| SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs | Dec 11, 2024 | ARCGSM8K | —Unverified | 0 | 0 |
| SOLAR: Scalable Optimization of Large-scale Architecture for Reasoning | Mar 6, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| Complexity-Based Prompting for Multi-Step Reasoning | Oct 3, 2022 | Date UnderstandingGSM8K | —Unverified | 0 | 0 |
| Solving math word problems with process- and outcome-based feedback | Nov 25, 2022 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning | Oct 3, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning | Feb 26, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths | May 30, 2024 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Steering LLM Reasoning Through Bias-Only Adaptation | May 24, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| ChunkKV: Semantic-Preserving KV Cache Compression for Efficient Long-Context LLM Inference | Feb 1, 2025 | GPUGSM8K | —Unverified | 0 | 0 |
| Can Separators Improve Chain-of-Thought Prompting? | Feb 16, 2024 | 8kGSM8K | —Unverified | 0 | 0 |
