| ReasonAgain: Using Extractable Symbolic Programs to Evaluate Mathematical Reasoning | Oct 24, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment | Feb 5, 2025 | GSM8KHumanEval | —Unverified | 0 | 0 |
| Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths | Oct 7, 2024 | AttributeGSM8K | —Unverified | 0 | 0 |
| Reasoning Robustness of LLMs to Adversarial Typographical Errors | Nov 8, 2024 | GSM8KMMLU | —Unverified | 0 | 0 |
| Unlocking Structured Thinking in Language Models with Cognitive Prompting | Oct 3, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 | 0 |
| Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models | Jan 3, 2025 | GSM8KMath | —Unverified | 0 | 0 |
| Dynamic Parallel Tree Search for Efficient LLM Reasoning | Feb 22, 2025 | Computational EfficiencyGSM8K | —Unverified | 0 | 0 |
| Dual Decomposition of Weights and Singular Value Low Rank Adaptation | May 20, 2025 | GSM8KMMLU | —Unverified | 0 | 0 |
| Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models | May 15, 2025 | Code GenerationGSM8K | —Unverified | 0 | 0 |
| Unraveling Arithmetic in Large Language Models: The Role of Algebraic Structures | Nov 25, 2024 | GSM8KMath | —Unverified | 0 | 0 |