| 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 |
| SECURA: Sigmoid-Enhanced CUR Decomposition with Uninterrupted Retention and Low-Rank Adaptation in Large Language Models | Feb 25, 2025 | Continual LearningGSM8K | —Unverified | 0 | 0 |
| Dictionary Insertion Prompting for Multilingual Reasoning on Multilingual Large Language Models | Nov 2, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Dialectical Behavior Therapy Approach to LLM Prompting | Oct 10, 2024 | GSM8KStrategyQA | —Unverified | 0 | 0 |
| Adaptive Inference-Time Compute: LLMs Can Predict if They Can Do Better, Even Mid-Generation | Oct 3, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models | Aug 16, 2024 | GSM8KMMLU | —Unverified | 0 | 0 |
| D^2LoRA: Data-Driven LoRA Initialization for Low Resource Tasks | Mar 23, 2025 | GSM8K | —Unverified | 0 | 0 |
| Self-Consistency Boosts Calibration for Math Reasoning | Mar 14, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic | Aug 29, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| Self-Consistency Preference Optimization | Nov 6, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Self-Evaluation Guided Beam Search for Reasoning | May 1, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| 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 |