@article{scam2promptascalableframeworkforauditing, title = {Scam2Prompt: A Scalable Framework for Auditing Malicious Scam Endpoints in Production LLMs}, author = {Zhiyang Chen and Tara Saba and Xun Deng and Xujie Si and Fan Long}, year = {2025}, eprint = {2509.02372}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.02372}, }