Silicon is an indirect band gap semiconductor, and hence not suitable for LED fabrication. LEDs are fabricated using direct band gap semiconductors like Gallium Arsenide (GaAs) or Gallium Phosphide (GaP), which allow efficient photon emission.
Electroluminescence is the principle on which LEDs work, and they are known for being energy-efficient.