| Meta Prompting for AI Systems | Nov 20, 2023 | Data InteractionGSM8K | CodeCode Available | 2 |
| MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning | Jun 5, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem | Oct 21, 2022 | Contrastive LearningMath | CodeCode Available | 2 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset | Feb 22, 2024 | DiversityMath | CodeCode Available | 2 |
| Beyond 'Aha!': Toward Systematic Meta-Abilities Alignment in Large Reasoning Models | May 15, 2025 | Mathreinforcement-learning | CodeCode Available | 2 |
| MegaMath: Pushing the Limits of Open Math Corpora | Apr 3, 2025 | DiversityMath | CodeCode Available | 2 |
| Measuring Mathematical Problem Solving With the MATH Dataset | Mar 5, 2021 | MathMathematical Problem-Solving | CodeCode Available | 2 |
| An Expression Tree Decoding Strategy for Mathematical Equation Generation | Oct 14, 2023 | MathMathematical Reasoning | CodeCode Available | 2 |
| Memorizing Transformers | Mar 16, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models | Jun 25, 2024 | DiversityMath | CodeCode Available | 2 |
| Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate | Jan 29, 2025 | Instruction FollowingMath | CodeCode Available | 2 |
| MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data | Jun 26, 2024 | BenchmarkingMath | CodeCode Available | 2 |
| JudgeBench: A Benchmark for Evaluating LLM-based Judges | Oct 16, 2024 | Math | CodeCode Available | 2 |
| Cumulative Reasoning with Large Language Models | Aug 8, 2023 | Decision MakingLogical Reasoning | CodeCode Available | 2 |
| A Comparative Study on Reasoning Patterns of OpenAI's o1 Model | Oct 17, 2024 | Math | CodeCode Available | 2 |
| MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts | Oct 3, 2023 | ChatbotImage Captioning | CodeCode Available | 2 |
| Meta-Design Matters: A Self-Design Multi-Agent System | May 21, 2025 | MathProblem Decomposition | 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 |
| Language Models are Homer Simpson! Safety Re-Alignment of Fine-tuned Language Models through Task Arithmetic | Feb 19, 2024 | Instruction FollowingMath | 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 |
| MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark | May 20, 2024 | College MathematicsGSM8K | 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 |
| MAS-Zero: Designing Multi-Agent Systems with Zero Supervision | May 26, 2025 | MathProblem Decomposition | CodeCode Available | 2 |
| MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code | Oct 10, 2024 | MathMathematical Reasoning | CodeCode Available | 2 |
| Unleashing Reasoning Capability of LLMs via Scalable Question Synthesis from Scratch | Oct 24, 2024 | MathMathematical Reasoning | CodeCode Available | 2 |
| Efficient Reinforcement Finetuning via Adaptive Curriculum Learning | Apr 7, 2025 | MathMathematical Reasoning | 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 |
| URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics | Jan 8, 2025 | MathMathematical Reasoning | CodeCode Available | 2 |
| CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models | Mar 28, 2025 | GPUGSM8K | CodeCode Available | 2 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning | Apr 10, 2025 | MathMultimodal Reasoning | CodeCode Available | 2 |
| Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs | Jun 24, 2024 | Instruction FollowingMath | CodeCode Available | 1 |
| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | CodeCode Available | 1 |
| LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks | Oct 16, 2024 | Mathparameter-efficient fine-tuning | CodeCode Available | 1 |
| A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods | Feb 3, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning? | Feb 26, 2025 | Math | CodeCode Available | 1 |
| LogQuant: Log-Distributed 2-Bit Quantization of KV Cache with Superior Accuracy Preservation | Mar 25, 2025 | Code CompletionLanguage Modeling | CodeCode Available | 1 |
| Can an AI Win Ghana's National Science and Maths Quiz? An AI Grand Challenge for Education | Jan 30, 2023 | MathPosition | CodeCode Available | 1 |
| 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 |
| LLMThinkBench: Towards Basic Math Reasoning and Overthinking in Large Language Models | Jul 5, 2025 | BenchmarkingGPU | CodeCode Available | 1 |
| CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning | Oct 14, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models | Feb 2, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| Building Dataset for Grounding of Formulae — Annotating Coreference Relations Among Math Identifiers | Jun 1, 2022 | Math | CodeCode Available | 1 |
| Broken Neural Scaling Laws | Oct 26, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Let's Verify Math Questions Step by Step | May 20, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic Tasks | May 30, 2025 | Autonomous DrivingMath | CodeCode Available | 1 |
| Brilla AI: AI Contestant for the National Science and Maths Quiz | Mar 4, 2024 | MathQuestion Answering | CodeCode Available | 1 |
