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@@ -18,13 +18,14 @@ We're excited to unveil **Qwen2-VL**, the latest iteration of our Qwen-VL model,
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  #### Key Enhancements:
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- * **Enhanced Image Comprehension**: We've significantly improved the model's ability to understand and interpret visual information, setting new benchmarks across key performance metrics.
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- * **Advanced Video Understanding**: Qwen2-VL now features superior online streaming capabilities, enabling real-time analysis of dynamic video content with remarkable accuracy.
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- * **Integrated Visual Agent Functionality**: Our model now seamlessly incorporates sophisticated system integration, transforming Qwen2-VL into a powerful visual agent capable of complex reasoning and decision-making.
 
 
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- * **Expanded Multilingual Support**: We've broadened our language capabilities to better serve a diverse global user base, making Qwen2-VL more accessible and effective across different linguistic contexts.
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  #### Model Architecture Updates:
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  #### Key Enhancements:
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+ * **SoTA understanding of images of various resolution & ratio**: Qwen2-VL achieves state-of-the-art performance on visual understanding benchmarks, including MathVista, DocVQA, RealworldQA, MMBench, etc.
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+ * **Understanding videos of 20min+**: with the online streaming capabilities, Qwen2-VL can understand long videos by high-quality video-based question answering, dialog, content creation, etc.
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+ * **Agent that can operate your mobiles, robots, ...**: with the abilities of complex reasoning and decision making, Qwen2-VL can be integrated with devices like mobile phones, robots, etc., for automatic operation based on visual environment and text instructions.
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+ * **Multilingual Support**: to serve global users, besides English and Chinese, Qwen2-VL now supports the understanding of texts in different languages inside images, including most European languages, Japanese, Korean, Arabic, Vietnamese, etc.
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  #### Model Architecture Updates:
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