| 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 |
| Excessive Reasoning Attack on Reasoning LLMs | Jun 17, 2025 | GSM8K | —Unverified | 0 |
| Explicit Knowledge Transfer for Weakly-Supervised Code Generation | Nov 30, 2022 | Code GenerationFew-Shot Learning | —Unverified | 0 |
| Exploring an LM to generate Prolog Predicates from Mathematics Questions | Sep 7, 2023 | GSM8KLanguage Modeling | —Unverified | 0 |
| Falcon: Faster and Parallel Inference of Large Language Models through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree | Dec 17, 2024 | GSM8KHumanEval | —Unverified | 0 |
| Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty | Jun 12, 2025 | GSM8K | —Unverified | 0 |
| FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning | Oct 8, 2024 | GSM8KHallucination | —Unverified | 0 |
| Fine-Grained Self-Endorsement Improves Factuality and Reasoning | Feb 23, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| First-Step Advantage: Importance of Starting Right in Multi-Step Math Reasoning | Nov 14, 2023 | GSM8KMath | —Unverified | 0 |
| Fractional Reasoning via Latent Steering Vectors Improves Inference Time Compute | Jun 18, 2025 | continuous-controlContinuous Control | —Unverified | 0 |
| From Correctness to Comprehension: AI Agents for Personalized Error Diagnosis in Education | Feb 19, 2025 | DiagnosticGSM8K | —Unverified | 0 |
| From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting | Dec 18, 2023 | DiversityGSM8K | —Unverified | 0 |
| From Words to Watts: Benchmarking the Energy Costs of Large Language Model Inference | Oct 4, 2023 | BenchmarkingGPU | —Unverified | 0 |
| GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems | Jul 17, 2025 | DiversityGSM8K | —Unverified | 0 |
| GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements | Feb 13, 2024 | GSM8KMath | —Unverified | 0 |
| Guideline Forest: Experience-Induced Multi-Guideline Reasoning with Stepwise Aggregation | Jun 9, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Hybrid Offline-online Scheduling Method for Large Language Model Inference Optimization | Feb 14, 2025 | GSM8KInference Optimization | —Unverified | 0 |
| Improve Mathematical Reasoning in Language Models by Automated Process Supervision | Jun 5, 2024 | GSM8KMath | —Unverified | 0 |
| Improving Complex Reasoning with Dynamic Prompt Corruption: A soft prompt Optimization Approach | Mar 17, 2025 | GSM8KMath | —Unverified | 0 |
| Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification | Oct 5, 2024 | GSM8KMath | —Unverified | 0 |
| InfiFusion: A Unified Framework for Enhanced Cross-Model Reasoning via LLM Fusion | Jan 6, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Instance-adaptive Zero-shot Chain-of-Thought Prompting | Sep 30, 2024 | GSM8KMath | —Unverified | 0 |
| Integrating Arithmetic Learning Improves Mathematical Reasoning in Smaller Models | Feb 18, 2025 | Data AugmentationGSM8K | —Unverified | 0 |
| Interpretable Math Word Problem Solution Generation Via Step-by-step Planning | Jun 1, 2023 | GSM8KLanguage Modeling | —Unverified | 0 |
| Is your LLM trapped in a Mental Set? Investigative study on how mental sets affect the reasoning capabilities of LLMs | Jan 21, 2025 | GSM8KIn-Context Learning | —Unverified | 0 |
| Is Your Model Really A Good Math Reasoner? Evaluating Mathematical Reasoning with Checklist | Jul 11, 2024 | GSM8KMath | —Unverified | 0 |