Retrieval-Augmented Generation (RAG)

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