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  • Ning Miao, Yee Whye Teh, Tom Rainforth
    |
    Oct 5th, 2023
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    preprint
    Ning Miao, Yee Whye Teh, Tom Rainforth
    Oct 5th, 2023

    The recent progress in large language models (LLMs), especially the invention of chain-of-thought prompting, has made it possible to automatically answer questions by stepwise reasoning. However, when faced with more complicated problems that require non-linear thinking, even the strongest LLMs make mistakes. To address this, we explore whether LLMs are able to recognize errors in their own step-by-step reasoning, without resorting to external resources. To this end, we propose SelfCheck, a...

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