Add self-consistency normalizer for solving math problems via majority voting

[frreiss]

The majority voting I/O processor depends on having a normalizer that can merge together model outputs that are "the same result" for the target application.

We should implement a normalizer that extracts and normalizes the "final answer" from solutions to math problems, a la the technique described in this paper).