Utilization is often calculated when your statement posts. If you have a zero balance when that happens, you'll show zero utilization. If that is happening, your score isn't going to increase as much as it could. Leave at least some balance for when the statement posts.
Otherwise, if the balance is being reported at a different time, you would benefit from stopping the twice monthly payments.