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nielpen

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Say "I don't know."

Back when GPT-3 was all the rage on the internet, I remember Kevin Lacker's "Giving GPT-3 a Turing Test" left a real impression on me [1]. Short read, but gets to the crux of the issue. GPT-3 is a (really sophisticated) statistical model, GPT-4 will be no different. Maybe it will showcase new emergent properties of LLMs, like GPT-3's in-prompt few-shot learning did. But the fundamental constraint of a statistical model optimized to a masking task remains -- they're really bad at introspection and confidence-assessment.

[1] https://lacker.io/ai/2020/07/06/giving-gpt-3-a-turing-test.h...