity they use to
useful light vs. around 60 % for LEDs and CFLs), but LEDs have other benefits that make them superior to CFLs (not as fragile, not mercury, last longer, turn on instantly).