# Learning More by Training Less: Uncertainty-Guided Progressive Contraction for Efficient Reasoning Post-Training

> 全文为英语

**Published:** 2026年10月12日
**Author:** Suorong Yang, Jiaxin Wang, Jiaming Su, Chentao Yue, Furao Shen, Peng Ye, Soujanya Poria
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/learning-more-by-training-less-uncertainty-guided-progressive-contractio

arXiv:2610.12933v1 Announce Type: new Abstract: Large language models have achieved remarkable advances in complex reasoning. However, scaling reasoning post-training with ever-larger corpora can substantially increase training cost without proportional performance gains. In…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2610.12933)

**标签：** #arXiv

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