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CWE-bench leaderboard

As of November 14, 2026, among the results listed here, Google Gemini 4 Carbon has the highest reported CWE-bench score, 71.0% (Pass@1 (ties broken by Pass@4); Antigravity), published by Google on October 28, 2026, ahead of Google Gemini 4 Argon at 68.0%. 2 models have a CWE-bench result in our records.

Scores as the model makers published them, not re-run by us; each row links to its announcement.

Best reported score

71.0%

Google Gemini 4 Carbon

Reported by Google, October 28, 2026 · Pass@1 (ties broken by Pass@4); Antigravity

Runner-up

68.0%

Google Gemini 4 Argon

Reported by Google, October 28, 2026 · Pass@1 (ties broken by Pass@4); Antigravity

2 models ranked · 1 maker

Reported CWE-bench scores

CWE-bench scores reported by model makers
Rank Model Score Setting Reported by Date
1 Gemini 4 Carbon 71.0% Pass@1 (ties broken by Pass@4); Antigravity Google October 28, 2026 · read from the maker's chart
2 Gemini 4 Argon 68.0% Pass@1 (ties broken by Pass@4); Antigravity Google October 28, 2026 · read from the maker's chart

Other reported runs

CWE-bench scores reported by model makers, other reported runs
Model Score Setting Reported by Date
Gemini 4 Argon 68.0% Not published Google October 28, 2026 · read from the maker's chart
Gemini 4 Carbon 71.0% Not published Google October 28, 2026 · read from the maker's chart

How much to trust these numbers

Source
Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
Settings
All ranked results use the same reported setting.
Spread
71.0% to 68.0% across 2 models.
Freshness
Published October 28, 2026.
Charts
Some values were read from charts in the announcements. Two independent readings had to match exactly.

What CWE-bench measures

Tests models on auditing code repositories and repairing security weaknesses; the provided results do not explain what the score means. Source: CWE-bench v2: a cybersecurity benchmark by Collinear AI