Overview
Learn about Cascading Retrieval in this technical session that demonstrates how to combine dense, sparse, and reranking techniques into a unified search pipeline for enhanced precision and performance. Explore the key differences between cascading retrieval and hybrid approaches while examining comparative benchmarking data showing up to 48% performance improvements over traditional dense retrieval methods. Through a live demonstration featuring the latest retrieval and inference capabilities, discover how to implement Pinecone's sparse embedding model and reranking model to optimize search results. Gain practical insights from Staff Product Manager Gareth Jones and Senior Research Scientist Antonio Mallia as they detail the technical architecture and real-world applications of this advanced retrieval methodology.
Syllabus
Intro to Cascading Retrieval: Boost RAG and search precision by up to 48%
Taught by
Pinecone