Visual Understanding on MMStar
65.9Accuracy (Clean)MM-Eureka-Qwen-7B
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MM-Eureka-Qwen-7BBase Model=Qwen2.5-VL-7B2025.09 | 65.9 | — | — | — | — | — | |
| VisionZero-Qwen-7B (Real-World)Base Model=Qwen2.5-VL-7B, Variant=Real-World2025.09 | 65.8 | — | — | — | — | — | |
| VisionZero-Qwen-7B (CLEVR)Base Model=Qwen2.5-VL-7B, Variant=CLEVR2025.09 | 65.2 | — | — | — | — | — | |
| VisionZero-Qwen-7B (Chart)Base Model=Qwen2.5-VL-7B, Variant=Chart2025.09 | 64.7 | — | — | — | — | — | |
| Qwen2.5-VL-7B-InstructBase Model=Qwen2.5-VL-7B2025.09 | 64.6 | — | — | — | — | — | |
| ViGaL-Snake+RotationBase Model=Qwen2.5-VL-7B2025.09 | 62.6 | — | — | — | — | — | |
| VLAA-Thinker-7BBase Model=Qwen2.5-VL-7B2025.09 | 60.4 | — | — | — | — | — | |
| OpenVLThinker-7BBase Model=Qwen2.5-VL-7B2025.09 | 59.1 | — | — | — | — | — | |
| R1-OneVision-7BBase Model=Qwen2.5-VL-7B2025.09 | 57.8 | — | — | — | — | — | |
| Robust-R1 (SFT and RL)Category=Ours, Training Mode=SFT and RL2025.12 | 56.86 | 54.4 | 53.6 | 49.53 | — | — | |
| Robust-R1 (SFT)Category=Ours, Training Mode=SFT2025.12 | 55.2 | 53 | 51.86 | 49.53 | — | — | |
| Qwen2.5-VL-3BCategory=General MLLM2025.12 | 54.73 | 52.9 | 51.86 | 48.66 | — | — | |
| InternVL-4BCategory=General MLLM2025.12 | 51.53 | 50.26 | 49.6 | 46.93 | — | — | |
| Gemma3-4BCategory=General MLLM2025.12 | 43.93 | 43.2 | 42.6 | 41.33 | — | — | |
| Robust CLIPCategory=Robust MLLM2025.12 | 33 | 32.26 | 31.8 | 29.46 | — | — | |
| TeCoACategory=Robust MLLM2025.12 | 30.46 | 30.6 | 30.73 | 28.06 | — | — | |
| BaseTeacher=Qwen3-VL-8B, Student=Qwen3-VL-2B, Training Data=Geometry3K, Temperature=1.0, Checkpoint Selection=Best checkpoint2026.05 | — | — | — | — | — | 56.1 | |
| CoLVR2026.05 | — | — | — | — | 61.47 | — | |
| CoT-SFTTeacher=Qwen3-VL-8B, Student=Qwen3-VL-2B, Training Data=Geometry3K, Temperature=1.0, Checkpoint Selection=Best checkpoint2026.05 | — | — | — | — | — | 57.1 | |
| GRPOTeacher=Qwen3-VL-8B, Student=Qwen3-VL-2B, Training Data=Geometry3K, Temperature=1.0, Checkpoint Selection=Best checkpoint2026.05 | — | — | — | — | — | 57.8 | |
| LVRSteps=82026.05 | — | — | — | — | 58.07 | — | |
| Mirage2026.05 | — | — | — | — | 55.27 | — | |
| Off-policy KDTeacher=Qwen3-VL-8B, Student=Qwen3-VL-2B, Training Data=Geometry3K, Temperature=1.0, Checkpoint Selection=Best checkpoint2026.05 | — | — | — | — | — | 57.4 | |
| OPDTeacher=Qwen3-VL-8B, Student=Qwen3-VL-2B, Training Data=Geometry3K, Temperature=1.0, Checkpoint Selection=Best checkpoint2026.05 | — | — | — | — | — | 59.7 | |
| PAPOTeacher=Qwen3-VL-8B, Student=Qwen3-VL-2B, Training Data=Geometry3K, Temperature=1.0, Checkpoint Selection=Best checkpoint2026.05 | — | — | — | — | — | 58 | |
| VA-OPDTeacher=Qwen3-VL-8B, Student=Qwen3-VL-2B, Training Data=Geometry3K, Temperature=1.0, Checkpoint Selection=Best checkpoint2026.05 | — | — | — | — | — | 59.9 |