| LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding | Apr 25, 2024 | GSM8KHellaSwag | CodeCode Available | 3 |
| Scaling up Masked Diffusion Models on Text | Oct 24, 2024 | GSM8KLanguage Modeling | CodeCode Available | 3 |
| PAL: Program-aided Language Models | Nov 18, 2022 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models | Apr 3, 2024 | GSM8KQuantization | 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 |
| Automatic Instruction Evolving for Large Language Models | Jun 2, 2024 | GSM8KHumanEval | CodeCode Available | 3 |
| Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models | May 26, 2023 | GSM8KMultimodal Reasoning | CodeCode Available | 3 |
| LoRA-GA: Low-Rank Adaptation with Gradient Approximation | Jul 6, 2024 | GSM8Kparameter-efficient fine-tuning | CodeCode Available | 3 |
| MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline | Jan 16, 2024 | GSM8KMath | CodeCode Available | 3 |
