| S^3c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners | Sep 3, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Does your data spark joy? Performance gains from domain upsampling at the end of training | Jun 5, 2024 | GSM8KHumanEval | —Unverified | 0 | 0 |
| SAIE Framework: Support Alone Isn't Enough -- Advancing LLM Training with Adversarial Remarks | Nov 14, 2023 | GSM8KMath | —Unverified | 0 | 0 |
| Sample, Don't Search: Rethinking Test-Time Alignment for Language Models | Apr 4, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| Unsupervised Elicitation of Language Models | Jun 11, 2025 | GSM8KTruthfulQA | —Unverified | 0 | 0 |
| DNA 1.0 Technical Report | Jan 18, 2025 | BelebeleGSM8K | —Unverified | 0 | 0 |
| UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities | Sep 30, 2023 | Causal JudgmentGSM8K | —Unverified | 0 | 0 |
| DiversiGATE: A Comprehensive Framework for Reliable Large Language Models | Jun 22, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| YODA: Teacher-Student Progressive Learning for Language Models | Jan 28, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones? | Feb 26, 2025 | GSM8KMMLU | —Unverified | 0 | 0 |
