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News/The Dichotomy Between Pattern Recognition and Step-by-Step Reasoning
arxiv
PublishedOctober 8, 2026 at 4:00 AM

The Dichotomy Between Pattern Recognition and Step-by-Step Reasoning

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arXiv:2610.09186v1 Announce Type: new Abstract: We argue that pattern recognition and step-by-step reasoning are two ends of a spectrum. A large language model (LLM) learns to reason step-by-step when data is structured such that the next token depends on a small amount of preceding context. Inferen

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