# Balancing Reference Guidance and Free Generation in Trajectory Rollouts for Reasoning RL

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 9 қазан
**Author:** Hanyu Wang, Nakul Agarwal, Hossein Nourkhiz Mahjoub, Ehsan Moradi Pari, Makoto Fukushima, Jinghui Chen, Vaishnav Tadiparthi
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/balancing-reference-guidance-and-free-generation-in-trajectory-rollouts

A verified reference solution provides a correct trajectory for training a reasoning model. Alternatively, a prefix of the reference can guide the model in generating a trajectory of its own. How much reference guidance should we provide? We study this question through prefix…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2610.11128)

**Тегтер:** #arXiv

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