Retrieval-Augmented Generation (RAG)

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