Recent developments emphasize modular pipelines and better evaluation protocols, moving away from simple "retrieve-and-generate" approaches. 2. Core Advantages of Modern RAG
Research (e.g., TREX) highlights that structuring knowledge as graphs facilitates better retrieval of contextual depth compared to traditional vector-based methods. eccentric_rag_2020_remaster
Implementing sophisticated RAG systems introduces significant technical complexity and computational costs. multi-document synthesis tasks.
The shift toward systems that refine queries iteratively allows for better handling of complex, multi-document synthesis tasks. eccentric_rag_2020_remaster