Mathematical Reasoning on Minerva Math (Avg@16, P@16)
30.43Average@16PriFT-mass
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PriFT-massBackbone=Qwen3-Base (8B)2026.06 | 30.43 | 54.78 | |
| DFTBackbone=Qwen3-Base (8B)2026.06 | 29.38 | 49.63 | |
| TALRBackbone=Qwen2.5-Math (7B)2026.06 | 29.12 | 45.59 | |
| TALRBackbone=Qwen3-Base (8B)2026.06 | 28.5 | 49.26 | |
| ASFTBackbone=Qwen3-Base (8B)2026.06 | 28.07 | 51.84 | |
| PriFT-probBackbone=Qwen3-Base (8B)2026.06 | 28.03 | 54.41 | |
| DFTBackbone=Qwen2.5-Math (7B)2026.06 | 27.55 | 42.65 | |
| IDFTBackbone=Qwen2.5-Math (7B)2026.06 | 27.04 | 41.18 | |
| PriFT-massBackbone=Qwen2.5-Math (7B)2026.06 | 26.71 | 54.04 | |
| PriFT-probBackbone=Qwen2.5-Math (7B)2026.06 | 26.4 | 52.21 | |
| ASFTBackbone=Qwen2.5-Math (7B)2026.06 | 24.82 | 51.84 | |
| IDFTBackbone=Qwen3-Base (8B)2026.06 | 24.2 | 37.87 | |
| TALRModel=Qwen2.5-Math (1.5B)2026.06 | 22.96 | 44.85 | |
| IDFTModel=Qwen2.5-Math (1.5B)2026.06 | 22.21 | 42.65 | |
| DFTModel=Qwen2.5-Math (1.5B)2026.06 | 21.74 | 44.12 | |
| SFTBackbone=Qwen3-Base (8B)2026.06 | 20.82 | 56.62 | |
| OriginalBackbone=Qwen3-Base (8B)2026.06 | 20.61 | 54.41 | |
| PriFT-massModel=DeepSeekMath (7B)2026.06 | 20.51 | 50 | |
| EAFTBackbone=Qwen3-Base (8B)2026.06 | 19.4 | 55.15 | |
| PriFT-probModel=DeepSeekMath (7B)2026.06 | 19.14 | 49.26 | |
| PriFT-massModel=Qwen2.5-Math (1.5B)2026.06 | 19.09 | 47.79 | |
| EAFTBackbone=Qwen2.5-Math (7B)2026.06 | 18.84 | 52.94 | |
| PriFT-probModel=Qwen2.5-Math (1.5B)2026.06 | 18.17 | 48.9 | |
| PretrainedModel=DeepSeekMath (7B)2026.06 | 17.94 | 49.63 | |
| DFTModel=DeepSeekMath (7B)2026.06 | 17.4 | 37.5 | |
| SFTBackbone=Qwen2.5-Math (7B)2026.06 | 17.26 | 50.74 | |
| ASFTModel=Qwen2.5-Math (1.5B)2026.06 | 16.99 | 46.69 | |
| PriFT-massModel=Qwen2.5-Instruct (1.5B)2026.06 | 16.84 | 40.81 | |
| PriFT-probModel=Qwen2.5-Instruct (1.5B)2026.06 | 14.59 | 40.07 | |
| OriginalBackbone=Qwen2.5-Math (7B)2026.06 | 12.99 | 49.63 | |
| SFTModel=Qwen2.5-Math (1.5B)2026.06 | 12.63 | 41.91 | |
| DFTModel=Qwen2.5 (1.5B)2026.06 | 12.49 | 33.46 | |
| EAFTModel=Qwen2.5-Math (1.5B)2026.06 | 12.41 | 40.81 | |
| DFTModel=Qwen2.5-Instruct (1.5B)2026.06 | 12.37 | 30.15 | |
| PretrainedModel=Qwen2.5-Instruct (1.5B)2026.06 | 12.06 | 37.13 | |
| SFTModel=DeepSeekMath (7B)2026.06 | 11.14 | 40.07 | |
| PriFT-massModel=Qwen2.5 (1.5B)2026.06 | 11.04 | 33.46 | |
| PriFT-probModel=Qwen2.5 (1.5B)2026.06 | 9.01 | 34.19 | |
| OriginalModel=Qwen2.5-Math (1.5B)2026.06 | 8.56 | 39.71 | |
| SFTModel=Qwen2.5-Instruct (1.5B)2026.06 | 4.61 | 25.74 | |
| SFTModel=Qwen2.5 (1.5B)2026.06 | 4.15 | 24.26 | |
| PretrainedModel=Qwen2.5 (1.5B)2026.06 | 1.61 | 16.54 |