| Syzygy of Thoughts: Improving LLM CoT with the Minimal Free Resolution | Apr 13, 2025 | GSM8KMath | CodeCode Available | 3 |
| TokenSkip: Controllable Chain-of-Thought Compression in LLMs | Feb 17, 2025 | GSM8K | CodeCode Available | 3 |
| Scaling up Masked Diffusion Models on Text | Oct 24, 2024 | GSM8KLanguage Modeling | CodeCode Available | 3 |
| Large Language Monkeys: Scaling Inference Compute with Repeated Sampling | Jul 31, 2024 | GSM8KMath | CodeCode Available | 3 |
| LoRA-GA: Low-Rank Adaptation with Gradient Approximation | Jul 6, 2024 | GSM8Kparameter-efficient fine-tuning | CodeCode Available | 3 |
| Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs | Jun 26, 2024 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Automatic Instruction Evolving for Large Language Models | Jun 2, 2024 | GSM8KHumanEval | CodeCode Available | 3 |
| From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step | May 23, 2024 | GSM8K | CodeCode Available | 3 |
| MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning | May 13, 2024 | Data AugmentationGSM8K | CodeCode Available | 3 |
| Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning | May 1, 2024 | ARCGSM8K | CodeCode Available | 3 |
