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Algorithmic Scratchpads and Curriculum Staging for Arithmetic Reasoning in Tiny Transformers

arXiv:2610.09003v1 Announce Type: new Abstract: Autoregressive Large Language Models (LLMs) frequently struggle with deterministic multi-step algorithmic tasks such as multi-digit multiplication and long division. In this paper, we investigate the mechanics of multi-step arithmetic in compact "Tiny…

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  1. 2026-10-08 04:00 · arXiv cs.LG
    Algorithmic Scratchpads and Curriculum Staging for Arithmetic Reasoning in Tiny Transformers

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