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ES improves Pass@1 while attaining higher Pass@K than GRPO, unlike GRPO which exhibits entropy collapse

Empirically, unlike GRPO, which exhibits entropy collapse, ES improves Pass@1 while attaining higher Pass@K than GRPO.
Machine Learning30 Aug 2026

http://arxiv.org/abs/2608.27351v1