Mathematical and Scientific Reasoning on MMK12
65.1MMK12 Math ScoreVL-Cogito-7B + LEAD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VL-Cogito-7B + LEADBackbone=VL-Cogito-7B, Decoding Strategy=LEAD2026.03 | 65.1 | 44.6 | 58.4 | 64.6 | |
| VL-Cogito-7BBackbone=VL-Cogito-7B2026.03 | 63.7 | 43.2 | 57.5 | 61.3 | |
| Vision-R1-7B + LEADBackbone=Vision-R1-7B, Decoding Strategy=LEAD2026.03 | 53.9 | 49.2 | 56.6 | 58.6 | |
| VL-Rethinker-7B + LEADBackbone=VL-Rethinker-7B, Decoding Strategy=LEAD2026.03 | 52.4 | 49.1 | 60.6 | 65.6 | |
| Vision-R1-7BBackbone=Vision-R1-7B2026.03 | 52.1 | 47.3 | 55.4 | 57.9 | |
| VL-Rethinker-7BBackbone=VL-Rethinker-7B2026.03 | 51.3 | 47.2 | 57.4 | 64.8 | |
| R1-Onevision-7B + LEADBackbone=R1-Onevision-7B, Decoding Strategy=LEAD2026.03 | 46.7 | 36.1 | 43.2 | 44.8 | |
| R1-Onevision-7BBackbone=R1-Onevision-7B2026.03 | 44.8 | 33.8 | 39.8 | 40.8 |