RAG is often fine-tuned on know-how-intensive downstream tasks to attain state-of-the-art final results in comparison with even the largest pretrained seq2seq language models. And unlike these pretrained types, RAG’s inner awareness might be quickly altered or simply supplemented around the fly, enabling scientists and engineers to manage what RA