| Learning From Mistakes Makes LLM Better Reasoner | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 | 5 |
| Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions | May 28, 2022 | Arithmetic ReasoningEfficient Exploration | CodeCode Available | 1 | 5 |
| MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation | Dec 28, 2023 | GSM8KLanguage Model Evaluation | CodeCode Available | 1 | 5 |
| Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Solvers for Math Word Problems | Apr 23, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 | 5 |
| LoRA Done RITE: Robust Invariant Transformation Equilibration for LoRA Optimization | Oct 27, 2024 | GSM8KHellaSwag | CodeCode Available | 1 | 5 |
| SafeMERGE: Preserving Safety Alignment in Fine-Tuned Large Language Models via Selective Layer-Wise Model Merging | Mar 21, 2025 | GSM8KSafety Alignment | CodeCode Available | 1 | 5 |
| Self-Training Elicits Concise Reasoning in Large Language Models | Feb 27, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 | 5 |
| AskIt: Unified Programming Interface for Programming with Large Language Models | Aug 29, 2023 | Code GenerationFew-Shot Learning | CodeCode Available | 1 | 5 |
| Large Language Models as Optimizers | Sep 7, 2023 | GSM8K | CodeCode Available | 1 | 5 |
| DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning | Jul 4, 2024 | AvgGSM8K | CodeCode Available | 1 | 5 |
| Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization | Mar 26, 2024 | Automated Theorem ProvingGSM8K | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Large Language Models are Contrastive Reasoners | Mar 13, 2024 | GSM8K | CodeCode Available | 1 | 5 |
| Large (Vision) Language Models are Unsupervised In-Context Learners | Apr 3, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 | 5 |
| Language Models as Science Tutors | Feb 16, 2024 | GSM8KMath | CodeCode Available | 1 | 5 |
| Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates | Feb 28, 2024 | GSM8KSafety Alignment | CodeCode Available | 1 | 5 |
| Matrix Information Theory for Self-Supervised Learning | May 27, 2023 | Contrastive LearningGSM8K | CodeCode Available | 1 | 5 |
| Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models | Mar 4, 2024 | Data AugmentationGSM8K | CodeCode Available | 1 | 5 |
| IRanker: Towards Ranking Foundation Model | Jun 25, 2025 | GSM8Kmodel | CodeCode Available | 1 | 5 |
| Distillation Contrastive Decoding: Improving LLMs Reasoning with Contrastive Decoding and Distillation | Feb 21, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 1 | 5 |
| GRACE: Discriminator-Guided Chain-of-Thought Reasoning | May 24, 2023 | GSM8KMath | CodeCode Available | 1 | 5 |
| Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations | Oct 31, 2023 | GSM8KMath | CodeCode Available | 1 | 5 |
| PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models | Mar 4, 2025 | GSM8KMath | CodeCode Available | 1 | 5 |
| Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent | Sep 17, 2024 | GSM8KQuestion Answering | CodeCode Available | 1 | 5 |
| Boosted Prompt Ensembles for Large Language Models | Apr 12, 2023 | GSM8KLanguage Modeling | CodeCode Available | 1 | 5 |
