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Retrieval, RAG & Search — July 17, 2026

Executive summary Short: A 2026 benchmark on a 5,000-item apparel & footwear catalog found that a simple average of image and text embeddings (L2-normalize each, mean, then L2-normalize) produced substantially better product search results than image-only or text-only retrieval—up to ~1.5× improvement on top-of-list metrics (Recall@1/5/10, MRR, nDCG@10). The study also showed multimodal averaging improved…

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