| WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct | Aug 18, 2023 | Arithmetic ReasoningGSM8K | CodeCode Available | 5 |
| SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator | Dec 16, 2024 | GSM8KLanguage Modeling | CodeCode Available | 4 |
| SuperCorrect: Supervising and Correcting Language Models with Error-Driven Insights | Oct 11, 2024 | GSM8KMath | CodeCode Available | 4 |
| Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers | Aug 12, 2024 | GSM8KMath | CodeCode Available | 4 |
| Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking | Mar 14, 2024 | GSM8KLanguage Modelling | CodeCode Available | 4 |
| OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset | Feb 15, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 4 |
| InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning | Feb 9, 2024 | Data AugmentationGSM8K | CodeCode Available | 4 |
| ReFT: Reasoning with Reinforced Fine-Tuning | Jan 17, 2024 | GSM8KMath | CodeCode Available | 4 |
| Baichuan 2: Open Large-scale Language Models | Sep 19, 2023 | Feature EngineeringGSM8K | CodeCode Available | 4 |
| Thinkless: LLM Learns When to Think | May 19, 2025 | GSM8KMath | CodeCode Available | 3 |
