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University of California, Los Angeles

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The Next Challenge for Agentic Cybersecurity: A Realistic, Contamination-Free Reverse Engineering Benchmark

QuestionCan agents recover semantics from realistic binaries without source access?

Source summaryGPT-5.6 Sol fully solved 80/254 graded instances, versus 60/223 for Claude Fable 5.1.

NUWA research note · independent review pending

CybersecurityCapability

The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning

QuestionCan a public proxy benchmark track hazardous knowledge while supporting mitigation research?

Source summaryThe paper evaluates knowledge-reduction methods alongside general-capability retention.

NUWA research note · independent review pending · Contains: question / method / limits

CBRNCapability