Retrieval-Augmented Generation (RAG)

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