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This document discusses the challenge of Black-box Identity Verification (BBIV) and presents a novel method named Targeted Random Adversarial Prompt (TRAP). The method aims to accurately identify whether a third-party application utilizes a particular Large Language Model (LLM) by crafting specific prompts that elicit predefined responses from the target model, achieving high true positive rates while maintaining low false positive rates. The work addresses legal compliance issues regarding...
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Trap targeted random adversarial (TTRA) refers to a specific strategy used in various fields, such as cybersecurity or machine learning, where adversarial examples are strategically targeted to test the resilience of systems against random manipulations or attacks.
Typically, entities that operate systems or services vulnerable to adversarial attacks, such as technology companies and research institutions, may be required to file TTRA reports.
To fill out the TTRA, one must provide detailed information about the system, the nature of adversarial examples being tested, the methodology of the analysis, and the outcomes observed from the tests.
The purpose of TTRA is to enhance the security and robustness of systems by identifying potential weaknesses in adversarial situations and ensuring that measures are in place to mitigate those risks.
The report must include information about the targeted system, the adversarial tactics employed, the results of the testing, any vulnerabilities discovered, and recommendations for strengthening defenses.
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