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README.md

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-vdr-2b-v1 is an english only embedding model designed for visual document retrieval. This model is designed to encode document page screenshots into dense single-vector representations, this will effectively allow to search and query visually rich documents without the need for any OCR, data extraction pipelines, chunking...
+vdr-2b-v1 is an english only embedding model designed for visual document retrieval. It encodes document page screenshots into dense single-vector representations, this will effectively allow to search and query visually rich multilingual documents without the need for any OCR, data extraction pipelines, chunking...
 
 - **Trained on the 🇬🇧 English vdr-multi-train subset:** extensive training dataset of 100k high-quality english samples.