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arxiv_cs_ai ยท Jul 28, 2026 ยท paper

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Penelope: Localized Latent Recurrence for Efficient Structured Reasoning

arxiv.orgJul 28, 2026
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Complex structured reasoning tasks often require additional computation, yet current language models obtain it mainly by increasing parameter scale or by serializing intermediate steps as chain-of-thought (CoT) tokens...

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