| RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation | Mar 8, 2024 | Code GenerationHallucination | CodeCode Available | 3 |
| MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline | Jan 16, 2024 | GSM8KMath | CodeCode Available | 3 |
| SkyMath: Technical Report | Oct 25, 2023 | GSM8KLanguage Modeling | CodeCode Available | 3 |
| How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition | Oct 9, 2023 | Code GenerationInstruction Following | CodeCode Available | 3 |
| ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving | Sep 29, 2023 | Arithmetic ReasoningComputational Efficiency | CodeCode Available | 3 |
| Self-Refine: Iterative Refinement with Self-Feedback | Mar 30, 2023 | Mathematical ReasoningResponse Generation | CodeCode Available | 3 |
| Reasoning with Language Model Prompting: A Survey | Dec 19, 2022 | Arithmetic ReasoningCommon Sense Reasoning | CodeCode Available | 3 |
| PAL: Program-aided Language Models | Nov 18, 2022 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought | Oct 3, 2022 | Mathematical ReasoningQuestion Answering | CodeCode Available | 3 |
| Training Verifiers to Solve Math Word Problems | Oct 27, 2021 | GSM8KMath | CodeCode Available | 3 |
| Confucius3-Math: A Lightweight High-Performance Reasoning LLM for Chinese K-12 Mathematics Learning | Jun 23, 2025 | GPULarge Language Model | CodeCode Available | 2 |
| CoRT: Code-integrated Reasoning within Thinking | Jun 11, 2025 | Mathematical Reasoning | CodeCode Available | 2 |
| Vision Matters: Simple Visual Perturbations Can Boost Multimodal Math Reasoning | Jun 11, 2025 | Image CaptioningMath | CodeCode Available | 2 |
| MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning | Jun 5, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| The Surprising Effectiveness of Negative Reinforcement in LLM Reasoning | Jun 2, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Reinforcing General Reasoning without Verifiers | May 27, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| RL Tango: Reinforcing Generator and Verifier Together for Language Reasoning | May 21, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Optimizing Anytime Reasoning via Budget Relative Policy Optimization | May 19, 2025 | Mathematical ReasoningReinforcement Learning (RL) | CodeCode Available | 2 |
| DisCO: Reinforcing Large Reasoning Models with Discriminative Constrained Optimization | May 18, 2025 | Mathematical Reasoning | CodeCode Available | 2 |
| Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving | May 12, 2025 | MathMathematical Problem-Solving | CodeCode Available | 2 |
| FormalMATH: Benchmarking Formal Mathematical Reasoning of Large Language Models | May 5, 2025 | BenchmarkingMathematical Reasoning | CodeCode Available | 2 |
| Two Heads are Better Than One: Test-time Scaling of Multi-agent Collaborative Reasoning | Apr 14, 2025 | Mathematical Reasoningmbpp | CodeCode Available | 2 |
| LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation | Apr 10, 2025 | Code GenerationContinual Learning | CodeCode Available | 2 |
| Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization | Apr 8, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Efficient Reinforcement Finetuning via Adaptive Curriculum Learning | Apr 7, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
