Retrieval-Augmented Generation (RAG)

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