Retrieval-Augmented Generation (RAG)

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