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Probably the most fundamental problem of ChatGPT is that it refuses (or is even unable) to admit, "I don't know".

It truly has achieved human-level intelligence!

I imagine kind of defect can be fixed with more fine tuning / RHLF

Almost certainly true but they'd have to use a new cost function. It's not just about collecting examples where the model should say "I don't know".