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 frame