# MagicBeanStalk: Escaping the RLVR Zero Advantage Trap with Recursive Data Synthesis

**Published:** October 12, 2026
**Author:** Ximing Lu, Aviral Kumar, Jan Kautz, Yejin Choi, David Acuna
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/magicbeanstalk-escaping-the-rlvr-zero-advantage-trap-with-recursive-data

arXiv:2610.12659v1 Announce Type: new Abstract: Data-centric scaling of RLVR has focused on collecting or generating verifiable training problems. However, corpus size alone does not determine whether the dataset provides a useful learning signal for a target policy. To guide…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.12659)

**Tags:** #arXiv #DeepSeek

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