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Both ChatGPT 4o and Claude 3.5 Sonnet can identify the generated page content as "random words".

Given the size of the training data - I don’t think it would economical to validate all training data with high-end LLM models.

True. Maybe it can be dumbed down to a low-end model specifically for this type of detection.