| MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning | Jun 5, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| A Survey of Deep Learning for Mathematical Reasoning | Dec 20, 2022 | Deep LearningMath | CodeCode Available | 2 |
| Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models | Jun 13, 2024 | MathQuantization | CodeCode Available | 2 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models | Jun 25, 2024 | DiversityMath | CodeCode Available | 2 |
| Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models | May 15, 2025 | Mathreinforcement-learning | CodeCode Available | 2 |
| Cumulative Reasoning with Large Language Models | Aug 8, 2023 | Decision MakingLogical Reasoning | CodeCode Available | 2 |
| Self-Explore: Enhancing Mathematical Reasoning in Language Models with Fine-grained Rewards | Apr 16, 2024 | GSM8KMath | CodeCode Available | 2 |
| Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate | Jan 29, 2025 | Instruction FollowingMath | CodeCode Available | 2 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark | May 20, 2024 | College MathematicsGSM8K | CodeCode Available | 2 |
| MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code | Oct 10, 2024 | MathMathematical Reasoning | CodeCode Available | 2 |
| MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data | Jun 26, 2024 | BenchmarkingMath | CodeCode Available | 2 |
| MACM: Utilizing a Multi-Agent System for Condition Mining in Solving Complex Mathematical Problems | Apr 6, 2024 | Logical ReasoningMath | CodeCode Available | 2 |
| CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning | Jun 7, 2024 | Instruction FollowingMath | CodeCode Available | 2 |
| MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning | Sep 11, 2023 | MathMathematical Reasoning | CodeCode Available | 2 |
| LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters | May 27, 2024 | BenchmarkingGSM8K | CodeCode Available | 2 |
| Agent Lumos: Unified and Modular Training for Open-Source Language Agents | Nov 9, 2023 | MathQuestion Answering | CodeCode Available | 2 |
| Confucius3-Math: A Lightweight High-Performance Reasoning LLM for Chinese K-12 Mathematics Learning | Jun 23, 2025 | GPULarge Language Model | CodeCode Available | 2 |
| CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models | Mar 28, 2025 | GPUGSM8K | CodeCode Available | 2 |
| A Comparative Study on Reasoning Patterns of OpenAI's o1 Model | Oct 17, 2024 | Math | CodeCode Available | 2 |
| Balancing LoRA Performance and Efficiency with Simple Shard Sharing | Sep 19, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 2 |
| CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models | Sep 4, 2024 | GSM8KMath | CodeCode Available | 2 |
| Archon: An Architecture Search Framework for Inference-Time Techniques | Sep 23, 2024 | Hyperparameter OptimizationInstruction Following | CodeCode Available | 2 |
| AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions | Jun 10, 2025 | Math | CodeCode Available | 2 |
