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adversarial example generation 1agentic data curation 1automated red teaming 1content safety 1multimodal language models 1

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cs.AI2026

Automatic Hard Example Synthesis with Multi-Level Agentic Data Curation

Genglin Liu, Muye Zhang, Krishnamurthy Viswanathan +5

The paper introduces an automated, multi‑agent framework that creates hard adversarial examples for multimodal large language models to improve content safety, achieving a signific…