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arXiv — cs.AI

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Route-and-Generate: KL-Regularized Router Improvement for Reasoning Routing in LLMs

arXiv:2610.30351v1 Announce Type: new Abstract: Large language models often apply complex reasoning indiscriminately, leading to overthinking on simple tasks and underthinking on harder ones. We present Route-and-Generate (Rouge), a hierarchical training framework that enables…

arXiv — cs.AIBy: Tien-Phat Nguyen, Truong Nguyen, Thanh-Thien Le, Hoang Phan, Thien Huu Nguyen, Linh Ngo Van, Trung LeOctober 23, 2026 (5 hours ago)
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  • arXiv:2610.30351v1 Announce Type: new Abstract: Large language models often apply complex reasoning indiscriminately, leading to overthinking on simple tasks and underthinking on harder ones
  • We present Route-and-Generate (Rouge), a hierarchical training framework that enables…
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Route-and-Generate: KL-Regularized Router Improvement for Reasoning Routing in LLMs

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