When rapid reading, I cannot move my eyes fast enough as I still keep vocalizing words. Any tips on how to stop vocalizing?

I read somewhere it says if you chew gums it helps, but I don't like to chew gums. Anyway you can stop/avoid vocalizing without using external tools?

Thanks! :-)