One post tagged with "dense retrieval"

Dense retrieval systems have revolutionized how we search through large document collections, but the gap between theoretical breakthroughs and production reality often reveals unexpected challenges. While HyDE (Hypothetical Document Embeddings) showed impressive results in research settings, its real-world deployment faces critical bottlenecks that limit its practical adoption. Enter Inverted HyDE - a clever twist that maintains the core benefits while addressing the fundamental production constraints.