IBM Granite has introduced LLMON (LLM Object Notation), a novel markup language designed to enhance the security of smaller language models against prompt injection attacks. LLMON structures data and instructions using special tokens and unique IDs, creating a clear separation that prevents models from misinterpreting malicious inputs as commands. This approach significantly reduces the success rate of indirect prompt injection attacks, dropping them from over 50% to as low as 0.02% in testing, without compromising the models' general performance. AI
IMPACT Introduces a novel architectural approach to agent security, potentially reducing the risk of prompt injection in LLM applications.
RANK_REASON The release of a new language format and associated models for improving LLM safety, detailed in a paper and available on platforms like Hugging Face and GitHub. [lever_c_demoted from research: ic=1 ai=1.0]
- 2610.38120
- GitHub
- Granite 4.1
- granite-4.1-3b-LLMON-preview
- granite-4.1-8b-LLMON-preview
- Granite 4.1 Instruct
- Hugging Face
- IBM Granite
- LLM Object Notation
- LLMON
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