Retrieval-Augmented Generation (RAG)

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