Retrieval-Augmented Generation (RAG)

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