What would happen if the government did not tax Treasury bill interest payments?

Curious what would happen if you could buy US Treasury bills, notes, bonds, TIPS and have no federal taxes liability after they mature? In other words, how bad would that affect government tax revenues? Also, would more people/institutions buy Treasury issues because of this? Effectively, would that lower potential interest rates?