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Shared circuits predict whether LLMs generalize across formats in arithmetic reasoning

This story is from 2026-09-07. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2609.04463v1 Announce Type: new Abstract: 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 variat…

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  1. 2026-09-07 04:00 · arXiv cs.CL
    Shared circuits predict whether LLMs generalize across formats in arithmetic reasoning

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