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README.md
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@@ -51,6 +51,18 @@ With **29B** parameters, **Ovis1.6-Gemma2-27B** achieves exceptional performance
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<img src="https://cdn-uploads.huggingface.co/production/uploads/658a8a837959448ef5500ce5/Jg89qOB1Qtai7W_6WF-vG.png" width="100%" />
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## Usage
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Below is a code snippet to run Ovis with multimodal inputs. For additional usage instructions, including inference wrapper and Gradio UI, please refer to [Ovis GitHub](https://github.com/AIDC-AI/Ovis?tab=readme-ov-file#inference).
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```bash
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<img src="https://cdn-uploads.huggingface.co/production/uploads/658a8a837959448ef5500ce5/Jg89qOB1Qtai7W_6WF-vG.png" width="100%" />
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</div>
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We have also evaluated Ovis on other popular multimodal benchmarks, and the results are as follows:
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|Benchmark | Ovis1.6-Gemma2-27B |
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|ChartQA<sub>test</sub> | 85.3 (max_partition=18)|
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|InfoVQA<sub>test</sub> | 79.8 (max_partition=18)|
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|DocVQA<sub>test</sub> | 93.6 (max_partition=18)|
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|RealWorldQA | 72.7 |
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|MME | 2336.1 |
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|SEEDBench2_Plus | 71.1 |
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|MathVision | 20.6 |
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## Usage
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Below is a code snippet to run Ovis with multimodal inputs. For additional usage instructions, including inference wrapper and Gradio UI, please refer to [Ovis GitHub](https://github.com/AIDC-AI/Ovis?tab=readme-ov-file#inference).
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```bash
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