Uses repeated passes through shared layers to spend more computation on each token and strengthen reasoning. Adjustable loop counts trade inference cost for accuracy, with context lengths up to 256K tokens.
Generates synthetic German personas grounded in population and geographic distributions for model training and synthetic data generation. The dataset contains 1 million records with six German-language persona types, based on census and other official statistics.