Multilingual Mathematical Reasoning on MMLU Pro Xmath
79.9FR SLC&AccPCS
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCSBackbone=Qwen3-8B-Base2026.07 | 79.9 | 83.1 | 98 | 78.3 | 81.2 | 97.4 | 76.8 | 77.2 | 99.4 | 75.5 | 77.4 | 98.4 | 75.2 | 75.9 | 99.5 | 77.1 | — | — | 85.4 | |
| RLC-RLBackbone=Qwen3-8B-Base2026.07 | 75.2 | 80.5 | 97.5 | 74.5 | 80.6 | 96.3 | 74.9 | 75 | 99.7 | 70.8 | 74.1 | 97.8 | 75.4 | 75.6 | 99.8 | 74.2 | — | — | 83.2 | |
| M-ThinkerBackbone=Qwen3-8B-Base2026.07 | 58.4 | 79.6 | 92.6 | 53.7 | 80.3 | 91.3 | 74.6 | 76.2 | 97.6 | 69.8 | 78.3 | 94.7 | 74 | 77.7 | 96.7 | 66.1 | — | — | 83.4 | |
| SFTBackbone=Qwen3-8B-Base2026.07 | 41.5 | 65.6 | 90.5 | 30.3 | 66.3 | 80.4 | 0.4 | 0.4 | 99 | 8.6 | 10 | 95.9 | 54.5 | 54.7 | 99.4 | 27.1 | — | — | 65.9 | |
| Prefix ControlBackbone=Qwen3-8B-Base2026.07 | 39.5 | 48.4 | 90.4 | 40.7 | 45.8 | 94.3 | 28.9 | 29.1 | 98.5 | 23.3 | 24 | 98.1 | 39.5 | 39.8 | 99 | 34.4 | — | — | 55.8 | |
| Naive-RLBackbone=Qwen3-8B-Base2026.07 | 1.7 | 82.6 | 16.6 | 1.3 | 82.9 | 22.3 | 0.7 | 80.3 | 14.1 | 2 | 79.9 | 30.2 | 2 | 80.4 | 20.5 | 1.5 | — | — | 85.7 | |
| Qwen3-8BBackbone=Qwen3-8B-Base2026.07 | 0.1 | 51.7 | 20.6 | 0 | 42.4 | 19.6 | 0 | 44.1 | 19.2 | 0.1 | 38.3 | 19.8 | 0 | 50.9 | 21.8 | 0 | — | — | 57 | |
| Prompt ControlBackbone=Qwen3-8B-Base2026.07 | 0 | 68 | 24.7 | 0.2 | 67.7 | 24.3 | 0 | 65.1 | 25 | 0.2 | 67.5 | 24.3 | 1.3 | 58.6 | 27.1 | 0.4 | — | — | 55.3 |