Search-oriented Visual Question Answering on Search-oriented Benchmarks 1.0 (test val)
66.45InfoSeek ScoreGemini-3-Pro
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Gemini-3-ProWorkflow=Agentic Model (zero-shot), Type=Proprietary2025.12 | 66.45 | 69.06 | 74.27 | 4,852 | 72.61 | 75.91 | 59.69 | 86 | |
| GPT-5.2Workflow=Agentic Model (zero-shot), Type=Proprietary2025.12 | 65.55 | 67.64 | 66.08 | 4,820 | 68.78 | 78.18 | 65.99 | 80.67 | |
| SenseNova-MARS-32BWorkflow=Agentic Model, Type=Open-source2025.12 | 65.25 | 69.74 | 74.27 | 5,443 | 72.61 | 74.14 | 60.83 | 86.67 | |
| SenseNova-MARS-8BWorkflow=Agentic Model, Type=Open-source2025.12 | 61.7 | 64.2 | 67.84 | 4,164 | 67.11 | 70.19 | 56.22 | 84.67 | |
| Gemini-3-FlashWorkflow=Agentic Model (zero-shot), Type=Proprietary2025.12 | 61.1 | 61.26 | 62.57 | 4,164 | 64.89 | 67.92 | 48.06 | 82.67 | |
| GPT-4oWorkflow=Agentic Model (zero-shot), Type=Proprietary2025.12 | 59.55 | 55.09 | 49.12 | 3,016 | 66.34 | 63.67 | 40.09 | 76.67 | |
| Gemini-3-ProWorkflow=Direct Answer, Type=Proprietary2025.12 | 56.3 | 55.87 | 62.57 | 2,689 | 59.22 | 64.07 | 40.06 | 82 | |
| GPT-5Workflow=Agentic Model (zero-shot), Type=Proprietary2025.12 | 55.95 | 60.12 | 52.63 | 3,836 | 62.61 | 70.58 | 56.02 | 84.67 | |
| MMSearch-R1Workflow=Agentic Model, Type=Open-source2025.12 | 55.1 | 52.49 | 53.8 | 2,033 | 58.4 | 57.4 | 48.4 | 74 | |
| Gemini-3-FlashWorkflow=Direct Answer, Type=Proprietary2025.12 | 54.85 | 53.68 | 57.31 | 2,197 | 56.5 | 63.57 | 38.9 | 82.67 | |
| GPT-5Workflow=Direct Answer, Type=Proprietary2025.12 | 54.15 | 50.24 | 35.09 | 2,262 | 54.39 | 61.7 | 44.39 | 79.33 | |
| Gemini-2.5-FlashWorkflow=Agentic Model (zero-shot), Type=Proprietary2025.12 | 53.7 | 58.05 | 59.06 | 4,000 | 61.72 | 68.81 | 47.75 | 75.33 | |
| GPT-4oWorkflow=Direct Answer, Type=Proprietary2025.12 | 52.9 | 42.38 | 23.39 | 1,311 | 48 | 51.73 | 28.18 | 79.33 | |
| DeepEyesV2Workflow=Agentic Model, Type=Open-source2025.12 | 51.1 | — | 63.7 | — | 60.6 | 59.4 | — | — | |
| GPT-5.2Workflow=Direct Answer, Type=Proprietary2025.12 | 50.4 | 50.92 | 43.27 | 2,492 | 50.94 | 59.92 | 47 | 80 | |
| Qwen2.5-VL-32B-InstructWorkflow=Agentic Model (zero-shot), Type=Open-source2025.12 | 50.1 | 53.45 | 49.71 | 3,344 | 52.22 | 65.15 | 42.17 | 81.33 | |
| Qwen3-VL-32B-InstructWorkflow=Agentic Model (zero-shot), Type=Open-source2025.12 | 49.85 | 53.82 | 49.12 | 3,443 | 54.28 | 64.17 | 42.87 | 82 | |
| DeepMMSearch-R1Workflow=Agentic Model, Type=Open-source2025.12 | 47.51 | — | — | — | — | 55.87 | — | — | |
| Qwen3-VL-8B-InstructWorkflow=Agentic Model (zero-shot), Type=Open-source2025.12 | 46.15 | 51.52 | 47.37 | 2,787 | 53.61 | 62.29 | 39.37 | 84 | |
| Gemini-2.5-FlashWorkflow=Direct Answer, Type=Proprietary2025.12 | 44.1 | 40.87 | 21.64 | 754 | 43.78 | 55.48 | 31.57 | 82 | |
| GPT-4o-miniWorkflow=Agentic Model (zero-shot), Type=Proprietary2025.12 | 42.35 | 45.65 | 38.6 | 2,623 | 50 | 50.84 | 31.54 | 80 | |
| Visual-ARFTWorkflow=Agentic Model, Type=Open-source2025.12 | 37.95 | 40.13 | 34.5 | 2,492 | 41.72 | 42.45 | 25.4 | 74 | |
| Qwen2.5-VL-32B-InstructWorkflow=Direct Answer, Type=Open-source2025.12 | 36.65 | 32.01 | 11.7 | 393 | 30.5 | 48.57 | 21.4 | 71.33 | |
| GPT-4o-miniWorkflow=Direct Answer, Type=Proprietary2025.12 | 35.95 | 33.08 | 15.79 | 131 | 36.83 | 44.42 | 24.63 | 72.66 | |
| Qwen2.5-VL-7B-InstructWorkflow=Direct Answer, Type=Open-source2025.12 | 31.95 | 27.7 | 7.6 | 58 | 26.28 | 47.88 | 19.63 | 60 | |
| Qwen3-VL-32B-InstructWorkflow=Direct Answer, Type=Open-source2025.12 | 28.95 | 35.22 | 16.96 | 1,902 | 32.17 | 45.9 | 31.59 | 72.67 | |
| Qwen2.5-VL-7B-InstructWorkflow=Agentic Model (zero-shot), Type=Open-source2025.12 | 28.8 | 35.5 | 32.16 | 1,934 | 36 | 42.35 | 22.52 | 67.33 | |
| Qwen3-VL-8B-InstructWorkflow=Direct Answer, Type=Open-source2025.12 | 23.15 | 29.24 | 11.7 | 1,213 | 24.22 | 42.94 | 23.18 | 67.33 |