| Evolving LLMs' Self-Refinement Capability via Iterative Preference Optimization | Feb 8, 2025 | GSM8KMath | —Unverified | 0 |
| GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity? | Feb 7, 2025 | 8kInformation Retrieval | CodeCode Available | 2 |
| BOLT: Bootstrap Long Chain-of-Thought in Language Models without Distillation | Feb 6, 2025 | In-Context LearningKnowledge Distillation | —Unverified | 0 |
| Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2 | Feb 5, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment | Feb 5, 2025 | GSM8KHumanEval | —Unverified | 0 |
| Upweighting Easy Samples in Fine-Tuning Mitigates Forgetting | Feb 5, 2025 | GSM8KMath | CodeCode Available | 0 |
| Entropy Adaptive Decoding: Dynamic Model Switching for Efficient Inference | Feb 5, 2025 | Computational EfficiencyLanguage Modeling | —Unverified | 0 |
| Do Large Language Model Benchmarks Test Reliability? | Feb 5, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| LIMO: Less is More for Reasoning | Feb 5, 2025 | MathMathematical Reasoning | CodeCode Available | 5 |
| SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model | Feb 4, 2025 | Instruction FollowingLanguage Modeling | —Unverified | 0 |
