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This thesis examines whether memorisation in Generative AI models, particularly large language models, can constitute an infringement of the reproduction right under EU copyright law. It focuses on situations where protected expression is not only used as training data or reproduced in outputs, but may also be retained within a trained model itself. The thesis adopts a doctrinal legal method, sup
