2025 "mathematical reasoning" Papers

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Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable Rewards

Xiaoyuan Liu, Tian Liang, Zhiwei He et al.

NEURIPS 2025posterarXiv:2505.13445

UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models

Xin Xu, Jiaxin ZHANG, Tianhao Chen et al.

ICLR 2025posterarXiv:2501.13766

VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models

JIACHENG RUAN, Wenzhen Yuan, Xian Gao et al.

ICCV 2025posterarXiv:2503.07478

WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct

Haipeng Luo, Qingfeng Sun, Can Xu et al.

ICLR 2025posterarXiv:2308.09583

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