| Improving Complex Reasoning with Dynamic Prompt Corruption: A soft prompt Optimization Approach | Mar 17, 2025 | GSM8KMath | —Unverified | 0 |
| Towards Hierarchical Multi-Step Reward Models for Enhanced Reasoning in Large Language Models | Mar 16, 2025 | Data AugmentationGSM8K | CodeCode Available | 1 |
| Rule-Guided Feedback: Enhancing Reasoning by Enforcing Rule Adherence in Large Language Models | Mar 14, 2025 | Checkmate In OneGSM8K | —Unverified | 0 |
| Position-Aware Depth Decay Decoding (D^3): Boosting Large Language Model Inference Efficiency | Mar 11, 2025 | GSM8KLanguage Modeling | —Unverified | 0 |
| SOLAR: Scalable Optimization of Large-scale Architecture for Reasoning | Mar 6, 2025 | GSM8KMath | —Unverified | 0 |
| Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models | Mar 4, 2025 | GSM8KMath | —Unverified | 0 |
| PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models | Mar 4, 2025 | GSM8KMath | CodeCode Available | 1 |
| DeLTa: A Decoding Strategy based on Logit Trajectory Prediction Improves Factuality and Reasoning Ability | Mar 4, 2025 | GSM8KLogical Reasoning | CodeCode Available | 0 |
| CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation | Feb 28, 2025 | GSM8K | CodeCode Available | 0 |
| Layer-Aware Task Arithmetic: Disentangling Task-Specific and Instruction-Following Knowledge | Feb 27, 2025 | GSM8KHumanEval | —Unverified | 0 |
