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Yes, once benchmarks get saturated they get replaced by harder ones. You don’t see GSM8K, MMLU, or HellaSwag anymore because they’re essentially solved. It takes constant work to make benchmarks hard enough to show meaningful model performance differences but easy enough to score higher than the noise threshold.
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