Capture Summary

NAACL paper introducing a CVE-based benchmark for evaluating LLM/software-engineering agents on real-world vulnerability repair tasks.

Relevance

• Core source for AI-assisted secure patching.
• Useful for comparing repair-oriented benchmarks against exploit-oriented benchmarks.

Collection Notes

• Verify full author list during ingest.
• Extract failure modes and benchmark construction details.