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News/MetaCtrl: Your Large Language Models Can Reason Better and More Concisely with a Metacognitive Controller
arxiv
PublishedOctober 1, 2026 at 4:00 AM
—neutral

MetaCtrl: Your Large Language Models Can Reason Better and More Concisely with a Metacognitive Controller

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arXiv:2609.37304v1 Announce Type: cross Abstract: Large reasoning models improve performance on challenging problems by allocating additional computation before answering, but longer reasoning does not always lead to better results and can introduce substantial redundant reasoning on simple problems

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