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Shared circuits predict whether LLMs generalize across formats in arithmetic reasoning

de Varda, Andrea Gregor et al.
arXiv (All) · Papers
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artificial-intelligencecomputation-and-language
In many forms of reasoning, including arithmetic reasoning, generalizing across superficial changes in input format is effortless for humans: anyone who can solve 2+5 can also solve 'two plus five'. In contrast, LLMs are more brittle to surface variations of the prompts: for example, they solve nume
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