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Aria

Image-Text-to-Text
Transformers
Safetensors
English
aria
text-generation
multimodal
conversational
custom_code
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  | Aria | < HF link - TBD> | • Activation: 3.9B (3.5B MoE + 0.4B Visual Encoder) <br> • Total: 25.3B | 64K | -->
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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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- |-------------------------------------|-------------------|-------|-------------|--------------|-------------|------------------|
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- | **Knowledge (Multimodal)** | MMMU | 54.9 | 52.5 | 49.6 | 59.4 | 56.1 |
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- | **Math (Multimodal)** | MathVista | 66.1 | 58.0 | 51.5 | - | 63.8 |
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- | **Document** | DocQA | 92.6 | 90.7 | 84.4 | - | 89.9 |
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- | **Chart** | ChartQA | 86.4 | 81.8 | 78.7 | - | 85.4 |
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- | **Scene Text** | TextVQA | 81.1 | - | 78.2 | - | 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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- | **Knowledge (Language)** | MMLU (5-shot) | 73.3 | 69.2 | 69.4 | - | 78.9 |
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- | **Math (Language)** | MATH | 50.8 | 48.1 | 51.9 | 70.2 | - |
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- | **Reasoning (Language)** | ARC Challenge | 91.0 | - | 83.4 | 96.4 | - |
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- | **Coding** | HumanEval | 73.2 | 72.0 | 72.6 | 87.2 | 74.3 |
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  ## Quick Start
 
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  | Aria | < HF link - TBD> | • Activation: 3.9B (3.5B MoE + 0.4B Visual Encoder) <br> • Total: 25.3B | 64K | -->
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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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+ |-------------------------------------|-------------------|--------|-------------|--------------|-------------|------------------|
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+ | **Knowledge (Multimodal)** | MMMU | 54.9 | 52.5 | 49.6 | 59.4 | 56.1 |
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+ | **Math (Multimodal)** | MathVista | 66.1 | 58.0 | 51.5 | - | 63.8 |
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+ | **Document** | DocQA | 92.6 | 90.7 | 84.4 | - | 89.9 |
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+ | **Chart** | ChartQA | 86.4 | 81.8 | 78.7 | - | 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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+ | **Knowledge (Language)** | MMLU (5-shot) | 73.3 | 69.2 | 69.4 | - | 78.9 |
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+ | **Math (Language)** | MATH | 50.8 | 48.1 | 51.9 | 70.2 | - |
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+ | **Reasoning (Language)** | ARC Challenge | 91.0 | - | 83.4 | 96.4 | - |
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+ | **Coding** | HumanEval | 73.2 | 72.0 | 72.6 | 87.2 | 74.3 |
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  ## Quick Start