| A Survey of Deep Learning for Mathematical Reasoning | Dec 20, 2022 | Deep LearningMath | 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 |
| 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 |
| Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models | May 24, 2024 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 2 | 5 |
| Meta Prompting for AI Systems | Nov 20, 2023 | Data InteractionGSM8K | CodeCode Available | 2 | 5 |
| MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities | Aug 4, 2023 | MathMM-Vet | CodeCode Available | 2 | 5 |
| Offline Reinforcement Learning for LLM Multi-Step Reasoning | Dec 20, 2024 | GSM8KMath | CodeCode Available | 2 | 5 |
| Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset | Feb 22, 2024 | DiversityMath | CodeCode Available | 2 | 5 |
| An Expression Tree Decoding Strategy for Mathematical Equation Generation | Oct 14, 2023 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| MegaMath: Pushing the Limits of Open Math Corpora | Apr 3, 2025 | DiversityMath | CodeCode Available | 2 | 5 |
| Full Page Handwriting Recognition via Image to Sequence Extraction | Mar 11, 2021 | Handwriting RecognitionHandwritten Text Recognition | CodeCode Available | 2 | 5 |
| Measuring Mathematical Problem Solving With the MATH Dataset | Mar 5, 2021 | MathMathematical Problem-Solving | CodeCode Available | 2 | 5 |
| Memorizing Transformers | Mar 16, 2022 | Language ModelingLanguage Modelling | 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 |
| MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts | Oct 3, 2023 | ChatbotImage Captioning | CodeCode Available | 2 | 5 |
| Functional Benchmarks for Robust Evaluation of Reasoning Performance, and the Reasoning Gap | Feb 29, 2024 | Math | CodeCode Available | 2 | 5 |
| A Comparative Study on Reasoning Patterns of OpenAI's o1 Model | Oct 17, 2024 | Math | CodeCode Available | 2 | 5 |
| Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models | Jun 25, 2024 | DiversityMath | CodeCode Available | 2 | 5 |
| Meta-Design Matters: A Self-Design Multi-Agent System | May 21, 2025 | MathProblem Decomposition | 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 |
| MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code | Oct 10, 2024 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| Balancing LoRA Performance and Efficiency with Simple Shard Sharing | Sep 19, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 2 | 5 |
| Flaming-hot Initiation with Regular Execution Sampling for Large Language Models | Oct 28, 2024 | DiversityMath | 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 |
| MAS-Zero: Designing Multi-Agent Systems with Zero Supervision | May 26, 2025 | MathProblem Decomposition | CodeCode Available | 2 | 5 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| Archon: An Architecture Search Framework for Inference-Time Techniques | Sep 23, 2024 | Hyperparameter OptimizationInstruction Following | 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 |
| Enhancing Reasoning Capabilities of LLMs via Principled Synthetic Logic Corpus | Nov 19, 2024 | Formal LogicLogical Reasoning | CodeCode Available | 2 | 5 |
| AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions | Jun 10, 2025 | Math | CodeCode Available | 2 | 5 |
| Exploring the Limit of Outcome Reward for Learning Mathematical Reasoning | Feb 10, 2025 | MathMathematical Reasoning | CodeCode Available | 2 | 5 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 | 5 |
| Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models | Oct 10, 2024 | GSM8KMath | CodeCode Available | 2 | 5 |
| S^2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning | Feb 18, 2025 | Math | CodeCode Available | 2 | 5 |
| Evolving Prompts In-Context: An Open-ended, Self-replicating Perspective | Jun 22, 2025 | In-Context LearningLarge Language Model | CodeCode Available | 1 | 5 |
| EXAONE Deep: Reasoning Enhanced Language Models | Mar 16, 2025 | Math | CodeCode Available | 1 | 5 |
| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | CodeCode Available | 1 | 5 |
| Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs | Jun 24, 2024 | Instruction FollowingMath | CodeCode Available | 1 | 5 |
| A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods | Feb 3, 2025 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? | Feb 26, 2025 | Math | CodeCode Available | 1 | 5 |
| Mathfish: Evaluating Language Model Math Reasoning via Grounding in Educational Curricula | Aug 8, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 | 5 |
| LogQuant: Log-Distributed 2-Bit Quantization of KV Cache with Superior Accuracy Preservation | Mar 25, 2025 | Code CompletionLanguage Modeling | CodeCode Available | 1 | 5 |
| Can an AI Win Ghana's National Science and Maths Quiz? An AI Grand Challenge for Education | Jan 30, 2023 | MathPosition | CodeCode Available | 1 | 5 |
| A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement Learning | Jul 11, 2025 | MathMathematical Reasoning | CodeCode Available | 1 | 5 |
| LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks | Oct 16, 2024 | Mathparameter-efficient fine-tuning | CodeCode Available | 1 | 5 |
| LLMThinkBench: Towards Basic Math Reasoning and Overthinking in Large Language Models | Jul 5, 2025 | BenchmarkingGPU | CodeCode Available | 1 | 5 |
| Evaluating and Improving Tool-Augmented Computation-Intensive Math Reasoning | Jun 4, 2023 | Math | CodeCode Available | 1 | 5 |
| MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models | Feb 2, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 | 5 |
| Explaining Datasets in Words: Statistical Models with Natural Language Parameters | Sep 13, 2024 | ClusteringLanguage Modeling | CodeCode Available | 1 | 5 |
| Building Dataset for Grounding of Formulae — Annotating Coreference Relations Among Math Identifiers | Jun 1, 2022 | Math | CodeCode Available | 1 | 5 |
