I ride a horse that accelerate in that situation, each time he does I make circles and I disengage hindquaters. This way I make the right thing easy and the wrong behaviour hard and uncomfortable. It works well with him.
Adjust your position so that your seat is slightly more forward in the saddle; however, don’t allow your upper body to tip forward. Continue sitting tall in your saddle. I think that the secret is in the seat