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SecPRBench (recall)

Code · 2026-10-24

265 real vulnerability-introducing code changes from popular C, C++, Rust and JavaScript projects (with their later fixed versions as companions). An agent reviews each bug-introducing change, with the reference vulnerability and later fix withheld, and files findings; a Claude Opus 5.5 judge decides whether a finding identifies the introduced vulnerability. One run per task, web tools off, 60-minute timeout. The score is recall, the share of the 265 targets found, in percent.

Top models (higher is better)

ModelScore
Grok 4.678.1
GPT-6 Sol76.2
GLM-5.374.7
Claude Opus 5.574.0
Sonnet 559.2
GPT-5.6 Sol55.8
GPT-6 Luna55.5
MiniMax M332.5
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