Retrieval-Augmented Generation (RAG)

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