Retrieval-Augmented Generation (RAG)

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