ES can lead to broader reasoning coverage than GRPO, thereby better exploiting the reasoning capabilities of pretrained LLMs

this paper first identifies a performance advantage of ES over GRPO, theoretically and empirically showing that ES can lead to broader reasoning coverage, thereby better exploiting the reasoning capabilities of pretrained LLMs.

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