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 actively recall or retrieve their internal repositories of factual knowledge when faced with reasoning tasks. Through an analysis of LLMs' internal factual recall at each reasoning step via Knowledge Neurons%2C we reveal that LLMs fail to harness the critical factual associations under certain circumstances. Instead%2C they tend to opt for alternative%2C shortcut-like pathways to answer reasoning questions. By manually manipulating the recall process of parametric knowledge in LLMs%2C we demonstrate that enhancing this recall process directly improves reasoning performance whereas suppressing it leads to notable degradation. Furthermore%2C we assess the effect of Chain-of-Thought (CoT) prompting%2C a powerful technique for addressing complex reasoning tasks. Our findings indicate that CoT can intensify the recall of factual knowledge by encouraging LLMs to engage in orderly and reliable reasoning. Furthermore%2C we explored how contextual conflicts affect the retrieval of facts during the reasoning process to gain a comprehensive understanding of the factual recall behaviors of LLMs. Code and data will be available soon.?quality=80&w=800)
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