"math reasoning benchmarks" Papers

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$Q\sharp$: Provably Optimal Distributional RL for LLM Post-Training

Jin Zhou, Kaiwen Wang, Jonathan Chang et al.

NEURIPS 2025arXiv:2502.20548
12
citations

Reasoning Is Not a Race: When Stopping Early Beats Going Deeper

Mohan Zhang, Jiaxuan Gao, Shusheng Xu et al.

NEURIPS 2025

MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models

Justin Chih-Yao Chen, Swarnadeep Saha, Elias Stengel-Eskin et al.

ICML 2024arXiv:2402.01620
28
citations