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If it is natural like a human being when you talk to it, I hear that there are actually better models than LLM.
If the LLM says it is really able to parse the language, then things like halcynation do not happen.
As a computer engineer on the fringe, I am not inclined to trust the output of a general-purpose AI whose use case is still unknown over a powerful algorithm that reliably produces the same output with the same input.