Skyhawk Security Launches Comprehensive Generative AI Benchmark Ranking LLMs Based on Cyber Threat Scoring Capabilities
September 20 2023 - 9:00AM
Skyhawk Security, the originator of cloud threat detection and
response, today launched the industry’s first benchmark for
evaluating large language models’ (LLMs) ability to identify and
score cybersecurity threats within various cloud logs and
telemetries. The resource also provides a ranking of these LLMs
based on their performance. As part of efforts to strengthen the
broader cloud security industry, the data will be regularly updated
and available to view free of charge on Skyhawk’s website.
The benchmark and LLM leaderboard will be formally presented
today during a session led by Skyhawk’s Director of AI and
Research, Amir Shachar, at the Cloud Security Alliance’s SECtember
conference. The session takes place at 1:30 p.m. Pacific in room
405.
“The importance of swiftly and effectively detecting cloud
security threats cannot be overstated. We firmly believe that
harnessing generative AI can greatly benefit security teams in that
regard, however, not all large language models are created equal,”
said Amir Shachar. “In creating this benchmark, we hope to increase
confidence in the power of LLMs for cloud security by providing a
clear view of how well these tools can classify malicious
activities. We’re testing them for you on human-labeled attack flow
sequences based on business-driven evaluation metrics. We also
integrate human security researchers’ insights with self-improving
LLM-based AI agents to enhance the classification process.”
In this benchmark, Skyhawk looks at ChatGPT, Google
Bard, Falcon and other LLAMA2-based open LLMs. The goal was to
see how accurately each of these LLMs predicted the maliciousness
of an attack sequence that was extracted and created by Skyhawk
Security’s machine learning models. The output from the models was
compared to a sample of hundreds of human-labeled sequences and
scored in three ways: Precision, Recall and F1 Score. The closer to
“one” the scores are, the more accurate the predictability of the
LLM.
The release of Skyhawk’s LLM benchmark reinforces the company’s
dedication to innovating with generative AI in the cloud security
space. The news comes on the heels of the launch of Skyhawk’s Shift
Left CDR solution within its existing Skyhawk Synthesis Security
Platform. The novel approach shifts the threat detection process to
the “left,” or the perimeter, of the cloud network as well as IAM.
Skyhawk's cloud threat detection and response uses contextual
analysis of the cloud infrastructure and determines potential paths
hackers could take to a company's "crown jewels." This information
enables security teams to identify serious threats much earlier in
the incident and prioritize those that pose the highest risk to
crown jewels to prevent them from becoming a breach.
To learn more about Skyhawk Security’s product offering, visit
https://skyhawk.security/. For continuing updates follow Skyhawk
Security on LinkedIn and Twitter.
About Skyhawk SecuritySkyhawk Security is the
originator of Cloud Threat Detection and Response (CDR), helping
hundreds of users map and remediate sophisticated threats to cloud
infrastructure in minutes. Led by a team of cybersecurity and cloud
professionals who built the original CSPM category, Skyhawk
Security evolves cloud security posture management far beyond
scanning and static configuration analysis. Instead, using advanced
generative AI and ML sequencing of context-based behaviors, Skyhawk
provides CDR within a ‘Runtime Hub’ to quickly detect and remediate
malicious activities across multiple cloud platforms as they
happen. Skyhawk Security is a spin-off of Radware®
(NASDAQ:RDWR).
Media Contacts: Sherlyn Rijos-AltmanMontner
Tech PRsrijos@montner.com
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