| Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models | Mar 4, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks | Sep 13, 2024 | ARCCode Generation | —Unverified | 0 | 0 |
| Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination | Jan 16, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| CoThink: Token-Efficient Reasoning via Instruct Models Guiding Reasoning Models | May 28, 2025 | GSM8K | —Unverified | 0 | 0 |
| Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst | May 20, 2025 | ARCGSM8K | —Unverified | 0 | 0 |
| Cost-Saving LLM Cascades with Early Abstention | Feb 13, 2025 | GSM8KMMLU | —Unverified | 0 | 0 |
| Self-Training Large Language Models for Tool-Use Without Demonstrations | Feb 9, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| Hint of Thought prompting: an explainable and zero-shot approach to reasoning tasks with LLMs | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models | Jan 10, 2025 | ARCDiversity | —Unverified | 0 | 0 |
| CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs | Jul 8, 2025 | GSM8KMath | —Unverified | 0 | 0 |