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Can punctuation be the next predicted token?

Yes. The output vocabulary can contain punctuation, whitespace-related pieces, word fragments, and special markers in addition to complete words, so any permitted item may be selected.

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More FAQs in How does a neural network help an LLM predict the next token?

A standard autoregressive language model produces next-token scores repeatedly. Some decoding methods explore alternatives, but the basic prediction is conditioned on the sequence available at each step.

No. It is a probability for a continuation under the model and decoding setup. That quantity is different from a calibrated assessment of factual correctness.

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