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Are a model's intermediate computations always written in natural language?

No. Much of a neural network's work occurs in numerical activations. Some systems also generate intermediate tokens or use external tools during the task.

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More FAQs in How do reasoning models perform intermediate computations during inference?

No. Ordinary inference changes temporary state and context while reusing learned parameters. Parameter updates require a separate training or explicit adaptation procedure.

Yes. A system may evaluate alternatives or use tools before returning a concise result. Visible answer length does not necessarily reflect all computation performed.

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