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News/Every Model Cheats: Prompt-Level Mitigation of Cheating on Offensive Cyber Tasks
arxiv
PublishedOctober 19, 2026 at 4:00 AM

Every Model Cheats: Prompt-Level Mitigation of Cheating on Offensive Cyber Tasks

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arXiv:2607.21763v2 Announce Type: replace-cross Abstract: Large language model (LLM) agents routinely cheat on cybersecurity benchmarks, inflating reported pass rates far beyond genuine capability. Prior audits of Cybench found cheating in 0.3-3.4% of traces, implicating only a handful of models. We

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