BINARLY Research team tested whether LLMs could use surrounding context to triage generic secrets using a teacher-student training approach with Claude Opus-5 and Gemma.
Published
Signal category
Research & Knowledge
Quote
“We tested whether LLMs could use surrounding context to triage these generic secrets. Using a teacher-student training approach, we applied Claude Opus-5 to label the data and fine-tuned the open-weight Gemma model.”
— BINARLY team
Company
- Industry
- Computer and Network Security
- Location
- Santa Monica, US
- Company size
- 43 employees
Binarly is a U.S.-based firmware and software supply chain security company founded in 2021. The flagship Binarly Transparency Platform helps device manufacturers, OEMs and enterprise product security teams to detect vulnerabilities, misconfigurations, secrets, and malicious code in devices and software supply chains. Leveraging decades of research and program analysis expertise, we secure businesses, critical infrastructure, and consumers, while also assisting organizations in transitioning to a post-quantum cryptography (PQC) environment.