If you don't qualify for an IRS Offer In Compromise, then you might need to get a Payment Plan to prevent an IRS bank levy or wage garnishment.
Interest (& usually penalties) will continue to be charged on the outstanding tax due. However, there is a 10-year rule on how long the IRS is allowed to chase you on a tax debt, so a good tax professional can help you get defacto forgiveness.