Retrieval-Augmented Generation (RAG)

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