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  We introduce **Ovis2.6-80B-A3B**, the latest advancement in the Ovis series of Multimodal Large Language Models (MLLMs). Building on the strong foundation of Ovis2.5, Ovis2.6 upgrades the LLM backbone to a **Mixture-of-Experts (MoE)** architecture, delivering superior multimodal performance at a fraction of the serving cost. It also brings major improvements in long-context and high-resolution understanding, visual reasoning with active image analysis, and information-dense document comprehension.
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- <img src="https://cdn-uploads.huggingface.co/production/uploads/658a8a837959448ef5500ce5/IPsQk8gTTMD-ipTye3WED.png" width="100%" />
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  ## Key Features
 
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  We introduce **Ovis2.6-80B-A3B**, the latest advancement in the Ovis series of Multimodal Large Language Models (MLLMs). Building on the strong foundation of Ovis2.5, Ovis2.6 upgrades the LLM backbone to a **Mixture-of-Experts (MoE)** architecture, delivering superior multimodal performance at a fraction of the serving cost. It also brings major improvements in long-context and high-resolution understanding, visual reasoning with active image analysis, and information-dense document comprehension.
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  <div align="center">
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  ## Key Features