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| Let's Verify Step by Step | May 31, 2023 | Active LearningMath | CodeCode Available | 4 |
| ReFT: Reasoning with Reinforced Fine-Tuning | Jan 17, 2024 | GSM8KMath | CodeCode Available | 4 |
| Skywork Open Reasoner 1 Technical Report | May 28, 2025 | MathReinforcement Learning (RL) | CodeCode Available | 4 |
| PAL: Program-aided Language Models | Nov 18, 2022 | Arithmetic ReasoningGSM8K | CodeCode Available | 3 |
| Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling | Feb 10, 2025 | Math | CodeCode Available | 3 |
| Noise Contrastive Alignment of Language Models with Explicit Rewards | Feb 8, 2024 | Language ModellingMath | CodeCode Available | 3 |
| MM-Vet v2: A Challenging Benchmark to Evaluate Large Multimodal Models for Integrated Capabilities | Aug 1, 2024 | MathMM-Vet | CodeCode Available | 3 |
| Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning | May 1, 2024 | ARCGSM8K | CodeCode Available | 3 |
