| BAdam: A Memory Efficient Full Parameter Optimization Method for Large Language Models | Apr 3, 2024 | GPUMath | CodeCode Available | 3 |
| Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks | Nov 22, 2022 | Math | CodeCode Available | 3 |
| Learning to Reason under Off-Policy Guidance | Apr 21, 2025 | MathReinforcement Learning (RL) | CodeCode Available | 3 |
| Reinforcement Learning for Reasoning in Large Language Models with One Training Example | Apr 29, 2025 | Domain GeneralizationMath | CodeCode Available | 3 |
| ThoughtSource: A central hub for large language model reasoning data | Jan 27, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| Evaluating Mathematical Reasoning Beyond Accuracy | Apr 8, 2024 | MathMathematical Reasoning | CodeCode Available | 2 |
| PaLM: Scaling Language Modeling with Pathways | Apr 5, 2022 | Auto DebuggingCode Generation | CodeCode Available | 2 |
| On the Emergence of Thinking in LLMs I: Searching for the Right Intuition | Feb 10, 2025 | Math | CodeCode Available | 2 |
| OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling | Jun 25, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models | Apr 13, 2023 | Decision MakingMath | CodeCode Available | 2 |
| Offline Reinforcement Learning for LLM Multi-Step Reasoning | Dec 20, 2024 | GSM8KMath | CodeCode Available | 2 |
| Nexus: A Lightweight and Scalable Multi-Agent Framework for Complex Tasks Automation | Feb 26, 2025 | Code GenerationHumanEval | CodeCode Available | 2 |
| Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem | Oct 21, 2022 | Contrastive LearningMath | CodeCode Available | 2 |
| Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization | Oct 11, 2024 | GSM8KLanguage Modeling | CodeCode Available | 2 |
| Efficient Reinforcement Finetuning via Adaptive Curriculum Learning | Apr 7, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities | Aug 4, 2023 | MathMM-Vet | CodeCode Available | 2 |
| Enhancing Reasoning Capabilities of LLMs via Principled Synthetic Logic Corpus | Nov 19, 2024 | Formal LogicLogical Reasoning | 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 |
| Dynamic Early Exit in Reasoning Models | Apr 22, 2025 | GSM8KMath | 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 |
| Essential-Web v1.0: 24T tokens of organized web data | Jun 17, 2025 | Math | CodeCode Available | 2 |
| Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models | Oct 10, 2024 | GSM8KMath | CodeCode Available | 2 |
| Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models | May 24, 2024 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 2 |
| Meta Prompting for AI Systems | Nov 20, 2023 | Data InteractionGSM8K | CodeCode Available | 2 |
| Memorizing Transformers | Mar 16, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| MegaMath: Pushing the Limits of Open Math Corpora | Apr 3, 2025 | DiversityMath | CodeCode Available | 2 |
| Meta-Design Matters: A Self-Design Multi-Agent System | May 21, 2025 | MathProblem Decomposition | CodeCode Available | 2 |
| An Expression Tree Decoding Strategy for Mathematical Equation Generation | Oct 14, 2023 | MathMathematical Reasoning | CodeCode Available | 2 |
| Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts | Feb 12, 2024 | Continual PretrainingGSM8K | CodeCode Available | 2 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning | Jun 5, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts | Oct 3, 2023 | ChatbotImage Captioning | CodeCode Available | 2 |
| MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data | Jun 26, 2024 | BenchmarkingMath | CodeCode Available | 2 |
| Measuring Mathematical Problem Solving With the MATH Dataset | Mar 5, 2021 | MathMathematical Problem-Solving | CodeCode Available | 2 |
| Accelerating Sparse Deep Neural Networks | Apr 16, 2021 | GPUMath | CodeCode Available | 2 |
| Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models | Aug 1, 2024 | Math | CodeCode Available | 2 |
| Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling | Jan 20, 2025 | Imitation LearningLanguage Modeling | CodeCode Available | 2 |
| Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision | Mar 14, 2024 | MathReinforcement Learning (RL) | CodeCode Available | 2 |
| Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models | Jun 25, 2024 | DiversityMath | CodeCode Available | 2 |
| Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset | Feb 22, 2024 | DiversityMath | CodeCode Available | 2 |
| MAS-Zero: Designing Multi-Agent Systems with Zero Supervision | May 26, 2025 | MathProblem Decomposition | CodeCode Available | 2 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| Agent Lumos: Unified and Modular Training for Open-Source Language Agents | Nov 9, 2023 | MathQuestion Answering | CodeCode Available | 2 |
| Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate | Jan 29, 2025 | Instruction FollowingMath | 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 |
| Cumulative Reasoning with Large Language Models | Aug 8, 2023 | Decision MakingLogical Reasoning | CodeCode Available | 2 |
| AdaptThink: Reasoning Models Can Learn When to Think | May 19, 2025 | Math | CodeCode Available | 2 |
| Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models | Jun 13, 2024 | MathQuantization | CodeCode Available | 2 |
| MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning | Sep 11, 2023 | MathMathematical 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 |