@article{trojanhorsepromptingjailbreaking, title = {Trojan Horse Prompting: Jailbreaking Conversational Multimodal Models by Forging Assistant Message}, author = {Wei Duan and Li Qian}, year = {2025}, eprint = {2507.04673}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.04673v1}, }