"formType": "FORM",
What concrete actions should policymakers take, both within this bill and more broadly?
，这一点在网易邮箱大师中也有详细论述
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In standard GRPO, tokens whose importance ratios fall outside the clip range receive zero gradient; CISPO instead detaches the clipped weights and uses them as scaling coefficients on the log-probability gradient, ensuring all tokens contribute to learning, including rare but critical tokens such as pruning decisions and query reformulations. Advantages are computed via within-group normalization, where each query's 8 rollouts compete and only their relative rewards determine the gradient.