Retrieval-Augmented Generation (RAG)

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