Retrieval-Augmented Generation (RAG)

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