| MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning | Oct 5, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers | Feb 29, 2024 | GSM8KMath | CodeCode Available | 2 |
| Balancing LoRA Performance and Efficiency with Simple Shard Sharing | Sep 19, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 2 |
| Offline Reinforcement Learning for LLM Multi-Step Reasoning | Dec 20, 2024 | GSM8KMath | CodeCode Available | 2 |
| Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization | Oct 11, 2024 | GSM8KLanguage Modeling | CodeCode Available | 2 |
| How to Correctly do Semantic Backpropagation on Language-based Agentic Systems | Dec 4, 2024 | GSM8K | CodeCode Available | 2 |
| Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process | Jul 29, 2024 | GSM8KMath | CodeCode Available | 2 |
| MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models | Sep 21, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 2 |
| MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning | Oct 9, 2023 | Arithmetic ReasoningData Augmentation | CodeCode Available | 2 |
| Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space | May 19, 2025 | GSM8KMath | CodeCode Available | 2 |
