Cybench For Hacker Cyborgs 🤖
So essentially,
Cybench is a CTF dataset to benchmark Hacker AIs
Paper: Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risk of Language Models (86 Pages)
Github: https://cybench.github.io/
Researchers from Stanford are investigating the cybersecurity capabilities and potential risks of Language Model (LM) agents.
Hmm..What’s the background?
The authors highlight the dual-use nature of LM agents in cybersecurity, emphasizing their potential for both offensive and defensive applications. Current research on LM agents in cybersecurity primarily focuses on tasks like Capture The Flag (CTF) challenges, code vulnerability detection and exploitation, and cybersecurity knowledge assessment through question answering.
Ok, So what is proposed in the research paper?
The paper introduces Cybench, a new open-source benchmark designed for evaluating the capabilities of LM agents on cybersecurity tasks, specifically professional-level Capture the Flag (CTF) challenges.
The framework is designed to provide a realistic and challenging evaluation environment for cybersecurity agents, comprised of:
Tasks: These are drawn from four recent CTF competitions: HackTheBox, SekaiCTF, Glacier, and HKCert
Task Specifications: Config for Tasks
Subtasks: Recognizing that CTFs often involve multiple steps, the researchers introduce subtasks to allow for partial credit and a more fine-grained evaluation
Objective Difficulty using First Solve Time: Cybench leverages "first solve time" – the time taken by the first human team to solve a challenge during the competition – as an objective measure of task difficulty
The introduction of Cybench aims to provide a comprehensive and challenging framework for driving future research and development in this area, while also prompting careful consideration of the ethical implications.
What’s next?
The researchers hope to expand Cybench with more difficult tasks that are challenging to current AI agents. The researchers state that as LMs become more advanced, it's crucial to understand the capabilities and risks of cybersecurity agents so policymakers, model providers, and researchers can work together to benefit society.
So essentially,
Cybench is a CTF dataset to benchmark Hacker AIs
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