| 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 |
| Reka Core, Flash, and Edge: A Series of Powerful Multimodal Language Models | Apr 18, 2024 | GSM8KMMLU | —Unverified | 0 | 0 |
| Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? | Apr 19, 2024 | GSM8K | —Unverified | 0 | 0 |
| Reliable Reasoning Beyond Natural Language | Jul 16, 2024 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| Rethinking Data Synthesis: A Teacher Model Training Recipe with Interpretation | Oct 27, 2024 | GSM8KLanguage Modeling | —Unverified | 0 | 0 |
| DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models | May 20, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| RevOrder: A Novel Method for Enhanced Arithmetic in Language Models | Feb 6, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs | Dec 30, 2024 | GSM8K | —Unverified | 0 | 0 |
| RL in Name Only? Analyzing the Structural Assumptions in RL post-training for LLMs | May 19, 2025 | GSM8K | —Unverified | 0 | 0 |
| RotateKV: Accurate and Robust 2-Bit KV Cache Quantization for LLMs via Outlier-Aware Adaptive Rotations | Jan 25, 2025 | Computational EfficiencyGSM8K | —Unverified | 0 | 0 |
| Rule-Guided Feedback: Enhancing Reasoning by Enforcing Rule Adherence in Large Language Models | Mar 14, 2025 | Checkmate In OneGSM8K | —Unverified | 0 | 0 |
| S^3c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners | Sep 3, 2024 | GSM8KMath | —Unverified | 0 | 0 |
| Does your data spark joy? Performance gains from domain upsampling at the end of training | Jun 5, 2024 | GSM8KHumanEval | —Unverified | 0 | 0 |
| SAIE Framework: Support Alone Isn't Enough -- Advancing LLM Training with Adversarial Remarks | Nov 14, 2023 | GSM8KMath | —Unverified | 0 | 0 |
| Sample, Don't Search: Rethinking Test-Time Alignment for Language Models | Apr 4, 2025 | GSM8KMathematical Reasoning | —Unverified | 0 | 0 |
| Unsupervised Elicitation of Language Models | Jun 11, 2025 | GSM8KTruthfulQA | —Unverified | 0 | 0 |