Improving Relevance in RAG - Lessons from LiveRAG Challenge

Explore key strategies for enhancing retrieval relevance in Retrieval Augmented Generation systems through insights gained from the SIGIR LiveRAG challenge in this 40-minute conference talk. Discover how to build effective RAG systems that generate accurate answers under time constraints by deconstructing a complete RAG pipeline with particular focus on improving the retrieval component. Learn about the critical role of synthetic data generation in the evaluation process and gain practical insights into the engineering challenges of running large-scale RAG systems locally, including implemented solutions to overcome common obstacles. Understand theoretical foundations while gaining hands-on knowledge for building more robust and reliable RAG applications, making this presentation valuable for developers and researchers working with retrieval-augmented generation technologies.