Retrieval-Augmented Generation (RAG)

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