The primary reason for melting point depression in nanomaterials is the high surface-to-volume ratio. At the nanoscale, a significant fraction of atoms are located at the surface, which possess higher energy compared to those in the bulk. This excess surface energy lowers the thermal stability, resulting in a lower melting point.