Regen can capture during stopping most of the energy consumed during starting, if well designed, while in a non-electric bus all energy is lost.

The mass of the bus does not matter, only the energy lost due to mechanical friction or electrical resistance, both of which increase much more slowly than the mass for bigger buses.