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  [![Logo](https://armalytix.s3.eu-west-2.amazonaws.com/TRUST+THE+COUNSEL+(1).png "Logo")](https://bynedocs.com "Logo")
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  We're glad to introduce one of the first document page embedding models, LayoutLM-Byne-v0.1.
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  With the rise of multimodal LLMs, there is a growing adoption of applying models directly to a document without pre-processing it first, as was done before with RAG. This approach is significantly more robust than text-only RAG on a large subset of documents, especially visually rich ones.
 
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  [![Logo](https://armalytix.s3.eu-west-2.amazonaws.com/TRUST+THE+COUNSEL+(1).png "Logo")](https://bynedocs.com "Logo")
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+ [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg 'Open in Colab')](https://colab.research.google.com/drive/1YkPtCOrXdDMTv_gm14VoZeofJoNRotzO?usp=sharing)
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  We're glad to introduce one of the first document page embedding models, LayoutLM-Byne-v0.1.
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  With the rise of multimodal LLMs, there is a growing adoption of applying models directly to a document without pre-processing it first, as was done before with RAG. This approach is significantly more robust than text-only RAG on a large subset of documents, especially visually rich ones.