Multilingual Mathematical Reasoning on MMATH
41.2FR Accuracy and SLCPCS
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PCSBackbone=Qwen3-8B-Base2026.07 | 41.2 | 42.6 | 98 | 37.2 | 39.2 | 97.1 | 36.8 | 38.1 | 98.3 | 33.6 | 33.8 | 98.9 | 36.7 | 37.6 | 95.6 | 37.1 | — | — | 45 | |
| M-ThinkerBackbone=Qwen3-8B-Base2026.07 | 33.2 | 41.6 | 93.9 | 36.4 | 41.2 | 93.7 | 35.1 | 36.6 | 95.7 | 31.9 | 37.7 | 92.7 | 33.1 | 36.8 | 92.1 | 34 | — | — | 45.4 | |
| RLC-RLBackbone=Qwen3-8B-Base2026.07 | 30.9 | 35 | 96.5 | 32.9 | 35.1 | 97 | 30.9 | 30.9 | 99.7 | 26.8 | 28.1 | 98.2 | 29.5 | 29.8 | 99.8 | 30.2 | — | — | 39.8 | |
| Prefix ControlBackbone=Qwen3-8B-Base2026.07 | 22.9 | 30.6 | 87.1 | 26.7 | 30.2 | 94.3 | 19.2 | 19.8 | 98.4 | 21.2 | 22.4 | 95.9 | 20.9 | 21 | 98.9 | 22.2 | — | — | 24.1 | |
| SFTBackbone=Qwen3-8B-Base2026.07 | 14.1 | 32.2 | 83.1 | 12.8 | 34.3 | 70.5 | 9.8 | 9.8 | 99 | 20.8 | 23.3 | 92.5 | 25.3 | 25.4 | 99.4 | 16.6 | — | — | 25.9 | |
| Naive-RLBackbone=Qwen3-8B-Base2026.07 | 0.1 | 41.6 | 6.5 | 0.2 | 39.5 | 9 | 0.1 | 40.3 | 3.7 | 0.2 | 38.8 | 10.1 | 0.1 | 39.9 | 7.1 | 0.1 | — | — | 46.1 | |
| Qwen3-8BBackbone=Qwen3-8B-Base2026.07 | 0 | 27 | 8.1 | 0 | 25 | 6.7 | 0.1 | 23.1 | 6.3 | 0 | 22.4 | 5.9 | 0 | 22.7 | 6.4 | 0 | — | — | 24.2 | |
| Prompt ControlBackbone=Qwen3-8B-Base2026.07 | 0 | 30.1 | 10.2 | 0.2 | 28.1 | 9.4 | 0 | 22 | 7.9 | 0 | 23.6 | 8.9 | 2.7 | 21.8 | 17.8 | 0.6 | — | — | 25.8 |