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Change the clip range and inspect where the policy surrogate stops rewarding movement in the same direction.
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The initial categorical distribution is the old policy. Each of the six outcomes is treated as one fixed rollout observation with a supplied advantage.
A six-outcome mathematical model with exact updates. No language model is being trained.