Multimodal Reasoning on MMMU (Strict Accuracy, Standard Accuracy, False Positive)
54.67Strict AccuracyAutoRubric
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AutoRubric2025.10 | 54.67 | 56.56 | -1.89 | |
| NoisyRollout2025.10 | 53.22 | 56.11 | -2.89 | |
| VL-Rethinker2025.10 | 52.22 | 57.11 | -4.89 | |
| VL-Reasoner2025.10 | 52 | 56.22 | -4.22 | |
| MM-Eureka2025.10 | 51 | 52.78 | -1.78 | |
| Perception-R12025.10 | 50.89 | 52.89 | -2 | |
| ThinkLite-VL2025.10 | 50.56 | 53.67 | -3.11 | |
| Qwen2.5-VL-7B2025.10 | 49.8 | 55 | -5.2 | |
| VLAA-Thinker2025.10 | 48 | 52.33 | -4.33 | |
| Vision-G12025.10 | 47.67 | 53.78 | -6.11 | |
| R1-VL2025.10 | 42 | 46.56 | -4.56 |