Retrieval-Augmented Generation (RAG)

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