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Safety certification of tool-integrated LLMs on OpenAPI pool

72PU ScoreLLMCert-T
16.8831.1945.559.81Oct 5, 2025

Evaluation results

MethodLinks
LLMCert-TSpecification=Intent Shifting, Selector=Llama-3.1 8B, Generator=Gemma-3 4B, M=300, N=102025.1072
LLMCert-TSpecification=Abstention Trigger, Selector=Llama-3.1 8B, Generator=Gemma-3 4B, M=300, N=102025.1067
LLMCert-TSpecification=Privilege Escalation, Selector=Llama-3.1 8B, Generator=Gemma-3 4B, M=300, N=102025.1050
LLMCert-TSpecification=Top-N Saturation, Selector=Llama-3.1 8B, Generator=Gemma-3 4B, M=300, N=102025.1022
LLMCert-TSpecification=Distractor Selection, Selector=Llama-3.1 8B, Generator=Gemma-3 4B, M=300, N=102025.1019