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

arXiv:2609.37304v1 Announce Type: new 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