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"Never hallucinate or make anything up." yes, you can just demand that the LLM not make errors that's definitely how the technology works

Ok but why are you telling me this? My point was that prompting "Never hallucinate or make anything up" actually helps. I never made any claims about hidden layers being inside of anything. I know how NNs work...

Besides, the paper you posted doesn't show that this kind of prompting would work. That is a leap that requires the model acting on the state in a self-aware fashion, which would be internality. The kind of internality that the model does not have.

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The way to show that putting such things in the prompt affects the output in a certain way would be to benchmark the prompt. You cannot infer it working that way from this finding without implicitly granting LLMs self-awareness.

If you do show that the prompt works, then it's not for this reason, because LLMs don't have self-awareness either way. They aren't monitoring their own activations and choosing different outputs on the basis of those activations. I imagine if it does work then it's going to be domain-specific.