Retrieval-Augmented Generation (RAG)

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