Retrieval-Augmented Generation (RAG)

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