| Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent | Sep 17, 2024 | GSM8KQuestion Answering | CodeCode Available | 1 |
| SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models | Aug 21, 2024 | 8kGSM8K | CodeCode Available | 1 |
| Mathfish: Evaluating Language Model Math Reasoning via Grounding in Educational Curricula | Aug 8, 2024 | GSM8KLanguage Modeling | CodeCode Available | 1 |
| Learning Goal-Conditioned Representations for Language Reward Models | Jul 18, 2024 | GSM8KMath | CodeCode Available | 1 |
| DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning | Jul 4, 2024 | AvgGSM8K | CodeCode Available | 1 |
| Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning | Jun 30, 2024 | GSM8KMath | 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 |
| 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 |
| DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling | Jun 17, 2024 | GSM8KMath | CodeCode Available | 1 |
| Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-Contrast | May 23, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 1 |