Mathematical Reasoning on MATH, Minerva, Olympiad, AIME24, AIME25, AMC23
70.65MATH ScoreRASFT
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RASFTBackbone=Qwen2.5-Math-7B2026.06 | 70.65 | 29.97 | 32.99 | 8.76 | 5.84 | 45.78 | 32.33 | |
| ProFiTBackbone=Qwen2.5-Math-7B2026.06 | 68.45 | 28.67 | 31.41 | 7.08 | 4.99 | 44.06 | 30.78 | |
| DFTBackbone=Qwen2.5-Math-7B2026.06 | 68.28 | 32.96 | 32.06 | 8.97 | 4.8 | 45.31 | 32.06 | |
| RASFTBackbone=Qwen2.5-Math-1.5B2026.06 | 66.39 | 23.59 | 27.1 | 7.92 | 3.96 | 37.34 | 27.72 | |
| ASFTBackbone=Qwen2.5-Math-7B2026.06 | 65.76 | 24.14 | 29.25 | 8.97 | 5.83 | 43.28 | 29.54 | |
| ASFTBackbone=Qwen2.5-Math-1.5B2026.06 | 60.89 | 20.18 | 24.11 | 4.37 | 4.37 | 36.09 | 25 | |
| DFTBackbone=Qwen2.5-Math-1.5B2026.06 | 60.58 | 20.41 | 22.42 | 4.79 | 3.32 | 33.59 | 24.19 | |
| ProFiTBackbone=Qwen2.5-Math-1.5B2026.06 | 58.4 | 22.79 | 22.84 | 3.74 | 2.28 | 32.97 | 23.84 | |
| SFTBackbone=Qwen2.5-Math-7B2026.06 | 51.52 | 17.49 | 16.38 | 1.88 | 1.04 | 27.97 | 19.38 | |
| SFTBackbone=Qwen2.5-Math-1.5B2026.06 | 40.69 | 11.27 | 10.28 | 1.66 | 0.41 | 16.56 | 13.48 | |
| BaseBackbone=Qwen2.5-Math-7B2026.06 | 32.39 | 7.92 | 9.01 | 7.29 | 1.87 | 19.22 | 12.95 | |
| BaseBackbone=Qwen2.5-Math-1.5B2026.06 | 23.21 | 5.82 | 13.24 | 1.87 | 1.46 | 18.28 | 10.65 | |
| ProFiTBackbone=Llama-3.2-3B2026.06 | 8.51 | 3.07 | 2.26 | 0.21 | 0.21 | 4.38 | 3.11 | |
| RASFTBackbone=Llama-3.2-3B2026.06 | 8.26 | 3.99 | 1.98 | 0.21 | 0.21 | 4.84 | 3.25 | |
| DFTBackbone=Llama-3.2-3B2026.06 | 7.71 | 3.07 | 2.03 | 0.21 | 0.21 | 2.19 | 2.57 | |
| SFTBackbone=Llama-3.2-3B2026.06 | 4.86 | 1.58 | 1.24 | 0 | 0 | 1.09 | 1.46 | |
| ASFTBackbone=Llama-3.2-3B2026.06 | 4.35 | 1.99 | 1.42 | 0.21 | 0.21 | 2.66 | 1.81 | |
| BaseBackbone=Llama-3.2-3B2026.06 | 1.51 | 1.15 | 0.86 | 0 | 0.41 | 1.56 | 0.92 |