AI RESEARCH
Adversarial Humanities Benchmark: Results on Stylistic Robustness in Frontier Model Safety
arXiv CS.CL
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ArXi:2604.18487v1 Announce Type: new The Adversarial Humanities Benchmark (AHB) evaluates whether model safety refusals survive a shift away from familiar harmful prompt forms. Starting from harmful tasks drawn from MLCommons AILuminate, the benchmark rewrites the same objectives through humanities-style transformations while preserving intent. This extends literature on Adversarial Poetry and Adversarial Tales from single jailbreak operators to a broader benchmark family of stylistic obfuscation and goal concealment.