| 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 |
| LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding | Apr 25, 2024 | GSM8KHellaSwag | CodeCode Available | 3 |
| PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models | Apr 3, 2024 | GSM8KQuantization | CodeCode Available | 3 |
| MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline | Jan 16, 2024 | GSM8KMath | CodeCode Available | 3 |
| SkyMath: Technical Report | Oct 25, 2023 | GSM8KLanguage Modeling | CodeCode Available | 3 |
| Beyond Chain-of-Thought, Effective Graph-of-Thought Reasoning in Language Models | May 26, 2023 | GSM8KMultimodal Reasoning | CodeCode Available | 3 |
| PAL: Program-aided Language Models | Nov 18, 2022 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Training Verifiers to Solve Math Word Problems | Oct 27, 2021 | GSM8KMath | CodeCode Available | 3 |
| any4: Learned 4-bit Numeric Representation for LLMs | Jul 7, 2025 | GPUGSM8K | CodeCode Available | 2 |
| Let LLMs Break Free from Overthinking via Self-Braking Tuning | May 20, 2025 | GSM8K | CodeCode Available | 2 |
| Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space | May 19, 2025 | GSM8KMath | CodeCode Available | 2 |
| Synthetic Data RL: Task Definition Is All You Need | May 18, 2025 | AllGSM8K | CodeCode Available | 2 |
| SLOT: Sample-specific Language Model Optimization at Test-time | May 18, 2025 | GSM8KLanguage Modeling | CodeCode Available | 2 |
| Dynamic Early Exit in Reasoning Models | Apr 22, 2025 | GSM8KMath | CodeCode Available | 2 |
| SEAL: Steerable Reasoning Calibration of Large Language Models for Free | Apr 7, 2025 | GSM8K | CodeCode Available | 2 |
| CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models | Mar 28, 2025 | GPUGSM8K | CodeCode Available | 2 |
| Chain-of-Tools: Utilizing Massive Unseen Tools in the CoT Reasoning of Frozen Language Models | Mar 21, 2025 | GSM8KQuestion Answering | CodeCode Available | 2 |
| Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models | Feb 24, 2025 | GSM8KMath | CodeCode Available | 2 |
| SIFT: Grounding LLM Reasoning in Contexts via Stickers | Feb 19, 2025 | GSM8KMath | CodeCode Available | 2 |
| CoT-Valve: Length-Compressible Chain-of-Thought Tuning | Feb 13, 2025 | GSM8K | CodeCode Available | 2 |
| Natural Language Fine-Tuning | Dec 29, 2024 | GSM8KLarge Language Model | CodeCode Available | 2 |
