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  <li><a href="https://www.marqo.ai/blog/generalized-contrastive-learning-for-multi-modal-retrieval-and-ranking?_gl=1*vkeuqm*_gcl_au*MTM0OTc4OTY4Ny4xNzIzNTQ0NTcy">Generalized Contrastive Learning (GCL)</a>: A framework for training robust embedding models for multimodal search. <a href="https://arxiv.org/abs/2404.08535">Read the GCL paper on arXiv.</a></li>
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  <li><a href="https://www.marqo.ai/blog/understanding-recall-in-hnsw-search">Understanding Recall in HNSW</a>: Insights into understanding and optimizing recall when using hierarchical navigable small worlds (HNSW) in vector search. <a href="https://arxiv.org/abs/2405.17813">Read the HNSW paper on arXiv.</a></li>
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  <li><a href="https://www.marqo.ai/blog/ui-concepts-for-vector-search">Designing Interfaces for Multimodal Vector Search Applications</a>:. Explore novel UI/UX concepts for implementing multi-modal vector search image search applications. <a href="https://arxiv.org/abs/2409.11629">Read the paper on arXiv.</a></li>
 
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  </ul>
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  </p>
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  <li><a href="https://www.marqo.ai/blog/generalized-contrastive-learning-for-multi-modal-retrieval-and-ranking?_gl=1*vkeuqm*_gcl_au*MTM0OTc4OTY4Ny4xNzIzNTQ0NTcy">Generalized Contrastive Learning (GCL)</a>: A framework for training robust embedding models for multimodal search. <a href="https://arxiv.org/abs/2404.08535">Read the GCL paper on arXiv.</a></li>
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  <li><a href="https://www.marqo.ai/blog/understanding-recall-in-hnsw-search">Understanding Recall in HNSW</a>: Insights into understanding and optimizing recall when using hierarchical navigable small worlds (HNSW) in vector search. <a href="https://arxiv.org/abs/2405.17813">Read the HNSW paper on arXiv.</a></li>
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  <li><a href="https://www.marqo.ai/blog/ui-concepts-for-vector-search">Designing Interfaces for Multimodal Vector Search Applications</a>:. Explore novel UI/UX concepts for implementing multi-modal vector search image search applications. <a href="https://arxiv.org/abs/2409.11629">Read the paper on arXiv.</a></li>
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+ <li><a href="https://www.marqo.ai/blog/generalized-contrastive-learning-for-multi-modal-retrieval-and-ranking?_gl=1*vkeuqm*_gcl_au*MTM0OTc4OTY4Ny4xNzIzNTQ0NTcy">Marqo-GS-10M multimodal dataset</a>:. Open source multimodal product retrieval dataset of 10M query-product pairs with both text and images. <a href="https://huggingface.co/datasets/Marqo/marqo-GS-10M">Explore the dataset!</a></li>
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  </ul>
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  </p>
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