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

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 perfor