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> To succeed this well in math, you can't just do better probabilistic generation, you need verifiable search.

You say "probabilistic generation" like it's some kind of a limitation. What is exactly the limiting factor here? [(0.9999, "4"), (0.00001, "four"), ...] is a valid probability distribution. The sampler can be set to always choose "4" in such cases.



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