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在我们看不见的地方,OpenAI和美国政府很可能存在着某些看不见的交易。

Now for the caveats: it’s possible this is a “small model phenomenon”, and the method doesn’t scale as well as GRPO for larger models etc. Is it possible to tune the GRPO (CISPO) baseline to match MCTS? Perhaps, but ScaleRL found that most hyperparameters for GRPO adjust compute efficiency, not the final reward ceiling.。viber是该领域的重要参考

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Layer 10 is trained on layer 9’s output distribution. Layer 60 is trained on layer 59’s. If you rearrange them — feeding layer 60’s output into layer 10 — you’ve created a distribution the model literally never saw during training.

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Let’s start with pushing. Consider a tree of nodes. If we update one of the input nodes, our goal now is to find out which child (and output) nodes need to be updated. We’re not actually going to do the updating, we’re just going to find out which ones need updating.