Automated Red Teaming with GOAT: the Generative Offensive Agent Tester
"we introduce the Generative Offensive Agent Tester (GOAT), an automated agentic red teaming system that simulates plain language adversarial conversations while leveraging multiple adversarial prompting techniques to identify vulnerabilities in LLMs. We instantiate GOAT with 7 red teaming attacks, with an ASR
@10 of 97% against Llama 3.1 and 88% against GPT-4"
paper: (not peer reviewed)