Mathematical Reasoning on Minerva (Avg@k, Pass@k)
39.94Avg@kRPSFT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RPSFTBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 39.94 | 59.19 | |
| SFTBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 38.97 | 58.09 | |
| IWBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 36.76 | 55.14 | |
| DFTBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 35.94 | 52.94 | |
| IWBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=init2026.05 | 34.05 | 55.51 | |
| RPSFTBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=init2026.05 | 33.82 | 56.62 | |
| DFTBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=init2026.05 | 33.73 | 48.53 | |
| SFTBackbone=Qwen2.5-7B-Instruct, RL Fine-tuning Stage=init2026.05 | 31.52 | 58.09 | |
| SFTBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 29.09 | 51.47 | |
| IWBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 28.77 | 51.84 | |
| RPSFTBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 28.54 | 52.94 | |
| RPSFTBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=init2026.05 | 27.48 | 50.74 | |
| SFTBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=init2026.05 | 26.88 | 47.06 | |
| IWBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=init2026.05 | 26.75 | 48.16 | |
| DFTBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=init2026.05 | 26.56 | 42.28 | |
| RPSFTBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 26.47 | 50.37 | |
| SFTBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 25.32 | 47.79 | |
| IWBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 24.54 | 45.96 | |
| RPSFTBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=init2026.05 | 23.85 | 47.06 | |
| IWBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=init2026.05 | 23.71 | 45.22 | |
| DFTBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 23.67 | 39.71 | |
| DFTBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=DAPO2026.05 | 22.98 | 38.6 | |
| SFTBackbone=Qwen2.5-3B-Instruct, RL Fine-tuning Stage=init2026.05 | 22.75 | 47.42 | |
| DFTBackbone=Llama-3.1-8B-Instruct, RL Fine-tuning Stage=init2026.05 | 20.17 | 37.5 |