It happens when text is memorized during training and can be elicited by the right prompt. It is a central concern in copyright disputes over AI because reproducing protected text is easier to show than abstract learning. Developers reduce it through data deduplication, training techniques, output filters and policy instructions that tell the assistant not to reproduce long copyrighted passages, which is why many assistants decline requests for full song lyrics.