The Obama administration's decision to cover an unlimited amount of losses at the mortgage-finance giants Fannie Mae and Freddie Mac over the next three years stirred controversy over the holiday.

The Treasury announced Thursday it was removing the caps that limited the amount of available capital to the companies to $200 billion each.

Unlimited...