Atlas

Benchmarks

← All benchmarks

CWE-bench v1 Programmatic Pass@4

Code · 2026-09-25

Share of the 120 CWE-bench v1 tasks solved in at least one of four one-hour high-reasoning rollouts according to the deterministic exploit and regression verifier.

Top models (higher is better)

ModelScore
Grok 4.781.0
Claude Opus 5.579.0
Gemini 4 Argon75.0
Hy4 Preview75.0
DeepSeek V4.1 Flash74.0
GPT-6 Astra74.0
Claude Fable 5.173.0
Grok 4.672.0
Muse Spark 1.369.0
GPT-6 Sol68.0
Loading Atlas data…