"reinforcement learning with verifiable rewards" Papers

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Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Yang Yue, Zhiqi Chen, Rui Lu et al.

NEURIPS 2025oralarXiv:2504.13837
540
citations

Incentivizing Reasoning for Advanced Instruction-Following of Large Language Models

Yulei Qin, Gang Li, Zongyi Li et al.

NEURIPS 2025arXiv:2506.01413
5
citations