| HARDMath: A Benchmark Dataset for Challenging Problems in Applied Mathematics | Oct 13, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models | Oct 7, 2024 | GSM8KLogical Reasoning | CodeCode Available | 1 |
| PACE: Marrying generalization in PArameter-efficient fine-tuning with Consistency rEgularization | Sep 25, 2024 | 8kDomain Adaptation | CodeCode Available | 1 |
| Unlocking Reasoning Potential in Large Langauge Models by Scaling Code-form Planning | Sep 19, 2024 | FormInstruction Following | CodeCode Available | 1 |
| Diagram Formalization Enhanced Multi-Modal Geometry Problem Solver | Sep 6, 2024 | Geometry Problem SolvingMathematical Reasoning | CodeCode Available | 1 |
| MultiMath: Bridging Visual and Mathematical Reasoning for Large Language Models | Aug 30, 2024 | Image CaptioningLanguage Modeling | CodeCode Available | 1 |
| Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning | Aug 16, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| Extend Model Merging from Fine-Tuned to Pre-Trained Large Language Models via Weight Disentanglement | Aug 6, 2024 | Code GenerationDisentanglement | CodeCode Available | 1 |
| Toward Adaptive Reasoning in Large Language Models with Thought Rollback | Jul 21, 2024 | Arithmetic ReasoningMath | CodeCode Available | 1 |
| OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling | Jul 13, 2024 | BenchmarkingMath | CodeCode Available | 1 |
| LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts | Jul 6, 2024 | Logical ReasoningMathematical Reasoning | CodeCode Available | 1 |
| DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning | Jul 4, 2024 | AvgGSM8K | CodeCode Available | 1 |
| TheoremLlama: Transforming General-Purpose LLMs into Lean4 Experts | Jul 3, 2024 | Automated Theorem ProvingCode Generation | CodeCode Available | 1 |
| Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning | Jun 30, 2024 | GSM8KMath | CodeCode Available | 1 |
| H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables | Jun 29, 2024 | Fact VerificationMathematical Reasoning | CodeCode Available | 1 |
| LLM Critics Help Catch Bugs in Mathematics: Towards a Better Mathematical Verifier with Natural Language Feedback | Jun 20, 2024 | Binary ClassificationGSM8K | CodeCode Available | 1 |
| Living in the Moment: Can Large Language Models Grasp Co-Temporal Reasoning? | Jun 13, 2024 | Mathematical ReasoningQuestion Answering | CodeCode Available | 1 |
| Process-Driven Autoformalization in Lean 4 | Jun 4, 2024 | Mathematical Reasoning | CodeCode Available | 1 |
| MathChat: Benchmarking Mathematical Reasoning and Instruction Following in Multi-Turn Interactions | May 29, 2024 | BenchmarkingDialogue Understanding | CodeCode Available | 1 |
| ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation | May 27, 2024 | Code GenerationHumanEval | CodeCode Available | 1 |
| STRIDE: A Tool-Assisted LLM Agent Framework for Strategic and Interactive Decision-Making | May 25, 2024 | Decision MakingMathematical Reasoning | CodeCode Available | 1 |
| VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks | May 24, 2024 | Mathematical ReasoningNatural Language Understanding | CodeCode Available | 1 |
| JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis Models | May 23, 2024 | Knowledge DistillationMath | CodeCode Available | 1 |
| Embedding Trajectory for Out-of-Distribution Detection in Mathematical Reasoning | May 22, 2024 | Mathematical ReasoningMultiple-choice | CodeCode Available | 1 |
| VisionGraph: Leveraging Large Multimodal Models for Graph Theory Problems in Visual Context | May 8, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |