| Pheromone-based Learning of Optimal Reasoning Paths | Jan 31, 2025 | ARCGSM8K | —Unverified | 0 |
| PMPO: Probabilistic Metric Prompt Optimization for Small and Large Language Models | May 22, 2025 | GSM8KLarge Language Model | —Unverified | 0 |
| PMSS: Pretrained Matrices Skeleton Selection for LLM Fine-tuning | Sep 25, 2024 | GSM8KMath | —Unverified | 0 |
| PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches | Oct 8, 2024 | GPUGSM8K | —Unverified | 0 |
| PORT: Preference Optimization on Reasoning Traces | Jun 23, 2024 | ARCGSM8K | —Unverified | 0 |
| Position-Aware Depth Decay Decoding (D^3): Boosting Large Language Model Inference Efficiency | Mar 11, 2025 | GSM8KLanguage Modeling | —Unverified | 0 |
| Predicting Emergent Capabilities by Finetuning | Nov 25, 2024 | CoLAGSM8K | —Unverified | 0 |
| Premise Order Matters in Reasoning with Large Language Models | Feb 14, 2024 | GSM8KMathematical Problem-Solving | —Unverified | 0 |
| PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models | Jun 12, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 |
| Prompt Baking | Sep 4, 2024 | ARCGSM8K | —Unverified | 0 |
| Prompt Engineering a Prompt Engineer | Nov 9, 2023 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Prompt-SAW: Leveraging Relation-Aware Graphs for Textual Prompt Compression | Mar 30, 2024 | GSM8KRelation | —Unverified | 0 |
| Prompt Selection and Augmentation for Few Examples Code Generation in Large Language Model and its Application in Robotics Control | Mar 11, 2024 | Code GenerationDiversity | —Unverified | 0 |
| Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning | Jun 20, 2024 | GSM8KHeuristic Search | —Unverified | 0 |
| Quasi-random Multi-Sample Inference for Large Language Models | Nov 9, 2024 | DiversityGSM8K | —Unverified | 0 |
| Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks | Jul 4, 2024 | GSM8KStrategyQA | —Unverified | 0 |
| Question Tokens Deserve More Attention: Enhancing Large Language Models without Training through Step-by-Step Reading and Question Attention Recalibration | Apr 13, 2025 | GSM8K | —Unverified | 0 |
| Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement | Sep 18, 2024 | GSM8KMath | —Unverified | 0 |
| RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought | May 19, 2023 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning | Oct 24, 2024 | GSM8KMath | —Unverified | 0 |
| Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment | Feb 5, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths | Oct 7, 2024 | AttributeGSM8K | —Unverified | 0 |
| Reasoning Robustness of LLMs to Adversarial Typographical Errors | Nov 8, 2024 | GSM8KMMLU | —Unverified | 0 |
| Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models | Jan 3, 2025 | GSM8KMath | —Unverified | 0 |
| Self-Consistency Preference Optimization | Nov 6, 2024 | GSM8KMath | —Unverified | 0 |