The Phantom Menace: LLM Package Hallucinations

The Phantom Menace: LLM Package Hallucinations

Uncovering security vulnerabilities in AI-assisted coding

This research reveals how Large Language Models (LLMs) can hallucinate non-existent code packages, creating security vulnerabilities in the software supply chain.

  • LLMs frequently reference fictional dependencies that don't exist in package repositories
  • Attackers can exploit this by registering these hallucinated packages with malicious code
  • Cross-language analysis shows varying hallucination rates across programming ecosystems
  • Researchers recommend defensive strategies including package verification and enhanced developer awareness

This work highlights a critical security gap in AI-assisted development that could enable widespread supply chain attacks through seemingly innocent code suggestions.

Importing Phantoms: Measuring LLM Package Hallucination Vulnerabilities

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