To avoid soggy slider buns, be sure to assemble and bake the sliders only once they're ready to be served. Sliders that sit for too long can become soggy. Also, be sure to drain any excess fat/liquid from the ground beef to ensure it doesn't drip onto the buns. Use a layer of sliced cheese on the bottom and top of the buns to create a barrier between the meat and the buns.