If the measures are not considered to be effective (and cannot be made effective through altering the details of the policy) they will be removed, but in this case their removal might necessitate higher interest rates than otherwise, or the imposition of alternative macro-prudential requirements.
With the adoption of fiat currency, it was possible simply to print legal tender. This posed a permanent temptation to governments, as they could use the printing press to finance their spending.