Completely erasing debt on your credit cards is a great way to improve your credit score. However, you can keep increasing your score by continuing to use your credit card lightly and paying the balances in full each month.
This will prove that you can responsibly handle debt and will in turn raise your score.
However, if you find that you can’t use the cards lightly, you should consider putting your credit cards away before you run up your debt.