Our result shows that incorporation of GaAs nanoparticles into BTS not only cause the maintained high power factor, but also lead to drastic reduction of lattice thermal conductivity L due to phonon scattering of GaAs nanoparticles (as small as L= 0.27 Wm-1K-1 is achieved at 300K).