Mathematical Reasoning on MATH-OAI (Avg@16/P@16)
73.83Avg@16PriFT-mass
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PriFT-massBackbone=Qwen2.5-Math (7B)2026.06 | 73.83 | 92.2 | |
| PriFT-probBackbone=Qwen2.5-Math (7B)2026.06 | 73.12 | 91.8 | |
| PriFT-massBackbone=Qwen3-Base (8B)2026.06 | 70.99 | 90.8 | |
| TALRBackbone=Qwen2.5-Math (7B)2026.06 | 69.7 | 88.2 | |
| IDFTBackbone=Qwen3-Base (8B)2026.06 | 69.7 | 82.8 | |
| DFTBackbone=Qwen3-Base (8B)2026.06 | 69.01 | 85.2 | |
| PriFT-probBackbone=Qwen3-Base (8B)2026.06 | 68.65 | 91.4 | |
| TALRBackbone=Qwen3-Base (8B)2026.06 | 68.6 | 88.8 | |
| DFTBackbone=Qwen2.5-Math (7B)2026.06 | 68.55 | 84.8 | |
| ASFTBackbone=Qwen2.5-Math (7B)2026.06 | 68.38 | 91.8 | |
| ASFTBackbone=Qwen3-Base (8B)2026.06 | 67.8 | 91.4 | |
| IDFTBackbone=Qwen2.5-Math (7B)2026.06 | 66.76 | 82.4 | |
| IDFTModel=Qwen2.5-Math (1.5B)2026.06 | 66.11 | 84.8 | |
| DFTModel=Qwen2.5-Math (1.5B)2026.06 | 64.21 | 87.2 | |
| TALRModel=Qwen2.5-Math (1.5B)2026.06 | 64.08 | 89 | |
| PriFT-probModel=Qwen2.5-Math (1.5B)2026.06 | 63.06 | 91.4 | |
| PriFT-massModel=Qwen2.5-Math (1.5B)2026.06 | 62.35 | 90.6 | |
| ASFTModel=Qwen2.5-Math (1.5B)2026.06 | 58.89 | 88 | |
| OriginalBackbone=Qwen3-Base (8B)2026.06 | 57.93 | 93.2 | |
| SFTBackbone=Qwen2.5-Math (7B)2026.06 | 54.17 | 89 | |
| EAFTBackbone=Qwen2.5-Math (7B)2026.06 | 53.11 | 87.8 | |
| EAFTBackbone=Qwen3-Base (8B)2026.06 | 53.1 | 88 | |
| PriFT-massModel=Qwen2.5-Instruct (1.5B)2026.06 | 52.78 | 83.4 | |
| SFTBackbone=Qwen3-Base (8B)2026.06 | 51.61 | 88.6 | |
| PriFT-probModel=Qwen2.5-Instruct (1.5B)2026.06 | 49.53 | 83.6 | |
| DFTModel=DeepSeekMath (7B)2026.06 | 46.65 | 76.6 | |
| DFTModel=Qwen2.5 (1.5B)2026.06 | 46.19 | 74 | |
| PretrainedModel=Qwen2.5-Instruct (1.5B)2026.06 | 45.89 | 83.6 | |
| DFTModel=Qwen2.5-Instruct (1.5B)2026.06 | 45.55 | 75 | |
| PriFT-probModel=DeepSeekMath (7B)2026.06 | 44.06 | 78.8 | |
| SFTModel=Qwen2.5-Math (1.5B)2026.06 | 43.38 | 82 | |
| PriFT-massModel=DeepSeekMath (7B)2026.06 | 43.34 | 77.4 | |
| PriFT-massModel=Qwen2.5 (1.5B)2026.06 | 43.33 | 79 | |
| EAFTModel=Qwen2.5-Math (1.5B)2026.06 | 42.88 | 81.2 | |
| PriFT-probModel=Qwen2.5 (1.5B)2026.06 | 41.54 | 78.4 | |
| OriginalBackbone=Qwen2.5-Math (7B)2026.06 | 40.53 | 89.8 | |
| PretrainedModel=DeepSeekMath (7B)2026.06 | 37.78 | 76.8 | |
| SFTModel=DeepSeekMath (7B)2026.06 | 32.91 | 74.4 | |
| OriginalModel=Qwen2.5-Math (1.5B)2026.06 | 30.19 | 84.2 | |
| SFTModel=Qwen2.5-Instruct (1.5B)2026.06 | 25.73 | 69.2 | |
| SFTModel=Qwen2.5 (1.5B)2026.06 | 25.59 | 68.6 | |
| PretrainedModel=Qwen2.5 (1.5B)2026.06 | 4.04 | 36.4 |