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CWE-bench v2 evaluates 100 security repairs in real open-source repositories with deterministic tests; leading systems still fail on roughly one-third of the tasks.
Cogent’s closed VR-1.1 security model produced 110 passing repairs across 190 LiveCVEBench tasks; the result reflects an isolated benchmark environment.
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