Citations
Use the SEC-bench paper when referencing the benchmark family, and pair it with the SEC-bench Pro repository.
SEC-bench benchmark family [NeurIPS 2025]
@inproceedings{lee2025secbench,
author = {Hwiwon Lee and Ziqi Zhang and Hanxiao Lu and Lingming Zhang},
booktitle = {The Thirty-ninth Annual Conference on Neural Information Processing Systems},
title = {{SEC-bench: Automated Benchmarking of LLM Agents on Real-World Software Security Tasks}},
url = {https://openreview.net/forum?id=QQhQIqons0},
year = {2025}
}
Lee, H., Zhang, Z., Lu, H., & Zhang, L. (2025). SEC-bench: Automated Benchmarking of LLM Agents on Real-World Software Security Tasks. In The Thirty-ninth Annual Conference on Neural Information Processing Systems. https://openreview.net/forum?id=QQhQIqons0
Lee, Hwiwon, et al. "SEC-bench: Automated Benchmarking of LLM Agents on Real-World Software Security Tasks." The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025.