| LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts | Jul 6, 2024 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| LIMOPro: Reasoning Refinement for Efficient and Effective Test-time Scaling | May 25, 2025 | Computational EfficiencyMathematical Reasoning | CodeCode Available | 1 |
| Climbing the Ladder of Reasoning: What LLMs Can-and Still Can't-Solve after SFT? | Apr 16, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| Harnessing Negative Signals: Reinforcement Distillation from Teacher Data for LLM Reasoning | May 30, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning? | Jun 13, 2024 | Mathematical ReasoningQuestion Answering | CodeCode Available | 1 |
| HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics | Oct 13, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning | Oct 14, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| Let's Verify Math Questions Step by Step | May 20, 2025 | MathMathematical Reasoning | CodeCode Available | 1 |
| Lila: A Unified Benchmark for Mathematical Reasoning | Oct 31, 2022 | DiversityMathematical Reasoning | CodeCode Available | 1 |
| GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning | May 30, 2021 | MathMathematical Reasoning | CodeCode Available | 1 |
| Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as Agents | Feb 18, 2024 | Mathematical ReasoningMulti-hop Question Answering | CodeCode Available | 1 |
| Learning From Mistakes Makes LLM Better Reasoner | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 |
| Alice: Proactive Learning with Teacher's Demonstrations for Weak-to-Strong Generalization | Apr 9, 2025 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| Learning Multi-Step Reasoning by Solving Arithmetic Tasks | Jun 2, 2023 | MathMathematical Reasoning | CodeCode Available | 1 |
| LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning | Jan 15, 2021 | Inductive BiasMathematical Reasoning | CodeCode Available | 1 |
| Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form Planning | Sep 19, 2024 | FormInstruction Following | CodeCode Available | 1 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 |
| Learning to Check: Unleashing Potentials for Self-Correction in Large Language Models | Feb 20, 2024 | Mathematical Reasoning | CodeCode Available | 1 |
| Large Language Models for Multi-Robot Systems: A Survey | Feb 6, 2025 | Action GenerationBenchmarking | CodeCode Available | 1 |
| GOLD: Geometry Problem Solver with Natural Language Description | May 1, 2024 | Math | CodeCode Available | 1 |
| GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models | Apr 13, 2025 | Mathematical Reasoning | CodeCode Available | 1 |
| KTAE: A Model-Free Algorithm to Key-Tokens Advantage Estimation in Mathematical Reasoning | May 22, 2025 | Mathematical Reasoningreinforcement-learning | 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 |
| From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting | Dec 18, 2023 | DiversityGSM8K | —Unverified | 0 |
| From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education | Feb 19, 2025 | DiagnosticGSM8K | —Unverified | 0 |
