Research question
How vulnerable are commercial LLM-integrated applications to prompt injection?
Key findings
- HouYi, a black-box injection method, compromised 31 of 36 real applications including Notion - Vendors confirmed the vulnerabilities
Systematically attacked 36 commercial LLM applications with the HouYi framework, showing prompt injection is endemic in deployed products.
How vulnerable are commercial LLM-integrated applications to prompt injection?
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