| Self-Evaluation Guided Beam Search for Reasoning | May 1, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models | Mar 4, 2025 | GSM8KMath | —Unverified | 0 |
| Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination | Jan 16, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst | May 20, 2025 | ARCGSM8K | —Unverified | 0 |
| Self-Training Large Language Models for Tool-Use Without Demonstrations | Feb 9, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| 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 |
| Steering LLM Reasoning Through Bias-Only Adaptation | May 24, 2025 | GSM8KMath | —Unverified | 0 |
| Strategic Chain-of-Thought: Guiding Accurate Reasoning in LLMs through Strategy Elicitation | Sep 5, 2024 | GSM8K | —Unverified | 0 |
| STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning | Sep 10, 2024 | GSM8KMixture-of-Experts | —Unverified | 0 |
| Subtle Errors Matter: Preference Learning via Error-injected Self-editing | Oct 9, 2024 | GSM8KMath | —Unverified | 0 |
| Supervised Optimism Correction: Be Confident When LLMs Are Sure | Apr 10, 2025 | GSM8KMath | —Unverified | 0 |
| Supervisory Prompt Training | Mar 26, 2024 | GSM8KSentence | —Unverified | 0 |
| Sustainable LLM Inference for Edge AI: Evaluating Quantized LLMs for Energy Efficiency, Output Accuracy, and Inference Latency | Apr 4, 2025 | BenchmarkingGSM8K | —Unverified | 0 |
| SymBa: Symbolic Backward Chaining for Structured Natural Language Reasoning | Feb 20, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Synthetic Data Generation & Multi-Step RL for Reasoning & Tool Use | Apr 7, 2025 | GSM8KMath | —Unverified | 0 |
| System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts | May 25, 2025 | GSM8K | —Unverified | 0 |