| CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs | Jul 8, 2025 | GSM8KMath | —Unverified | 0 |
| Cost-Saving LLM Cascades with Early Abstention | Feb 13, 2025 | GSM8KMMLU | —Unverified | 0 |
| CoThink: Token-Efficient Reasoning via Instruct Models Guiding Reasoning Models | May 28, 2025 | GSM8K | —Unverified | 0 |
| CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks | Sep 13, 2024 | ARCCode Generation | —Unverified | 0 |
| Critic-CoT: Boosting the reasoning abilities of large language model via Chain-of-thoughts Critic | Aug 29, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| D^2LoRA: Data-Driven LoRA Initialization for Low Resource Tasks | Mar 23, 2025 | GSM8K | —Unverified | 0 |
| Dialectical Behavior Therapy Approach to LLM Prompting | Oct 10, 2024 | GSM8KStrategyQA | —Unverified | 0 |
| Dictionary Insertion Prompting for Multilingual Reasoning on Multilingual Large Language Models | Nov 2, 2024 | GSM8KMath | —Unverified | 0 |
| Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones? | Feb 26, 2025 | GSM8KMMLU | —Unverified | 0 |
| DiversiGATE: A Comprehensive Framework for Reliable Large Language Models | Jun 22, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| DNA 1.0 Technical Report | Jan 18, 2025 | BelebeleGSM8K | —Unverified | 0 |
| Does your data spark joy? Performance gains from domain upsampling at the end of training | Jun 5, 2024 | GSM8KHumanEval | —Unverified | 0 |
| Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs | Dec 30, 2024 | GSM8K | —Unverified | 0 |
| DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models | May 20, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Dual Decomposition of Weights and Singular Value Low Rank Adaptation | May 20, 2025 | GSM8KMMLU | —Unverified | 0 |
| Dynamic Parallel Tree Search for Efficient LLM Reasoning | Feb 22, 2025 | Computational EfficiencyGSM8K | —Unverified | 0 |
| Dynamic Subset Tuning: Expanding the Operational Range of Parameter-Efficient Training for Large Language Models | Nov 13, 2024 | GSM8K | —Unverified | 0 |
| Efficient Data Selection at Scale via Influence Distillation | May 25, 2025 | GSM8KMMLU | —Unverified | 0 |
| Efficient Fine-Tuning of Quantized Models via Adaptive Rank and Bitwidth | May 2, 2025 | GSM8KQuantization | —Unverified | 0 |
| Elastic Weight Consolidation for Full-Parameter Continual Pre-Training of Gemma2 | May 9, 2025 | ARCBelebele | —Unverified | 0 |
| Enhancing Reasoning Capabilities of Small Language Models with Blueprints and Prompt Template Search | Jun 10, 2025 | GSM8KMath | —Unverified | 0 |
| Entropy-Guided Watermarking for LLMs: A Test-Time Framework for Robust and Traceable Text Generation | Apr 16, 2025 | GSM8KMath | —Unverified | 0 |
| Evaluation of LLMs for mathematical problem solving | May 30, 2025 | GSM8KMathematical Problem-Solving | —Unverified | 0 |
| Evolutionary Pre-Prompt Optimization for Mathematical Reasoning | Dec 5, 2024 | Few-Shot LearningGSM8K | —Unverified | 0 |
| Evolving LLMs' Self-Refinement Capability via Iterative Preference Optimization | Feb 8, 2025 | GSM8KMath | —Unverified | 0 |