We present a nonlocal Monte Carlo algorithm with particle swaps that greatl
y accelerates thermalization of soft sphere binary mixtures in the glassy r
egion. Our first results show that thermalization of systems of hundreds of
particles is achievable, and find behavior compatible with a thermodynamic
glass transition.