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| MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions | May 29, 2024 | BenchmarkingDialogue Understanding | CodeCode Available | 1 |
| A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement Learning | Jul 11, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization | Jan 12, 2024 | Mathematical Reasoning | CodeCode Available | 1 |
| DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language Models | May 14, 2025 | DiversityMathematical Reasoning | CodeCode Available | 1 |
| DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning | Jul 4, 2024 | AvgGSM8K | CodeCode Available | 1 |
| Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation | Mar 17, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 1 |
| LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning | Jan 15, 2021 | Inductive BiasMathematical Reasoning | CodeCode Available | 1 |
| LIMOPro: Reasoning Refinement for Efficient and Effective Test-time Scaling | May 25, 2025 | Computational EfficiencyMathematical Reasoning | CodeCode Available | 1 |
