| TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling | Oct 18, 2024 | Computational EfficiencyGSM8K | —Unverified | 0 |
| Uncertainty Aware Learning for Language Model Alignment | Jun 7, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs | Feb 16, 2025 | GSM8KThompson Sampling | —Unverified | 0 |
| Unlocking Structured Thinking in Language Models with Cognitive Prompting | Oct 3, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Unraveling Arithmetic in Large Language Models: The Role of Algebraic Structures | Nov 25, 2024 | GSM8KMath | —Unverified | 0 |
| Unsupervised Elicitation of Language Models | Jun 11, 2025 | GSM8KTruthfulQA | —Unverified | 0 |
| UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities | Sep 30, 2023 | Causal JudgmentGSM8K | —Unverified | 0 |
| Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning | Feb 26, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| When is the consistent prediction likely to be a correct prediction? | Jul 8, 2024 | GSM8KPrediction | —Unverified | 0 |
| YODA: Teacher-Student Progressive Learning for Language Models | Jan 28, 2024 | GSM8KMath | —Unverified | 0 |