I can see that it will be unhelpful in most cases (because we're losing information by implementing constraints as penalties). But are there any cases at all wh

I can see that it will be unhelpful in most cases (because we're losing information by implementing constraints as penalties). But are there any cases at all where this would make the solution easier?