Retrieval-Augmented Generation (RAG)

creating text ergebnisse results algorithm content based layers methode augmented knowledge deep vergleich people prozess technology prozent umfasst entwicklungen zero-shot fine-tuning code point modelle improve method situation data methods applications project large tool retrieval selection information tuning optimierung tokenization key machine powerful learning llms generation optimieren user daten analyse work modells training model systems asset informationen platform lage improved contact learn generieren specific performance models study intelligenz datasets language fähigkeit modell quality erzeugen benchmark zeigt technik digital deutschland künstliche tools genauigkeit system security entwicklung development engineering ki-modelle leistung input rag times algorithmen cases llm hyperparameter output analysis dataset optimization process