Retrieval-Augmented Generation (RAG)

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