| Hint of Thought prompting: an explainable and zero-shot approach to reasoning tasks with LLMs | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models | Jan 10, 2025 | ARCDiversity | —Unverified | 0 |
| S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models | May 12, 2025 | GSM8KLarge Language Model | —Unverified | 0 |
| SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models | Aug 28, 2024 | Data AugmentationGSM8K | —Unverified | 0 |
| Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On | Jul 11, 2024 | GSM8KMath | —Unverified | 0 |
| Slimming Down LLMs Without Losing Their Minds | Jun 12, 2025 | Computational EfficiencyGSM8K | —Unverified | 0 |
| SmolTulu: Higher Learning Rate to Batch Size Ratios Can Lead to Better Reasoning in SLMs | Dec 11, 2024 | ARCGSM8K | —Unverified | 0 |
| SOLAR: Scalable Optimization of Large-scale Architecture for Reasoning | Mar 6, 2025 | GSM8KMath | —Unverified | 0 |
| Solving math word problems with process- and outcome-based feedback | Nov 25, 2022 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths | May 30, 2024 | GSM8KHumanEval | —Unverified | 0 |