Retrieval-Augmented Generation (RAG)

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