As VolvoGirl said, you don't have to change it. But you might want to adjust your withholding for your new status. You can use the Tax Withholding Estimator on the IRS web site to figure out what you and your spouse should each put on your W-4 forms. It will show you how to adjust your withholding to get the approximate refund amount that you want.
