| 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 |
| Augmenting Math Word Problems via Iterative Question Composing | Jan 17, 2024 | MathMathematical Reasoning | CodeCode Available | 1 |
| Large Language Models Are Neurosymbolic Reasoners | Jan 17, 2024 | Common Sense ReasoningMath | CodeCode Available | 1 |
| ReFT: Reasoning with Reinforced Fine-Tuning | Jan 17, 2024 | GSM8KMath | CodeCode Available | 4 |
| Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions | Jan 17, 2024 | Arithmetic ReasoningCode Generation | CodeCode Available | 1 |
| Tuning Language Models by Proxy | Jan 16, 2024 | Domain AdaptationMath | CodeCode Available | 2 |
| 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 |
| SciInstruct: a Self-Reflective Instruction Annotated Dataset for Training Scientific Language Models | Jan 15, 2024 | MathMathematical Reasoning | CodeCode Available | 2 |
