| Recursive Decomposition of Logical Thoughts: Framework for Superior Reasoning and Knowledge Propagation in Large Language Models | Jan 3, 2025 | GSM8KMath | —Unverified | 0 |
| DIVE: Diversified Iterative Self-Improvement | Jan 1, 2025 | DiversityGSM8K | CodeCode Available | 0 |
| Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs | Dec 30, 2024 | GSM8K | —Unverified | 0 |
| LLM2: Let Large Language Models Harness System 2 Reasoning | Dec 29, 2024 | GSM8KMathematical Reasoning | CodeCode Available | 0 |
| Natural Language Fine-Tuning | Dec 29, 2024 | GSM8KLarge Language Model | CodeCode Available | 2 |
| Towards Intrinsic Self-Correction Enhancement in Monte Carlo Tree Search Boosted Reasoning via Iterative Preference Learning | Dec 23, 2024 | Arithmetic ReasoningGSM8K | —Unverified | 0 |
| Ask-Before-Detection: Identifying and Mitigating Conformity Bias in LLM-Powered Error Detector for Math Word Problem Solutions | Dec 22, 2024 | GSM8KMath | —Unverified | 0 |
| System-2 Mathematical Reasoning via Enriched Instruction Tuning | Dec 22, 2024 | ERPGSM8K | —Unverified | 0 |
| Inference Scaling vs Reasoning: An Empirical Analysis of Compute-Optimal LLM Problem-Solving | Dec 20, 2024 | Computational EfficiencyGSM8K | CodeCode Available | 0 |
| Offline Reinforcement Learning for LLM Multi-Step Reasoning | Dec 20, 2024 | GSM8KMath | CodeCode Available | 2 |
