Retrieval-Augmented Generation (RAG)

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