Just loading time (and the acronym you're looking for is SSD

)
Sometimes you'll get less bogging down like in MMOs since the textures can load faster. That's more of a 'lose less' than 'gain anything' situation though. An SSD otherwise has no influence on the graphical performance of your PC.