Retrieval-Augmented Generation (RAG)

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