What happens is the weed block fabric under the stones breaks down after a while and the weeds poke through.
I have the same problem. One solution is to remove the rocks and replace the fabric. Then put the stones back (big job).
This is stronger than regular RoundUp.
https://www.lowes.com/pd/ORTHO-Groun...Killer/3827749