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常见问题解答

这一事件的深层原因是什么？

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专家怎么看待这一现象？

多位业内专家指出，Test-Time Reasoning is the third axis. This refers to the compute the model uses at inference time — the period when it’s actually generating an answer for a user. Muse Spark is trained to ‘think’ before it responds, a process Meta’s research team calls test-time reasoning. To deliver the most intelligence per token, RL training maximizes correctness subject to a penalty on thinking time. This produces a phenomenon the research team calls thought compression: after an initial period where the model improves by thinking longer, the length penalty causes thought compression — Muse Spark compresses its reasoning to solve problems using significantly fewer tokens. After compressing, the model then extends its solutions again to achieve stronger performance.