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News/Think Through a Bottleneck: Hourglass Reasoning for Rigorous Induction
arxiv
PublishedJuly 14, 2026 at 4:00 AM
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Think Through a Bottleneck: Hourglass Reasoning for Rigorous Induction

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arXiv:2607.11696v1 Announce Type: new Abstract: Self-refinement often fails to strengthen few-shot inductive reasoning in large language models. Prompting a model to explicitly state its inferred rule does little on its own. What actually matters is a structurally enforced isolation between reasonin

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