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Yes, the "confidently incorrect" issue will be a tough nut to crack for the current spate of generative text models. LLMs have no ability to analyze a body of t
by mrtranscendence 4y ago
Yes, the "confidently incorrect" issue will be a tough nut to crack for the current spate of generative text models. LLMs have no ability to analyze a body of text and determine anything about it (e.g. how likely it is to be true); they are clever but at bottom can only extrapolate from patterns found in the training data. If no one has said anything like "X, and I'm 78% certain about it", then it's tough to imagine how an LLM could generate reasonably correct probability estimates.
- famouswaffles 4y agoWhat you're alluding to is calibration and base gpt-4 had excellent calibration before RlHF.