Finding and fixing vulnerabilities
Collinear AI released CWE-bench v2's public set on November 3. Its 100 tasks cover 91 CWE weakness types: an agent must find and fix a security weakness in a repository while preserving legitimate functionality. Programmatic verifiers determine the scores; LLM judge panels helped curate the checks rather than serving as the final scoring system. [1]
The dataset card labels the release Apache-2.0, but accessing its files requires a Hugging Face account and acceptance of conditions that share account information. The launch also describes a separate held-out set. Results on the public 100-task set must therefore be distinguished from results combining public and private tasks. [3][1]
Sources
- CWE-bench v2: More coverage, quality, and transparency
Hugging Face · Nov 3, 2026
- Collinear AI、LLMサイバーセキュリティ評価ベンチマーク「CWE-bench v2」公開
AI Edgeline · Nov 4, 2026
- collinear-ai/cwe-bench
Collinear AI · retrieved Nov 3, 2026