| Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty | Jun 12, 2025 | GSM8K | —Unverified | 0 | 0 |
| Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation | Oct 22, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Orca-Math: Unlocking the potential of SLMs in Grade School Math | Feb 16, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree | Dec 17, 2024 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Exploring an LM to generate Prolog Predicates from Mathematics Questions | Sep 7, 2023 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| Advancing Process Verification for Large Language Models via Tree-Based Preference Learning | Jun 29, 2024 | Binary ClassificationGSM8K | —Unverified | 0 | 0 |
| Explicit Knowledge Transfer for Weakly-Supervised Code Generation | Nov 30, 2022 | Code GenerationFew-Shot Learning | —Unverified | 0 | 0 |
| PARAMANU-GANITA: Language Model with Mathematical Capabilities | Apr 22, 2024 | Domain AdaptationGSM8K | —Unverified | 0 | 0 |
| Patience Is The Key to Large Language Model Reasoning | Nov 20, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| PersonaMath: Enhancing Math Reasoning through Persona-Driven Data Augmentation | Oct 2, 2024 | Data AugmentationDiversity | —Unverified | 0 | 0 |