| MathViz-E: A Case-study in Domain-Specialized Tool-Using Agents | Jul 24, 2024 | Math | 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 |
| MATHWELL: Generating Educational Math Word Problems Using Teacher Annotations | Feb 24, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MathPrompter: Mathematical Reasoning using Large Language Models | Mar 4, 2023 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| Ape210K: A Large-Scale and Template-Rich Dataset of Math Word Problems | Sep 24, 2020 | DiversityMath | CodeCode Available | 1 |
| Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning | Aug 16, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| Bridging and Modeling Correlations in Pairwise Data for Direct Preference Optimization | Aug 14, 2024 | InformativenessInstruction Following | CodeCode Available | 1 |
| Math Neurosurgery: Isolating Language Models' Math Reasoning Abilities Using Only Forward Passes | Oct 22, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations | Dec 14, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 |
| Math Word Problem Solving with Explicit Numerical Values | Aug 1, 2021 | MathMath Word Problem Solving | CodeCode Available | 1 |
| Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 |
| Mathematical Capabilities of ChatGPT | Jan 31, 2023 | Elementary MathematicsMath | CodeCode Available | 1 |
| MathGloss: Building mathematical glossaries from text | Nov 21, 2023 | Math | CodeCode Available | 1 |
| MathDial: A Dialogue Tutoring Dataset with Rich Pedagogical Properties Grounded in Math Reasoning Problems | May 23, 2023 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| Math-KG: Construction and Applications of Mathematical Knowledge Graph | May 8, 2022 | Math | CodeCode Available | 1 |
| MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions | May 29, 2024 | BenchmarkingDialogue Understanding | CodeCode Available | 1 |
| BoostStep: Boosting mathematical capability of Large Language Models via improved single-step reasoning | Jan 6, 2025 | In-Context LearningMath | CodeCode Available | 1 |
| Boosting Large Language Models with Socratic Method for Conversational Mathematics Teaching | Jul 24, 2024 | Math | CodeCode Available | 1 |
| DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback | Oct 8, 2024 | MathSequential Decision Making | CodeCode Available | 1 |
| Multiple-Choice Questions are Efficient and Robust LLM Evaluators | May 20, 2024 | GSM8KHumanEval | CodeCode Available | 1 |
| Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models | Mar 4, 2024 | Data AugmentationGSM8K | CodeCode Available | 1 |
| BlenderGym: Benchmarking Foundational Model Systems for Graphics Editing | Apr 2, 2025 | 3D ReconstructionBenchmarking | CodeCode Available | 1 |
| An In-depth Look at Gemini's Language Abilities | Dec 18, 2023 | Instruction FollowingMath | 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 |
| Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs | Nov 8, 2023 | FairnessMath | CodeCode Available | 1 |
| MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning | Sep 18, 2024 | Math | CodeCode Available | 1 |
| Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs | Jun 24, 2024 | Instruction FollowingMath | CodeCode Available | 1 |
| Is Bigger and Deeper Always Better? Probing LLaMA Across Scales and Layers | Dec 7, 2023 | MathMultiple-choice | 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 |
| LLMThinkBench: Towards Basic Math Reasoning and Overthinking in Large Language Models | Jul 5, 2025 | BenchmarkingGPU | CodeCode Available | 1 |
| LoRA Soups: Merging LoRAs for Practical Skill Composition Tasks | Oct 16, 2024 | Mathparameter-efficient fine-tuning | CodeCode Available | 1 |
| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | CodeCode Available | 1 |
| A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human Level | Dec 31, 2021 | Few-Shot LearningLanguage Modelling | CodeCode Available | 1 |
| CREATOR: Tool Creation for Disentangling Abstract and Concrete Reasoning of Large Language Models | May 23, 2023 | 2kMath | CodeCode Available | 1 |
| Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start | May 28, 2025 | MathMultimodal Reasoning | CodeCode Available | 1 |
| OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling | Jul 13, 2024 | BenchmarkingMath | CodeCode Available | 1 |
| Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM's Reasoning Capability | Nov 29, 2024 | GSM8KMath | CodeCode Available | 1 |
| Benchmarking Large Language Models for Persian: A Preliminary Study Focusing on ChatGPT | Apr 3, 2024 | BenchmarkingGeneral Knowledge | CodeCode Available | 1 |
| MathChat: Converse to Tackle Challenging Math Problems with LLM Agents | Jun 2, 2023 | Elementary MathematicsMath | CodeCode Available | 1 |
| Let's Verify Math Questions Step by Step | May 20, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| BEATS: Optimizing LLM Mathematical Capabilities with BackVerify and Adaptive Disambiguate based Efficient Tree Search | Sep 26, 2024 | MathMathematical Problem-Solving | CodeCode Available | 1 |
| Leveraging Online Olympiad-Level Math Problems for LLMs Training and Contamination-Resistant Evaluation | Jan 24, 2025 | Math | CodeCode Available | 1 |
| An Early Evaluation of GPT-4V(ision) | Oct 25, 2023 | Math | 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 |
| LEVER: Learning to Verify Language-to-Code Generation with Execution | Feb 16, 2023 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| MathBERT: A Pre-trained Language Model for General NLP Tasks in Mathematics Education | Jun 2, 2021 | Knowledge TracingLanguage Modeling | CodeCode Available | 1 |
| LASeR: Learning to Adaptively Select Reward Models with Multi-Armed Bandits | Oct 2, 2024 | Instruction FollowingMath | CodeCode Available | 1 |
| CoT-based Synthesizer: Enhancing LLM Performance through Answer Synthesis | Jan 3, 2025 | Math | CodeCode Available | 1 |
| Learning by Fixing: Solving Math Word Problems with Weak Supervision | Dec 19, 2020 | MathWeakly-supervised Learning | CodeCode Available | 1 |
