The Invisible Leash: Why RLVR May Not Escape Its Origin
arxiv.org · 3,941 words · saved by 1 readers
N/A
The Invisible Leash? Why RLVR May or May Not Escape Its Origin Fang Wu * 1 Weihao Xuan * 2 3 Ximing Lu 4 5 Mingjie Liu 5 Yi Dong 5 Zaid Harchaoui 4 Yejin Choi 1 5 Abstract arXiv:2507.14843v4 [cs.LG] 4 Feb 2026 AIME2024 AI Recent advances highlight Reinforcement Learn-…
related reading
- Reasoning in General Domains without Verifiersarxiv.org
- DeepSeek-R1arxiv.org
- [2504.13837] Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?arxiv.org
- the-illusion-of-thinking.pdfml-site.cdn-apple.com
- You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectoriesarxiv.org
- Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domainsarxiv.org
- State of RL for reasoning LLMs | A. Weersaweers.de
- [2510.13786] The Art of Scaling Reinforcement Learning Compute for LLMsarxiv.org
- [2604.22082] Removing Sandbagging in LLMs by Training with Weak Supervisionarxiv.org
- Limit of RLVRlimit-of-rlvr.github.io
- LLM Reasoning via One Examplearxiv.org
- Reasoning Models Reason Well, Until They Don'tarxiv.org