That's the G in GPT. Generative models make a lot of stuff with feedback provided by a classifier that tells it if what it made looks like what the classifier was trained on.

Open ai and others use humans to improve the guardrails but it's a shoddy arms race type process

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Yes, but that only means the text generated is indistinguishable from "real" human generated text. No that the text is indistinguishable from the truth.