Retrieval-Augmented Generation (RAG)

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