Retrieval-Augmented Generation (RAG)

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