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README.md
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# webAI-Official/webAI-ColVec1-4b
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## ⚡ Summary
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**webAI-Official/webAI-ColVec1-4b** is a state-of-the-art [ColBERT](https://arxiv.org/abs/2407.01449)-style multimodal embedding model based on *[Qwen/Qwen3.5-4B](https://huggingface.co/Qwen/Qwen3.5-4B)*. It maps text queries, visual documents (images, PDFs) into aligned multi-vector embeddings.
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# webAI-Official/webAI-ColVec1-4b
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**!!! A new version of this model is available here [webAI-ColVec1.1-4b](https://huggingface.co/webAI-Official/webAI-ColVec1.1-4b) !!!**
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## ⚡ Summary
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**webAI-Official/webAI-ColVec1-4b** is a state-of-the-art [ColBERT](https://arxiv.org/abs/2407.01449)-style multimodal embedding model based on *[Qwen/Qwen3.5-4B](https://huggingface.co/Qwen/Qwen3.5-4B)*. It maps text queries, visual documents (images, PDFs) into aligned multi-vector embeddings.
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