| MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data | Jun 26, 2024 | BenchmarkingMath | CodeCode Available | 2 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts | Feb 12, 2024 | Continual PretrainingGSM8K | CodeCode Available | 2 |
| Cumulative Reasoning with Large Language Models | Aug 8, 2023 | Decision MakingLogical Reasoning | 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 |
| Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate | Jan 29, 2025 | Instruction FollowingMath | CodeCode Available | 2 |
| Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization | Oct 11, 2024 | GSM8KLanguage Modeling | CodeCode Available | 2 |
| Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models | Jun 13, 2024 | MathQuantization | CodeCode Available | 2 |
| Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process | Jul 29, 2024 | GSM8KMath | CodeCode Available | 2 |
| Essential-Web v1.0: 24T tokens of organized web data | Jun 17, 2025 | Math | CodeCode Available | 2 |
| Play to Generalize: Learning to Reason Through Game Play | Jun 9, 2025 | Domain GeneralizationMath | CodeCode Available | 2 |
| MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code | Oct 10, 2024 | MathMathematical Reasoning | CodeCode Available | 2 |
| MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts | Oct 3, 2023 | ChatbotImage Captioning | CodeCode Available | 2 |
| Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning | May 5, 2024 | GSM8KMath | CodeCode Available | 2 |
| CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models | Mar 28, 2025 | GPUGSM8K | 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 |
| A Survey of Deep Learning for Mathematical Reasoning | Dec 20, 2022 | Deep LearningMath | CodeCode Available | 2 |
| MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning | Sep 11, 2023 | MathMathematical Reasoning | CodeCode Available | 2 |
| MAS-Zero: Designing Multi-Agent Systems with Zero Supervision | May 26, 2025 | MathProblem Decomposition | 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 |
| Flaming-hot Initiation with Regular Execution Sampling for Large Language Models | Oct 28, 2024 | DiversityMath | 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 |
| Beyond Single-Turn: A Survey on Multi-Turn Interactions with Large Language Models | Apr 7, 2025 | Dialogue EvaluationFairness | 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 |
