LLM training data mixture optimization breaks when training pools shift — every prior proxy experiment becomes stale.

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We’ve found that more expensive doesn’t always mean better when it comes to multivitamins. To find the best multivitamin for men, consider the range of nutrients it provides, look for artificial ...