✨NanoVDR: Distilling a 2B Vision-Language Retriever into a 70M Text-Only Encoder for Visual Document Retrieval
📝 Summary:
NanoVDR improves visual document retrieval by distilling a large VLM teacher into a small 70M text-only query encoder. This decouples document indexing from query processing, achieving 50x lower latency and 32x fewer parameters with nearly identical quality.
🔹 Publication Date: Published on Mar 13
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.12824
• PDF: https://arxiv.org/pdf/2603.12824
• Project Page: https://huggingface.co/nanovdr
🔹 Models citing this paper:
• https://huggingface.co/nanovdr/NanoVDR-L
• https://huggingface.co/nanovdr/NanoVDR-S-Multi
• https://huggingface.co/nanovdr/NanoVDR-S
✨ Spaces citing this paper:
• https://huggingface.co/spaces/nanovdr/NanoVDR-Demo
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#VisualDocumentRetrieval #ModelDistillation #VLM #InformationRetrieval #DeepLearning
📝 Summary:
NanoVDR improves visual document retrieval by distilling a large VLM teacher into a small 70M text-only query encoder. This decouples document indexing from query processing, achieving 50x lower latency and 32x fewer parameters with nearly identical quality.
🔹 Publication Date: Published on Mar 13
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.12824
• PDF: https://arxiv.org/pdf/2603.12824
• Project Page: https://huggingface.co/nanovdr
🔹 Models citing this paper:
• https://huggingface.co/nanovdr/NanoVDR-L
• https://huggingface.co/nanovdr/NanoVDR-S-Multi
• https://huggingface.co/nanovdr/NanoVDR-S
✨ Spaces citing this paper:
• https://huggingface.co/spaces/nanovdr/NanoVDR-Demo
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#VisualDocumentRetrieval #ModelDistillation #VLM #InformationRetrieval #DeepLearning
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