To reduce hallucination rates and overcome the limitations of static, outdated knowledge within parametric-only models.
The field has moved beyond basic RAG, diversifying into hybrid retrievers, iterative retrieval loops, and graph-based retrieval systems. eccentric_rag_2020_remaster
The shift toward systems that refine queries iteratively allows for better handling of complex, multi-document synthesis tasks. To reduce hallucination rates and overcome the limitations
It performs well in environments where labeled training data is scarce but large volumes of unstructured data are accessible. 3. Key Advancements and Trends diversifying into hybrid retrievers