// AI news · 2026-11-03 · Hugging Face Blog
CWE-bench v2 Releases 100 Cybersecurity Tasks
Collinear AI releases CWE-bench v2 with 100 cybersecurity tasks covering 91 CWEs.
Published 2026-11-03 08:00 (Beijing time)Source Hugging Face BlogAuto-summarised, fact-checked against source
01Summary
Each task involves detecting and fixing vulnerabilities in real open-source code without breaking functionality. Tasks are designed for fairness and difficulty through LLM review and manual validation, with fully programmatic scoring. Gemini 4 Argon leads in performance, yet all models fail 19% of tasks. The dataset is accessible via Harbor, enabling direct evaluation from Hugging Face repos and supporting training of defensive agents.
Summarised from the original article by an open-source model, then checked automatically: every number and English name must appear in the source. The original article is authoritative.
02Key points
- CWE-bench v2 includes 100 tasks covering 91 CWEs with real open-source codebases.
- Tasks are curated for difficulty and fairness using LLM and manual reviews.
- Gemini 4 Argon achieves highest pass@1 and pass@4 scores, but all models fail 19% of tasks.
- Dataset supports direct evaluation via Harbor and can be used to train defensive agents.
03Source
CWE-bench v2: More coverage, quality, and transparency
Hugging Face Blog · published 2026-11-03 08:00 Beijing time
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