When Choices Become Risks: Safety Failures of Large Language Models under Multiple-Choice Constraints

Yuheng Chen, Zhiyu Wu, Bowen Cheng +1

Safety alignment in large language models (LLMs) is primarily evaluated under open-ended generation, where models can mitigate risk by refusing to respond. In contrast, many real-w…