| Over-Reasoning and Redundant Calculation of Large Language Models | Jan 21, 2024 | GSM8KMath | CodeCode Available | 1 |
| Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning | Jan 19, 2024 | GSM8KMath | CodeCode Available | 1 |
| Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions | Jan 17, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| ReFT: Reasoning with Reinforced Fine-Tuning | Jan 17, 2024 | GSM8KMath | CodeCode Available | 4 |
| Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination | Jan 16, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline | Jan 16, 2024 | GSM8KMath | CodeCode Available | 3 |
| MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation | Dec 28, 2023 | GSM8KLanguage Model Evaluation | CodeCode Available | 1 |
| Assessing the Impact of Prompting Methods on ChatGPT's Mathematical Capabilities | Dec 22, 2023 | ChatbotGSM8K | —Unverified | 0 |
| From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting | Dec 18, 2023 | DiversityGSM8K | —Unverified | 0 |
| TinyGSM: achieving >80% on GSM8k with small language models | Dec 14, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
