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Paper · arXiv

TOSSS: a CVE-based Software Security Benchmark for Large Language Models

With their increasing capabilities, Large Language Models (LLMs) are now used across many industries. They have become useful tools for software engineers and support a wide range of development tasks. As LLMs are increasingly used in software development workflows, a critical question arises: are LLMs good at software security? At the same time, organizations worldwide invest heavily in cybersecurity to reduce exposure to disruptive attacks. The integration of LLMs into software engineering workflows may introduce new vulnerabilities and weaken existing security efforts. We introduce TOSSS (Two-Option Secure Snippet Selection), a benchmark that measures the ability of LLMs to choose betw...

AuthorsMarc Damie, Murat Bilgehan Ertan, Domenico Essoussi et al.
Primary categorycs.LG
Published11 March 2026
Last updated at source16 March 2026
cs.LGcs.CLcs.CRcs.SE
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