| 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 |
| Matrix Information Theory for Self-Supervised Learning | May 27, 2023 | Contrastive LearningGSM8K | CodeCode Available | 1 | 5 |
| Large Language Models are Contrastive Reasoners | Mar 13, 2024 | GSM8K | 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 |
| Over-Reasoning and Redundant Calculation of Large Language Models | Jan 21, 2024 | GSM8KMath | CodeCode Available | 1 | 5 |
| Boosted Prompt Ensembles for Large Language Models | Apr 12, 2023 | GSM8KLanguage Modeling | CodeCode Available | 1 | 5 |
| Design of Chain-of-Thought in Math Problem Solving | Sep 20, 2023 | DiversityGSM8K | CodeCode Available | 1 | 5 |
| DELLA-Merging: Reducing Interference in Model Merging through Magnitude-Based Sampling | Jun 17, 2024 | GSM8KMath | CodeCode Available | 1 | 5 |
| Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning | May 18, 2025 | GSM8KIn-Context Learning | CodeCode Available | 1 | 5 |
