| Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning | Aug 16, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning | Sep 29, 2022 | Logical ReasoningMath | CodeCode Available | 1 |
| Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations | Dec 14, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| MathFusion: Enhancing Mathematic Problem-solving of LLM through Instruction Fusion | Mar 20, 2025 | Data AugmentationMathematical Problem-Solving | CodeCode Available | 1 |
| Mathematical Capabilities of ChatGPT | Jan 31, 2023 | Elementary MathematicsMath | 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 |
| 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 |
| MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions | May 29, 2024 | BenchmarkingDialogue Understanding | CodeCode Available | 1 |
| MathPrompter: Mathematical Reasoning using Large Language Models | Mar 4, 2023 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization | Jan 12, 2024 | Mathematical Reasoning | CodeCode Available | 1 |
| LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts | Jul 6, 2024 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods | Feb 3, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| LIMOPro: Reasoning Refinement for Efficient and Effective Test-time Scaling | May 25, 2025 | Computational EfficiencyMathematical Reasoning | CodeCode Available | 1 |
| Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning? | Jun 13, 2024 | Mathematical ReasoningQuestion Answering | CodeCode Available | 1 |
| Evaluating Language Models for Mathematics through Interactions | Jun 2, 2023 | Language ModellingMathematical Problem-Solving | CodeCode Available | 1 |
| LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning | Jan 15, 2021 | Inductive BiasMathematical Reasoning | CodeCode Available | 1 |
| Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models | Mar 4, 2024 | Data AugmentationGSM8K | CodeCode Available | 1 |
| Diagram Formalization Enhanced Multi-Modal Geometry Problem Solver | Sep 6, 2024 | Geometry Problem SolvingMathematical Reasoning | CodeCode Available | 1 |
| An In-depth Look at Gemini's Language Abilities | Dec 18, 2023 | Instruction FollowingMath | CodeCode Available | 1 |
| Learning to Check: Unleashing Potentials for Self-Correction in Large Language Models | Feb 20, 2024 | Mathematical Reasoning | CodeCode Available | 1 |
| Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 |
| Enhancing LLM Reasoning with Iterative DPO: A Comprehensive Empirical Investigation | Mar 17, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 1 |
| DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning | May 29, 2025 | Automated Theorem ProvingMathematical Reasoning | CodeCode Available | 1 |
| OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling | Jul 13, 2024 | BenchmarkingMath | CodeCode Available | 1 |
