Researchers have released an alignment evaluation toolkit demonstrating how low-rank adaptation can inadvertently activate precise memorization of copyrighted texts. The study shows that even small-scale finetuning on text excerpts can lead models like GPT-4o and Gemini to generate verbatim passages from protected works like Cormac McCarthy’s novels.