Get your taxes done using TurboTax

When I google it , it says Failure to pay the gift tax on time will result in a penalty of 0.5 percent per month of the amount due, up to a total of 25 percent
but you told me if no tax due , there will be no penalty for late filling or late payment. 
I am still confused.