Retrieval-Augmented Generation (RAG)

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