Visual Understanding on MMMB
81.41Accuracy (Clean)Robust-R1 (SFT and RL)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Robust-R1 (SFT and RL)Category=Ours, Training Mode=SFT and RL2025.12 | 81.41 | 79.49 | 79.04 | 75.35 | |
| Robust-R1 (SFT)Category=Ours, Training Mode=SFT2025.12 | 80.85 | 79.45 | 78.68 | 74.94 | |
| Qwen2.5-VL-3BCategory=General MLLM2025.12 | 80.6 | 79.19 | 78.68 | 74.5 | |
| InternVL-4BCategory=General MLLM2025.12 | 77.97 | 77.47 | 76.66 | 74.59 | |
| Gemma3-4BCategory=General MLLM2025.12 | 71.01 | 70.3 | 70.2 | 69.14 | |
| Robust CLIPCategory=Robust MLLM2025.12 | 58.83 | 58.28 | 57.97 | 53.33 | |
| TeCoACategory=Robust MLLM2025.12 | 57.17 | 65.71 | 56.11 | 51.76 |