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NetraEmbed

Visual Document Retrieval
Transformers
Safetensors
gemma3
any-to-any
vision-language
retrieval
multimodal
multilingual
document-retrieval
matryoshka-embeddings
dense-retrieval
22-languages
Eval Results
text-generation-inference
Model card Files
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  [![Blog](https://img.shields.io/badge/Blog-CognitiveLab-blue)](https://www.cognitivelab.in/blog/introducing-netraembed)
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  [![Demo](https://img.shields.io/badge/Demo-Try%20it%20out-green)](https://huggingface.co/spaces/AdithyaSK/NetraEmbed)
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  [![Colab](https://img.shields.io/badge/Colab-Run%20Code-F9AB00?logo=googlecolab&logoColor=white)](https://huggingface.co/Cognitive-Lab/NetraEmbed/blob/main/NetraEmbed_InferenceDemo.ipynb)
 
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  **NetraEmbed** is a state-of-the-art multilingual multimodal embedding model for visual document retrieval with Matryoshka representation learning, powered by the Gemma3 backbone.
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  [![Blog](https://img.shields.io/badge/Blog-CognitiveLab-blue)](https://www.cognitivelab.in/blog/introducing-netraembed)
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  [![Demo](https://img.shields.io/badge/Demo-Try%20it%20out-green)](https://huggingface.co/spaces/AdithyaSK/NetraEmbed)
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  [![Colab](https://img.shields.io/badge/Colab-Run%20Code-F9AB00?logo=googlecolab&logoColor=white)](https://huggingface.co/Cognitive-Lab/NetraEmbed/blob/main/NetraEmbed_InferenceDemo.ipynb)
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+ [![Colab](https://img.shields.io/badge/Colab-Gradio%20Demo-F9AB00?logo=googlecolab&logoColor=white)](https://huggingface.co/Cognitive-Lab/NetraEmbed/blob/main/NetraEmbed_Gradio_Demo_final.ipynb)
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  **NetraEmbed** is a state-of-the-art multilingual multimodal embedding model for visual document retrieval with Matryoshka representation learning, powered by the Gemma3 backbone.
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