# CWE-bench v1 — AI model rankings

Collinear AI’s programmatically graded security-patch pass@1 rate; separate from exploit-generation benchmarks

1 tracked model have a published CWE-bench v1 score. Higher is better. Scores come from published lab reports and benchmark sources; recorded sources appear beside the scores.

## Ranking

| Rank | Model | Developer | Score | Source | Released |
| --- | --- | --- | --- | --- | --- |
| 1 | Gemini 4 Carbon | Google | 71% | Lab | Oct 28 2026 |


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Canonical page: https://aireleasetracker.com/benchmark/cwe-bench-v1
Site index: https://aireleasetracker.com/llms.txt
Source: AI Release Tracker (https://aireleasetracker.com). Most benchmark scores come from lab launch material; gathered results identify the leaderboard that published them.