Retrieval-Augmented Generation (RAG)

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