| Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling | Feb 10, 2025 | Math | CodeCode Available | 3 | 5 |
| Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks | Nov 22, 2022 | Math | CodeCode Available | 3 | 5 |
| General-Reasoner: Advancing LLM Reasoning Across All Domains | May 20, 2025 | AllMath | CodeCode Available | 3 | 5 |
| PAL: Program-aided Language Models | Nov 18, 2022 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 | 5 |
| RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation | Jan 9, 2024 | GPUMath | CodeCode Available | 3 | 5 |
| Noise Contrastive Alignment of Language Models with Explicit Rewards | Feb 8, 2024 | Language ModellingMath | CodeCode Available | 3 | 5 |
| MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning | May 13, 2024 | Data AugmentationGSM8K | CodeCode Available | 3 | 5 |
| Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning | May 1, 2024 | ARCGSM8K | CodeCode Available | 3 | 5 |
| MiLoRA: Harnessing Minor Singular Components for Parameter-Efficient LLM Finetuning | Jun 13, 2024 | Instruction FollowingMath | CodeCode Available | 3 | 5 |
| MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning | May 15, 2025 | cross-modal alignmentGeometry Problem Solving | CodeCode Available | 3 | 5 |
