Papers by Yunzhuo Hao
Exploring Backdoor Vulnerabilities of Chat Models (2025.coling-main)
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| Challenge: | Recent studies show that Large Language Models (LLMs) are susceptible to a security threat known as Backdoor Attack. |
| Approach: | They propose a backdoor attack method that distributes trigger scenarios across user inputs in different rounds and makes the backdoor be triggered only when all trigger scenarios have appeared in the historical conversations. |
| Outcome: | The proposed method achieves high attack success rates on chat models while maintaining normal capabilities on providing helpful responses to benign user requests. |