| Preference Optimization for Reasoning with Pseudo Feedback | Nov 25, 2024 | GSM8KMath | CodeCode Available | 2 |
| Chain-of-Tools: Utilizing Massive Unseen Tools in the CoT Reasoning of Frozen Language Models | Mar 21, 2025 | GSM8KQuestion Answering | CodeCode Available | 2 |
| Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts | Feb 12, 2024 | Continual PretrainingGSM8K | CodeCode Available | 2 |
| Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning | May 5, 2024 | GSM8KMath | CodeCode Available | 2 |
| Meta Prompting for AI Systems | Nov 20, 2023 | Data InteractionGSM8K | CodeCode Available | 2 |
| MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark | May 20, 2024 | College MathematicsGSM8K | CodeCode Available | 2 |
| ProcessBench: Identifying Process Errors in Mathematical Reasoning | Dec 9, 2024 | GSM8KMath | CodeCode Available | 2 |
| Progressive-Hint Prompting Improves Reasoning in Large Language Models | Apr 19, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization | Oct 11, 2024 | GSM8KLanguage Modeling | CodeCode Available | 2 |
| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
