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## Benchmark
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| Category | Benchmark | Aria | Pixtral 12B | Llama3.2 11B | GPT-4o mini | Gemini-1.5 Flash |
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| **Knowledge (Multimodal)** | MMMU | 54.9 | 52.5 |
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| **Math (Multimodal)** | MathVista | 66.1 | 58.0 | 51.5 | - | 63.
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| **Document** | DocQA | 92.6 | 90.7 | 84.4 | - | 89.9 |
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| **Chart** | ChartQA | 86.4 | 81.8 |
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| **Scene Text** | TextVQA | 81.1 | - | - | - | 78.7 |
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| **General Visual QA** | MMBench-1.1 | 80.3 | - | - | 76.0 | - |
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| **Video Understanding** | LongVideoBench | 66.6 | 47.4 | 45.7 | 58.8 | 62.4 |
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## Benchmark
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| Category | Benchmark | Aria | Pixtral 12B | Llama3.2 11B | GPT-4o mini | Gemini-1.5 Flash |
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| **Knowledge (Multimodal)** | MMMU | 54.9 | 52.5 | 50.7 | 59.4 | 56.1 |
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| **Math (Multimodal)** | MathVista | 66.1 | 58.0 | 51.5 | - | 63.9 |
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| **Document** | DocQA | 92.6 | 90.7 | 84.4 | - | 89.9 |
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| **Chart** | ChartQA | 86.4 | 81.8 | 83.4 | - | 85.4 |
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| **Scene Text** | TextVQA | 81.1 | - | - | - | 78.7 |
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| **General Visual QA** | MMBench-1.1 | 80.3 | - | - | 76.0 | - |
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| **Video Understanding** | LongVideoBench | 66.6 | 47.4 | 45.7 | 58.8 | 62.4 |
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