Retrieval-Augmented Generation (RAG)

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