| PaLM: Scaling Language Modeling with Pathways | Apr 5, 2022 | Auto DebuggingCode Generation | CodeCode Available | 2 | 5 |
| Quantization Hurts Reasoning? An Empirical Study on Quantized Reasoning Models | Apr 7, 2025 | MathQuantization | CodeCode Available | 2 | 5 |
| OctoThinker: Mid-training Incentivizes Reinforcement Learning Scaling | Jun 25, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| Autoformalizing Euclidean Geometry | May 27, 2024 | Math | CodeCode Available | 2 | 5 |
| Offline Reinforcement Learning for LLM Multi-Step Reasoning | Dec 20, 2024 | GSM8KMath | CodeCode Available | 2 | 5 |
| Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem | Oct 21, 2022 | Contrastive LearningMath | CodeCode Available | 2 | 5 |
| FastCuRL: Curriculum Reinforcement Learning with Progressive Context Extension for Efficient Training R1-like Reasoning Models | Mar 21, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| Nexus: A Lightweight and Scalable Multi-Agent Framework for Complex Tasks Automation | Feb 26, 2025 | Code GenerationHumanEval | CodeCode Available | 2 | 5 |
| Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models | Oct 10, 2024 | GSM8KMath | CodeCode Available | 2 | 5 |
| MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning | Jun 5, 2025 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning | May 5, 2024 | GSM8KMath | CodeCode Available | 2 | 5 |
| ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline | Apr 3, 2024 | MathMathematical Problem-Solving | CodeCode Available | 2 | 5 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| Meta Prompting for AI Systems | Nov 20, 2023 | Data InteractionGSM8K | CodeCode Available | 2 | 5 |
| GPT Can Solve Mathematical Problems Without a Calculator | Sep 6, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning | Feb 10, 2025 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| Meta-Design Matters: A Self-Design Multi-Agent System | May 21, 2025 | MathProblem Decomposition | CodeCode Available | 2 | 5 |
| Flaming-hot Initiation with Regular Execution Sampling for Large Language Models | Oct 28, 2024 | DiversityMath | CodeCode Available | 2 | 5 |
| Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models | May 24, 2024 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 2 | 5 |
| MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities | Aug 4, 2023 | MathMM-Vet | CodeCode Available | 2 | 5 |
| On the Emergence of Thinking in LLMs I: Searching for the Right Intuition | Feb 10, 2025 | Math | CodeCode Available | 2 | 5 |
| 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 | 5 |
| MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning | Oct 9, 2023 | Arithmetic ReasoningData Augmentation | CodeCode Available | 2 | 5 |
| MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts | Oct 3, 2023 | ChatbotImage Captioning | CodeCode Available | 2 | 5 |
| MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data | Jun 26, 2024 | BenchmarkingMath | CodeCode Available | 2 | 5 |
| Essential-Web v1.0: 24T tokens of organized web data | Jun 17, 2025 | Math | CodeCode Available | 2 | 5 |
| Adaptable Logical Control for Large Language Models | Jun 19, 2024 | MathText Generation | CodeCode Available | 2 | 5 |
| Evaluating Mathematical Reasoning Beyond Accuracy | Apr 8, 2024 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| Measuring Mathematical Problem Solving With the MATH Dataset | Mar 5, 2021 | MathMathematical Problem-Solving | CodeCode Available | 2 | 5 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code | Oct 10, 2024 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| Can AI Assistants Know What They Don't Know? | Jan 24, 2024 | MathOpen-Domain Question Answering | CodeCode Available | 2 | 5 |
| Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models | Jun 25, 2024 | DiversityMath | CodeCode Available | 2 | 5 |
| Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset | Feb 22, 2024 | DiversityMath | CodeCode Available | 2 | 5 |
| MathPile: A Billion-Token-Scale Pretraining Corpus for Math | Dec 28, 2023 | Language IdentificationMath | CodeCode Available | 2 | 5 |
| Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization | Oct 11, 2024 | GSM8KLanguage Modeling | CodeCode Available | 2 | 5 |
| MAS-Zero: Designing Multi-Agent Systems with Zero Supervision | May 26, 2025 | MathProblem Decomposition | CodeCode Available | 2 | 5 |
| A Survey of Deep Learning for Mathematical Reasoning | Dec 20, 2022 | Deep LearningMath | CodeCode Available | 2 | 5 |
| ProcessBench: Identifying Process Errors in Mathematical Reasoning | Dec 9, 2024 | GSM8KMath | CodeCode Available | 2 | 5 |
| Enhancing Reasoning Capabilities of LLMs via Principled Synthetic Logic Corpus | Nov 19, 2024 | Formal LogicLogical Reasoning | CodeCode Available | 2 | 5 |
| Agent Lumos: Unified and Modular Training for Open-Source Language Agents | Nov 9, 2023 | MathQuestion Answering | CodeCode Available | 2 | 5 |
| MACM: Utilizing a Multi-Agent System for Condition Mining in Solving Complex Mathematical Problems | Apr 6, 2024 | Logical ReasoningMath | CodeCode Available | 2 | 5 |
| Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models | Aug 1, 2024 | Math | CodeCode Available | 2 | 5 |
| Balancing LoRA Performance and Efficiency with Simple Shard Sharing | Sep 19, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 2 | 5 |
| LoRA-XS: Low-Rank Adaptation with Extremely Small Number of Parameters | May 27, 2024 | BenchmarkingGSM8K | CodeCode Available | 2 | 5 |
| Cumulative Reasoning with Large Language Models | Aug 8, 2023 | Decision MakingLogical Reasoning | CodeCode Available | 2 | 5 |
| MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning | Sep 11, 2023 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark | May 20, 2024 | College MathematicsGSM8K | CodeCode Available | 2 | 5 |
| MegaMath: Pushing the Limits of Open Math Corpora | Apr 3, 2025 | DiversityMath | CodeCode Available | 2 | 5 |
| LLaMA-MoE v2: Exploring Sparsity of LLaMA from Perspective of Mixture-of-Experts with Post-Training | Nov 24, 2024 | MathMixture-of-Experts | CodeCode Available | 2 | 5 |
