The proposed method consistently outperforms vanilla RLVR across multiple mathematical benchmarks, with performance gains becoming more pronounced as k scales up

Experiments across multiple mathematical benchmarks show that our method consistently outperforms vanilla RLVR. Notably, the performance gain becomes increasingly pronounced as $k$ scales up, demonstrating a substantial expansion of reasoning coverage.

http://arxiv.org/abs/2608.27420v1