One of the spg original developers just told me: “You could have told him that in principle the behavior of SPG and L-BFGS-B, should be very similar, something we have demonstrated in this paper. Of course for particular problems that has to be tested.”
Just reinforcing that we should not expect such a huge difference between the methods, in general.