Retrieval-Augmented Generation (RAG)

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