Oxford Journal's research reveals how AI developers have become increasingly secretive about training datasets as copyright litigation intensifies, prompting global calls for mandatory transparency requirements. The analysis examines the EU AI Act's groundbreaking training data disclosure mandates and G7 principles requiring transparency to protect intellectual property rights. This scholarly assessment demonstrates how transparency obligations could enable rightsholder enforcement while balancing innovation needs, offering a potential regulatory solution to the copyright-AI training data conflict.