Retrieval-Augmented Generation (RAG)

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