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Guang Cheng

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#artificial intelligence Preprint Sep 2026

CyberClear: A Benchmark for LLM Agent Systems on APT Attack Chain Provenance

Large language model agents have demonstrated promising capabilities in cybersecurity tasks, yet their ability to reconstruct complete Advanced Persistent Threat attack campaigns from complex security logs remains largely unexplored. Existing cybersecurity benchmarks for agents mainly focus on vulnerability discovery,...

Qi Chen, Fu-Shuo Huo, Hang-Li Shen et al. · 0 citations

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