LLM Security Guard for Code

LLM Security Guard for Code

Many developers rely on Large Language Models (LLMs) to facilitate software development. Nevertheless, these models have exhibited limited capabilities in the security domain. We introduce LLMSecGuard, a framework to offer enhanced code security through the synergy between static code analyzers and...

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Bibliographic Details
Main Authors: Kavian, Arya, Kallehbasti, Mohammad Mehdi Pourhashem, Kazemi, Sajjad, Firouzi, Ehsan, Ghafari, Mohammad
Format: Journal Article
Language:English
Published: 03-05-2024
Subjects:
Computer Science - Cryptography and Security
Computer Science - Software Engineering
Online Access:Get full text
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Summary:Many developers rely on Large Language Models (LLMs) to facilitate software development. Nevertheless, these models have exhibited limited capabilities in the security domain. We introduce LLMSecGuard, a framework to offer enhanced code security through the synergy between static code analyzers and LLMs. LLMSecGuard is open source and aims to equip developers with code solutions that are more secure than the code initially generated by LLMs. This framework also has a benchmarking feature, aimed at providing insights into the evolving security attributes of these models.
DOI:10.48550/arxiv.2405.01103