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Can Llms Learn From Previous Mistakes? Investigating Llms' Errors To Boost For Reasoning

Abstract

Recent works have shown the benefits to LLMs from fine-tuning golden-standard Chain-of-Thought (CoT) rationales or using them as correct examples in few-shot prompting. While humans can indeed imitate correct examples, learning from our mistakes is another vital aspect of human cognition. Hence, a question naturally arises: \textit\{can LLMs learn and benefit from their mistakes, especially for th

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