Multi-modal Visual Reasoning on VKnowU
93Overall AccuracyHuman Performance
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Human PerformanceType=Reference2025.11 | 93 | 97.5 | 93.5 | 96.8 | 95.4 | 95.8 | 87.9 | 88.1 | 89.2 | 93.6 | 90.6 | |
| Gemini-3.0-ProAccess=Proprietary2025.11 | 76.3 | 58 | 90 | 91.6 | 56 | 73.9 | 74.8 | 73.6 | 81.7 | 81.8 | 78.5 | |
| Gemini-3.0-FlashAccess=Proprietary2025.11 | 76.1 | 60.5 | 84 | 94.2 | 53.4 | 73 | 73.7 | 77.7 | 85 | 80 | 78.8 | |
| InternVL3.5-241B-A28BAccess=Open-Source, Size=241B2025.11 | 74.6 | 52.5 | 67.5 | 85.8 | 60.6 | 66.4 | 81.6 | 77.2 | 84.2 | 83.6 | 81.9 | |
| InternVL3.5-38BAccess=Open-Source, Size=38B2025.11 | 72.7 | 49 | 61 | 82.6 | 59.1 | 62.7 | 77.9 | 76.1 | 82.5 | 85.4 | 81.4 | |
| InternVL3.5-38B-ThinkAccess=Open-Source, Size=38B2025.11 | 71.9 | 49 | 66.5 | 79 | 54.9 | 62.2 | 80.5 | 76.1 | 80.8 | 82.1 | 80.3 | |
| InternVL3.5-30B-A3BAccess=Open-Source, Size=30B2025.11 | 71.5 | 49.5 | 65 | 82.1 | 62.7 | 64.6 | 75.8 | 77.2 | 81.7 | 77.2 | 77.5 | |
| Gemini-2.5-ProAccess=Proprietary2025.11 | 71.1 | 55 | 82 | 88.4 | 55.4 | 70.1 | 71.6 | 73.1 | 75.8 | 70.3 | 72 | |
| Qwen2.5-VL-72B-InstructAccess=Open-Source, Size=72B2025.11 | 70.1 | 59 | 64.5 | 86.3 | 40.9 | 62.6 | 76.8 | 79.7 | 82.5 | 73.3 | 76.7 | |
| LLaVA-Video-72BAccess=Open-Source, Size=72B2025.11 | 69.9 | 57 | 65.5 | 86 | 44.5 | 63.1 | 78 | 72.6 | 84.2 | 73.8 | 75.8 | |
| Qwen3-VL-8B-InstructAccess=Open-Source, Size=8B2025.11 | 69 | 51.5 | 57.5 | 83.7 | 57 | 62.2 | 76.8 | 75.6 | 80 | 72.3 | 75 | |
| Gemini-2.5-FlashAccess=Proprietary2025.11 | 68.8 | 56 | 80 | 90 | 51.8 | 69.3 | 76.8 | 65.5 | 74.2 | 63.6 | 68.2 | |
| GLM-4.6V-FlashAccess=Open-Source2025.11 | 68.4 | 56 | 70.5 | 82.1 | 57 | 66.3 | 76.8 | 70 | 80.8 | 64.1 | 70.3 | |
| MiMo-VL-7B-RLAccess=Open-Source, Size=7B2025.11 | 68 | 56 | 66 | 80.5 | 49.2 | 62.8 | 78.4 | 75.6 | 80.8 | 65.4 | 72.5 | |
| GLM-4.1V-9B-ThinkingAccess=Open-Source, Size=9B2025.11 | 67.6 | 54 | 66.5 | 80.5 | 47 | 61.9 | 72.5 | 73.1 | 80.8 | 69.8 | 72.6 | |
| Qwen3-VL-4B-InstructAccess=Open-Source, Size=4B2025.11 | 67.6 | 52 | 53 | 84.2 | 54.9 | 60.8 | 76.8 | 73.6 | 79.2 | 70.3 | 73.6 | |
| InternVL3.5-8B-ThinkAccess=Open-Source, Size=8B2025.11 | 67.6 | 50.5 | 63 | 80.5 | 42 | 58.9 | 76.3 | 74.1 | 78.3 | 74.1 | 75.1 | |
| LLaVA-OV-72BAccess=Open-Source, Size=72B2025.11 | 66.9 | 56 | 60 | 83 | 41 | 59.9 | 76 | 71.6 | 83.3 | 69 | 73 | |
| InternVL3.5-8BAccess=Open-Source, Size=8B2025.11 | 66.9 | 50.5 | 58 | 78.9 | 44.6 | 57.9 | 75.3 | 75.6 | 75.8 | 73.8 | 74.8 | |
| GPT-5-miniAccess=Proprietary2025.11 | 66.7 | 56.5 | 77 | 87.9 | 52.3 | 68.3 | 69.5 | 60.9 | 75.8 | 62.3 | 65.3 | |
| MiniCPM-V 4.5Access=Open-Source2025.11 | 65.9 | 50 | 58.5 | 83.5 | 39 | 57.6 | 78.5 | 77.2 | 76.7 | 72.5 | 73.1 | |
| GPT-4oAccess=Proprietary2025.11 | 65.7 | 55 | 74 | 84.7 | 42.5 | 64 | 74.7 | 63.5 | 65 | 65.9 | 67.1 | |
| LLaVA-Video-7BAccess=Open-Source, Size=7B2025.11 | 64.7 | 50.5 | 56.5 | 79 | 42 | 56.9 | 72.5 | 69.5 | 80 | 69.5 | 71.5 | |
| mPLUG-Owl3-7BAccess=Open-Source, Size=7B2025.11 | 64.2 | 57 | 55 | 72.6 | 36.3 | 55.2 | 77.9 | 73.1 | 79.2 | 66.7 | 72.1 | |
| Qwen2.5-VL-7B-InstructAccess=Open-Source, Size=7B2025.11 | 64 | 48 | 53 | 82.6 | 35.2 | 54.5 | 79.5 | 75.1 | 77.5 | 65.6 | 72.2 | |
| LLaVA-OV-7BAccess=Open-Source, Size=7B2025.11 | 63.3 | 52.5 | 56 | 83 | 38 | 57.2 | 73 | 72.1 | 75.8 | 62.5 | 68.6 | |
| MiniCPM-V 2.6Access=Open-Source2025.11 | 62.3 | 53 | 51.5 | 76.5 | 36.5 | 54.3 | 74 | 66.5 | 75 | 66.5 | 69.2 | |
| Qwen2.5-VL-3B-InstructAccess=Open-Source, Size=3B2025.11 | 61.1 | 50 | 57 | 77.9 | 38.3 | 55.7 | 71.6 | 73.1 | 71.7 | 57.4 | 65.8 | |
| VideoLLaMA2-7BAccess=Open-Source, Size=7B2025.11 | 55.7 | 46 | 53 | 51.1 | 40.9 | 47.8 | 68.4 | 64.5 | 57.5 | 60.5 | 62.7 | |
| Random GuessType=Reference2025.11 | 37.4 | 50 | 50 | 50 | 31.9 | 45.5 | 50 | 25 | 25 | 25 | 30.3 |