| Reinforcement Learning for Reasoning in Large Language Models with One Training Example | Apr 29, 2025 | Domain GeneralizationMath | CodeCode Available | 3 |
| DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning | Apr 15, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 3 |
| MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs | Apr 1, 2025 | Knowledge GraphsMathematical Reasoning | CodeCode Available | 3 |
| Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't | Mar 20, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 3 |
| Self-rewarding correction for mathematical reasoning | Feb 26, 2025 | Mathematical Reasoning | CodeCode Available | 3 |
| Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs | Jun 26, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Step-level Value Preference Optimization for Mathematical Reasoning | Jun 16, 2024 | Learning-To-RankMath | CodeCode Available | 3 |
| MoRA: High-Rank Updating for Parameter-Efficient Fine-Tuning | May 20, 2024 | Continual PretrainingMathematical Reasoning | CodeCode Available | 3 |
| MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning | May 13, 2024 | Data AugmentationGSM8K | CodeCode Available | 3 |
| AlphaMath Almost Zero: Process Supervision without Process | May 6, 2024 | Mathematical ReasoningMath Word Problem Solving | CodeCode Available | 3 |
