If your 2048 is full, breaking it up into smaller atlases isn't going to improve load times, unless you split everything up into multiple scenes and load additively.
1x 2048 = 4x 1024 atlases. You'd imagine if you filled a 2048 atlas, you'll fill up 4x 1024s as well, so its pointless really.