Atlas

Benchmarks

← All benchmarks

CWE-bench v1 Judge Panel Pass@1

Code · 2026-09-25

Mean rollout success on the 120 CWE-bench v1 tasks under a majority vote of three agentic judges checking correctness, preserved functionality, generalization, integrity and soundness; distinct from the deterministic verifier.

Top models (higher is better)

ModelScore
Claude Opus 5.567.0
GPT-6 Astra66.0
Grok 4.764.0
Gemini 4 Argon62.0
Claude Fable 5.160.0
Grok 4.655.0
DeepSeek V4.1 Flash53.0
GPT-6 Sol52.0
Muse Spark 1.351.0
Hy4 Preview50.0
Inkling33.0
Loading Atlas data…