Specifically, ultra-low L ~0.27W m-1 K-1 (at 300K) is achieved for the composite sample incorporated with 0.3wt.% of GaAs nanophase, which is proved, by using the Callaway model, to originate mainly from the enhanced phonon scattering by the GaAs nanoparticles as well as phase boundaries between GaAs and BTS matrix.