Learn how Innocent Spouse Relief can erase IRS debt caused by your spouse. If you’ve ever opened an IRS notice only to find yourself responsible for a tax bill caused by your spouse (or ex-spouse), you know how unfair it feels. The good news? The IRS has a program called Innocent Spouse Relief that may wipe those debts off your plate.