| S-GRPO: Early Exit via Reinforcement Learning in Reasoning Models | May 12, 2025 | GSM8KLarge Language Model | —Unverified | 0 | 0 |
| Uncovering Latent Chain of Thought Vectors in Language Models | Sep 21, 2024 | ARCGSM8K | —Unverified | 0 | 0 |
| SIaM: Self-Improving Code-Assisted Mathematical Reasoning of Large Language Models | Aug 28, 2024 | Data AugmentationGSM8K | —Unverified | 0 | 0 |
| Cool-Fusion: Fuse Large Language Models without Training | Jul 29, 2024 | Combinatorial OptimizationGSM8K | —Unverified | 0 | 0 |
| ControlMath: Controllable Data Generation Promotes Math Generalist Models | Sep 20, 2024 | Data AugmentationDiversity | —Unverified | 0 | 0 |
| Skywork-Math: Data Scaling Laws for Mathematical Reasoning in Large Language Models -- The Story Goes On | Jul 11, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Slimming Down LLMs Without Losing Their Minds | Jun 12, 2025 | Computational EfficiencyGSM8K | —Unverified | 0 | 0 |
| Contrastive Decoding Improves Reasoning in Large Language Models | Sep 17, 2023 | GSM8KHellaSwag | —Unverified | 0 | 0 |
| Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost | Jul 29, 2024 | GSM8KPrompt Engineering | —Unverified | 0 | 0 |
| Adaptive Dense Reward: Understanding the Gap Between Action and Reward Space in Alignment | Oct 23, 2024 | GSM8KHumanEval | —Unverified | 0 | 0 |