| Conic10K: A Challenging Math Problem Understanding and Reasoning Dataset | Nov 9, 2023 | MathNatural Language Understanding | CodeCode Available | 1 |
| Learning to Reason Deductively: Math Word Problem Solving as Complex Relation Extraction | Mar 19, 2022 | MathMath Word Problem Solving | CodeCode Available | 1 |
| Let's Verify Math Questions Step by Step | May 20, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions | May 28, 2022 | Arithmetic ReasoningEfficient Exploration | CodeCode Available | 1 |
| Efficient Neural Theorem Proving via Fine-grained Proof Structure Analysis | Jan 30, 2025 | Automated Theorem ProvingMath | CodeCode Available | 1 |
| Learning Goal-Conditioned Representations for Language Reward Models | Jul 18, 2024 | GSM8KMath | CodeCode Available | 1 |
| Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning | Sep 29, 2022 | Logical ReasoningMath | CodeCode Available | 1 |
| MathPrompter: Mathematical Reasoning using Large Language Models | Mar 4, 2023 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models | Oct 21, 2022 | MathMathematical Reasoning | CodeCode Available | 1 |
| A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers | Jun 30, 2021 | DiversityMath | CodeCode Available | 1 |
| Dyve: Thinking Fast and Slow for Dynamic Process Verification | Feb 16, 2025 | Math | CodeCode Available | 1 |
| MathViz-E: A Case-study in Domain-Specialized Tool-Using Agents | Jul 24, 2024 | Math | CodeCode Available | 1 |
| Efficient Reasoning for LLMs through Speculative Chain-of-Thought | Apr 27, 2025 | GSM8KMath | CodeCode Available | 1 |
| Learning Multi-Step Reasoning by Solving Arithmetic Tasks | Jun 2, 2023 | MathMathematical Reasoning | CodeCode Available | 1 |
| MathGloss: Building mathematical glossaries from text | Nov 21, 2023 | Math | CodeCode Available | 1 |
| MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers | Sep 2, 2021 | MathMath Word Problem Solving | CodeCode Available | 1 |
| LASeR: Learning to Adaptively Select Reward Models with Multi-Armed Bandits | Oct 2, 2024 | Instruction FollowingMath | CodeCode Available | 1 |
| ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language Models | Feb 22, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| Large Language Models Can Be Easily Distracted by Irrelevant Context | Jan 31, 2023 | Arithmetic ReasoningLanguage Modeling | CodeCode Available | 1 |
| Memory-Efficient and Secure DNN Inference on TrustZone-enabled Consumer IoT Devices | Mar 19, 2024 | Math | CodeCode Available | 1 |
| Large (Vision) Language Models are Unsupervised In-Context Learners | Apr 3, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 |
| Language Models Encode the Value of Numbers Linearly | Jan 8, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning | Jan 27, 2023 | Few-Shot LearningGSM8K | CodeCode Available | 1 |
| Language Models as Science Tutors | Feb 16, 2024 | GSM8KMath | CodeCode Available | 1 |
| Large Language Models Are Neurosymbolic Reasoners | Jan 17, 2024 | Common Sense ReasoningMath | CodeCode Available | 1 |
| A Symbolic Character-Aware Model for Solving Geometry Problems | Aug 5, 2023 | MathMulti-Label Classification | CodeCode Available | 1 |
| Non-myopic Generation of Language Models for Reasoning and Planning | Oct 22, 2024 | Computational EfficiencyLanguage Modelling | CodeCode Available | 1 |
| ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges | May 21, 2025 | Mathvalid | CodeCode Available | 1 |
| MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models | Aug 30, 2024 | Image CaptioningLanguage Modeling | CodeCode Available | 1 |
| Design and implementation of an environment for Learning to Run a Power Network (L2RPN) | Apr 6, 2021 | Mathreinforcement-learning | CodeCode Available | 1 |
| Kalman Filter Enhanced GRPO for Reinforcement Learning-Based Language Model Reasoning | May 12, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| FinanceMath: Knowledge-Intensive Math Reasoning in Finance Domains | Nov 16, 2023 | MathMath Word Problem Solving | CodeCode Available | 1 |
| JiuZhang: A Chinese Pre-trained Language Model for Mathematical Problem Understanding | Jun 13, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning | Oct 14, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| Collective Constitutional AI: Aligning a Language Model with Public Input | Jun 12, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A Categorical Archive of ChatGPT Failures | Feb 6, 2023 | Math | CodeCode Available | 1 |
| Injecting Numerical Reasoning Skills into Language Models | Apr 9, 2020 | Data AugmentationDecoder | CodeCode Available | 1 |
| Implicit Chain of Thought Reasoning via Knowledge Distillation | Nov 2, 2023 | Knowledge DistillationMath | CodeCode Available | 1 |
| How well do Large Language Models perform in Arithmetic tasks? | Mar 16, 2023 | Math | CodeCode Available | 1 |
| Improving the Validity of Automatically Generated Feedback via Reinforcement Learning | Mar 2, 2024 | MathMisconceptions | CodeCode Available | 1 |
| Code-Vision: Evaluating Multimodal LLMs Logic Understanding and Code Generation Capabilities | Feb 17, 2025 | Code GenerationHumanEval | CodeCode Available | 1 |
| Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles | Jun 18, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization | Mar 26, 2024 | Automated Theorem ProvingGSM8K | CodeCode Available | 1 |
| How to Get Your LLM to Generate Challenging Problems for Evaluation | Feb 20, 2025 | Code CompletionMath | CodeCode Available | 1 |
| Is ChatGPT a Good Teacher Coach? Measuring Zero-Shot Performance For Scoring and Providing Actionable Insights on Classroom Instruction | Jun 5, 2023 | Math | CodeCode Available | 1 |
| HALO: Hierarchical Autonomous Logic-Oriented Orchestration for Multi-Agent LLM Systems | May 17, 2025 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics | Oct 13, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning | May 30, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Graph-to-Tree Learning for Solving Math Word Problems | Jul 1, 2020 | DecoderMath | CodeCode Available | 1 |
| DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning | Jul 4, 2024 | AvgGSM8K | CodeCode Available | 1 |